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Biometrics: You Should Be Your Own Password

   

BIOMETRICS FAQ:

Why Biometrics?

Biometrics authentication refers to security measures for automatic identification of a person based on his/her physiological or behavioral characteristics.This method of identification is preferred over traditional methods involving passwords and PIN numbers for various reasons:

(i) the person to be identified is required to be physically present at the point-of-identification;

(ii) identification based on biometric techniques obviates the need to remember a password or carry a token. With the increased use of computers as vehicles of information technology, it is necessary to restrict access to sensitive/personal data.

BIOMETRICS FAQ:

How is it Done?

Here are some of the security measures biometrics authentication provides: By replacing PINs, biometric techniques can potentially prevent unauthorized access to or fraudulent use of ATMs, cellular phones, smart cards, desktop PCs, workstations, and computer networks.

PINs and passwords may be forgotten, and token based methods of identification like passports and driver's licenses may be forged, stolen, or lost. Thus biometric based systems of identification are receiving considerable interest.

Various types of biometric systems are being used for real-time identification, the most popular are based on face, iris and fingerprint matching. However, there are other biometric systems that utilize retinal scan, speech, signatures, veins, and hand geometry. These are also optimal for authentication.

Evolving Biometrics

INTERESTING VIDEOS:

TASER #1

TASER #2

Biometrics is a rapidly evolving technology which has been widely used in forensics such as criminal identification and prison security.

The security measures biometric authentication provides are tremendous. Recent advancements in biometric sensors and matching algorithms have led to the deployment of biometric authentication in a large number of civilian applications. There is an increas in complexity in algorithms data structures used in biometric sensors, from the fingerprint component to hand geometry recognition.

Biometric authentication methods can be used to prevent unauthorized access to ATMs, cellular phones, smart cards, desktop PCs, workstations, and computer networks. It can be used during transactions conducted via telephone and Internet (electronic commerce and electronic banking).

In automobiles, biometrics can replace keys with key-less entry and key-less ignition. Due to increased security threats, many countries have started using biometrics for border control and national ID cards.

Fingerprint Matching: One of the

types of biometrics system..

Among all the biometric techniques, fingerprint-based identification is the oldest method which has been successfully used in numerous applications. It has been the subject of much biometric marketing.

Everyone is known to have unique, immutable fingerprints. A fingerprint is made of a series of ridges and furrows on the surface of the finger.

The uniqueness of a fingerprint can be determined by the pattern of ridges and furrows as well as the minutiae points. Minutiae points are local ridge characteristics that occur at either a ridge bifurcation or a ridge ending.


Minutae-based and correlation based Matching

fingerprint matching techniques can be placed into two categories: minutae-based and correlation based. Minutiae-based techniques first find minutiae points and then map their relative placement on the finger. 

However, there are some difficulties when using this approach. It is difficult to extract the minutiae points accurately when the fingerprint is of low quality. Also this method does not take into account the global pattern of ridges and furrows.

The correlation-based method is able to overcome some of the difficulties of the minutiae-based approach.  However, it has some of its own shortcomings. Correlation-based techniques require the precise location of a registration point and are affected by image translation and rotation.

Matching Problems

Fingerprint matching based on minutiae has problems in matching different sized (unregistered) minutiae patterns. Local ridge structures can not be completely characterized by minutiae.

Researchers are trying an alternate representation of fingerprints which will capture more local information and yield a fixed length code for the fingerprint. The matching will then hopefully become a relatively simple task of calculating the Euclidean distance will between the two codes.

Fingerprint Reject Rates

A commercial fingerprint-based authentication system requires a very low False Reject Rate (FAR) for a given False Accept Rate (FAR). This is very difficult to achieve with any one technique. An easy technique may be a popular fingerprint recognition technique, but it will not necessarily yield the best results.

Researchers are investigating methods to pool evidence from various matching techniques to increase the overall accuracy of the system. In a real application, the sensor, the acquisition system and the variation in performance of the system over time is very critical. Every biometric system algorithm is different.

BIOMETRICS FAQ:

Is There More About Fingerprint Biometrics?

Large volumes of fingerprints are collected and stored everyday in a wide range of applications including forensics, access control, and driver license registration.

An automatic recognition of people based on fingerprints requires that the input fingerprint be matched with a large number of fingerprints in a database (FBI database contains approximately 70 million fingerprints!).

To cut the search time and computational complexity, it is desirable to classify these fingerprints in an accurate and consistent manner so that the input fingerprint is required to be matched only with a subset of the fingerprints in the database.

Biometrics of Fingerprint Classification

Fingerprint classification is a technique to assign a fingerprint into one of the several pre-specified types already established in the literature which can provide an indexing mechanism.

Fingerprint classification can be viewed as a coarse level matching of the fingerprints. An input fingerprint is first matched at a coarse level to one of the pre-specified types and then, at a finer level, it is compared to the subset of the database containing that type of fingerprints only.

Researchers have developed an algorithm to classify fingerprints into five classes, namely, whorl, right loop, left loop, arch, and tented arch .

Fingerprint Image Enhancement

A critical step in automatic fingerprint matching is to automatically and reliably extract minutiae from the input fingerprint images. However, the performance of a minutiae extraction algorithm relies heavily on the quality of the input fingerprint images.

In order to ensure that the performance of an automatic fingerprint identification/verification system will be robust with respect to the quality of the fingerprint images, it is essential to incorporate a fingerprint enhancement algorithm in the minutiae extraction module.

Biometric Enhancement

Researchers have developed a fast fingerprint enhancement algorithm, which can adaptively improve the clarity of ridge and furrow structures of input fingerprint images based on the estimated local ridge orientation and frequency.

They have evaluated the performance of the image enhancement algorithm using the goodness index of the extracted minutiae and the accuracy of an online fingerprint verification system. Because of the difficulty in determining why the fingerprint is different for each person, studies have been done. Experimental results show that incorporating the enhancement algorithms improves both the goodness index and the verification accuracy.

BIOMETRICS FAQ:

What is Biometric Hand Geometry?

Unlike fingerprints, the human hand isn't unique.   One can use finger length, thickness, and curvature for the purposes of verification but not for identification. 

For some kinds of access control like immigration and border control, invasive biometrics (eg., fingerprints) systems may not be desirable as they help security, but infringe on privacy.  In such situations it is desirable to have a biometric system that is sufficient for verification. Herein lies the value of

HAND RECOGNITION TECHNOLOGY.

 

Biometrics of Hand Geometry

As hand geometry is not distinctive, it is the ideal choice.   Furthermore, hand geometry data is easier to collect.  With fingerprint collection good frictional skin is required by imaging systems, and with retina-based recognition systems, special lighting is necessary.  

Additionally, hand geometry can be easily combined with other biometrics, namely fingerprint.  One can envision a system where fingerprints are used for (infrequent) identification and hand geometry is used for (frequent) verification.

Face Detection Biometrics

The face retrieval problem, known as face detection, can be defined as follows: given an arbitrary black and white, still image, find the location and size of every human face it contains.

Human Face Detection

There are many applications in which human face detection plays a very important role: it represents the first step in a fully automatic face recognition system, it can be used in image database indexing/searching by content, in surveillance systems and in human-computer interfaces.

Why Face Recognition

It also provides insight on how to approach other pattern recognition problems involving deformable textured objects.

At the same time, it is one of the harder problems in pattern recognition.

Multi-biometrics

An automatic personal identification system based solely on fingerprints or faces is often not able to meet the system performance requirements. Face recognition is fast but not reliable while fingerprint verification is reliable but inefficient in database retrieval. A person can open a door by a scan of their retina, and there are other ways to resolve that problem. For instance, voice is becoming more popular as a biometric authentication, where private passwords are not acceptable.

Higher Biometric Performance

A biometric system which relies only on a single biometric identifier in making a personal identification is often not able to meet the desired performance requirements. Identification based on multiple biometrics represents an emerging trend.

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History of Biometrics

While biometrics did not show up in practice in Western cultures until late in the 19th century, it was being used in China by at least the 14th century.

An explorer and writer by the name of Joao de Barros wrote that Chinese merchants stamped children’s palm prints and footprints on paper with ink. The merchants did this as a way to distinguish young children from one another.

Biometrics in the West

In the West, identification relied heavily simply upon “photographic memory” until the French police desk clerk and anthropologist Alphonse Bertillon developed the anthropometric system (later also known as Bertillonage) in 1883.

 

This was the first precise, scientific system that was widely used to identify criminals. It turned biometrics into a field of study.

How Biometrics Worked

It worked by precisely measuring certain lengths and widths of the head and body, as well as recording individual markings such as tattoos and scars. Bertillon’s system was widely adopted in the West until the system’s flaws became apparent – mainly problems with differing methods of measurement and changing measurements.

After that, Western police forces turned to fingerprinting – essentially the same system seen in China hundreds of years prior. In recent years biometrics has moved from simply fingerprinting, to many different methods that use various physical and behavioral measurements. The uses of biometrics have also increased, from just identification to security systems and more.

Definition of Biometrics

Biometrics (ancient Greek: bios ="life", metron ="measure") is the study of automated methods for uniquely recognizing humans based upon one or more intrinsic physical or behavioural traits.

In information technology, biometric authentication refers to technologies that measure and analyze human physical and behavioural characteristics for authentication purposes.

Examples of physical characteristics include fingerprints, eye retinas and irises, (which is known as

an iris recognition technology, or a retina recognition system)

facial patterns and hand measurements; while examples of mostly behavioral characteristics include signature, gait and typing patterns. Can you imagine opening the door to your house by some touchless sensors' approval?

Voice is considered a mix of both physical and behavioral characteristics. However, it can be argued that all biometric traits share physical and behavioural aspects.

Biometric System

In a typical IT biometric system, a person registers with the system when one or more of his physical and behavioral characteristics are obtained.

This information is then processed by a numerical algorithm, and entered into a database. The algorithm creates a digital representation of the obtained biometric.

If the user is new to the system, he or she enrolls, which means that the digital template of the biometric is entered into the database.

Templates for Biometrics

Each subsequent attempt to use the system, or authenticate, requires the biometric of the user to be captured again, and processed into a digital template.

That template is then compared to those existing in the database to determine a match. The process of converting the acquired biometric into a digital template for comparison is completed each time the user attempts to authenticate to the system.

The comparison process involves the use of a Hamming distance. This is a measurement of how similar two bit strings are.

Error Rates

For example, in this methodology two identical bit strings have a Hamming Distance of zero, while two totally dissimilar ones have a Hamming Distance of one.

Thus, the Hamming distance measures the percentage of dissimilar bits out of the number of comparisons made.

Ideally, when a user logs in, nearly all of his features match; then when someone else tries to log in, who does not fully match, and the system will not allow the new person to log in.

Current technologies have widely varying Equal Error Rates, varying from as low as 60% and as high as 99.9%.

Performance of Biometrics

Performance of a biometric measure is usually referred to in terms of the false accept rate (FAR), the false non match or reject rate (FRR), and the failure to enroll rate (FTE or FER).

The FAR measures the percent of invalid users who are incorrectly accepted as genuine users, while the FRR measures the percent of valid users who are rejected as impostors.

Real-world Biometrics

In real-world biometric systems the FAR and FRR can typically be traded off against each other by changing some parameter.

One of the most common measures of real-world biometric systems is the rate at which both accept and reject errors are equal: the equal error rate (EER), also known as the cross-over error rate (CER).

The lower the EER or CER, the more accurate the system is considered to be. An EER is desirable for a biometric system because it balances the sensitivity of the system.

Biometric Threshholds

Claimed error rates sometimes involve idiosyncratic or subjective elements. For example, one biometrics vendor set the acceptance threshold high, to minimize false accepts.

In the trial, three attempts were allowed, and so a false reject was counted only if all three attempts failed. At the same time, when measuring performance biometrics (e.g. writing, speech etc.), opinions may differ on what constitutes a false reject.

If a signature verification system is trained with an initial and a surname, can a false reject be legitimately claimed when it then rejects the signature incorporating a full first name?

DNA & Biometrics

Despite these misgivings, biometric systems have the potential to identify individuals with a very high degree of certainty.

Forensic DNA evidence enjoys a particularly high degree of public trust at present (ca. 2004) and substantial claims are being made in respect of iris recognition technology, which has the capacity to discriminate between individuals with identical DNA, such as monozygotic twins. There are multiple iris biometrics system api's.

Biometric Comparison

The figure below (Yun 2003) compares several biometrics with each other against seven categories:

* Universality describes how common a biometric is found in each individual.

* Uniqueness is how well the biometric separates one individual from another.

* Permanence measures how well a biometric resists aging.

* Collectability explains how easy it is to acquire a biometric for measurement.

* Performance indicates the accuracy, speed, and robustness of the system capturing the biometric.

* Acceptability indicates the degree of approval of a technology by the public in everyday life.

* Circumvention is how easy it is to fool the authentication system.

Yun ranks each biometric based on the categories as being either low, medium, or high. A low ranking indicates poor performance in the evaluation criterion whereas a high ranking indicates a very good performance.

A comparison of biometrics from: Yun, Yau Wei. The ‘123' of Biometric Technology, 2003

Biometric System Issues and Concerns

As with many interesting and powerful developments of technology, excessive concern with the biometric may have the effect of eclipsing a more general critical faculty. Even though the FBI Fingerprint Department may use biometrics, biometrics may become associated with severe miscarriages of justice if bedazzlement with the performance of the technology blinds us to the following possibilities. An individual could:
  • plant DNA at the scene of the crime
  • associate another's identity with his biometrics, thereby impersonating without arousing suspicion
  • fool a fingerprint detector by using a piece of sticky tape with an authentic fingerprint on it
  • fool an iris recognition camera by showing a photo of an iris pupil
  • interfere with the interface between a biometric device and the host system, so that a "fail" message gets converted to a "pass".

BIOMETRIC FAQ:

Are There Problems with Biometrics?

Concerns about Identity theft through biometrics use have not been resolved. If a person's credit card number is stolen, for example, it can cause them great difficulty.

If their iris scan is stolen, though, and it allows someone else to access personal information or financial accounts, the damage could be irreversible. There has to be high security.

Often, biometric technologies have been rolled out without adequate safeguards for personal information gathered about individuals. Also, the biometric solution to identity theft is only as good as the information in the database that is used for verifying identity.

Problems of getting accurate and usuable initial information -- witness the current troubles with the No fly list of the Dept of Homeland security.

Presumably after the initial information is correctly stored, future computer error or vandalism (hacking) would prevent biometrics from being 100% foolproof against idenity theft.

BIOMETRIC FAQ:

Are There Fears About Biometrics?

Though biometrics often are touted as a way to restrict criminality, privacy advocates fear biometrics may be used to diminish personal liberties of law abiding citizens as well.

Developments in a huge range of new technologies besides biometrics - digital video, infrared, x-ray, wireless, global positioning satellite systems, image scanning, voice recognition, DNA, and brain wave fingerprinting - provide government with new ways to "search" individuals and collect vast databases of information on law-abiding members of the public. The fingerprint login device is a favorite, as it only has to search through a fingerprint database. In fact, many consumers are now purchasing biometric fingerprint sensor laptops.

Biometric identity verification has a huge lead in fingerprint software.

Canada and Biometrics

Canada has recently introduced biometrics in the use of passports with the help of digitized photos. The passports contain a chip that holds a picture of the person and personal information such as name and date of birth.

This technology is being used at border crossings that have electronic readers that are able to read the chip in the cards and verify the information present in the card and on the passport.

This method allows for increased efficiency and accuracy of identifying people at the border crossing. CANPASS, developed by Canada Customs, is currently being used by some major airports that have kiosks set up to take digital pictures of a person’s eye as a means of identification.

United States & Biometrics

The United States government has become a strong advocate of biometrics with the increase in security concerns in recent years. Starting in 2005, US passports with facial (image-based) biometric data are scheduled to be produced.

Privacy activists in many countries have criticized the technology's use for the potential harm to civil liberties, privacy, and the risk of identity theft. Currently, there is some apprehension in the United States (and the European Union) that the information can be "skimmed" and identify people's citizenship remotely for criminal intent, such as kidnapping.

Biometric Passport Control

A Biometric passport is an Information Age identity document that uses biometrics to authenticate the citizenship of travelers. The passport’s critical information is stored on a tiny computer chip, much like information stored on smartcards. Like some smartcards, the passport book design calls for an embedded contactless chip that is able to hold digital signature data to ensure the integrity of the passport and the biometric data. The current staged biometrics for this type of identification system is fingerprint recognition, digital imaging, and retinal scans.

For example, this would allow a computer to verify your identity by measuring the distance between your eyes.

Opposition to Biometrics

Privacy Activists in many countries question and protest the lack of information about exactly what the passports' chip will contain. The main problem they point out is that data on the passports can be transferred with touchless radio frequency identification (RFID) technology systems (like wireless technology) which can become a major vulnerability. Although this would allow ID-check computers to obtain your information without a physical connection, it would also allow anyone with the necessary equipment to perform the same task. If the personal information and passport numbers on the chip aren't encrypted, the information might wind up in the wrong hands. Vendors may provide a sample RFID door access program before institutions go ahead with any purchase decisions.

Other Concerns

Additional concern has been raised about the technical feasibility of biometrics in large-scale, real-world security applications.

This, combined with worries over added or unforseeable costs to the bearer, led to strong oppostion against the bill allowing the development of the British biometric national identity card, which uses the same biometric identification technology as the proposed European biometric passport. The British national passport latest security chip system has been hailed as very successful.

US Biometric Passport

A high level of security became the top priority in 2001. This tightened security required border control to take bold steps in cracking down on counterfeit paper passports. This concern led to the idea of biometric security.The U.S. Government Printing Office (GPO) issued awards to the top bidders of a program. The awards totaled to roughly $1,000,000 for startup, development, and testing. The driving force of the initiative is the US Enhanced Border Security and Visa Entry Reform Act of 2002 that stated such smartcard IDs will be able replace visas.

US Visa Waiver Program

Countries participating in the U.S. Visa Waiver Program are now required to start production of machine-readable passports

that comply with international standards and support biometric identification. The citizens of these 27 countries will be able to offer their country’s biometric passport to retain their activity with visa-free traveling to the US. The goal of participating countries finally comes together; now tightened security exists aiding in the re-establishment of traveling ease.

Biometric Word List

A biometric word list is a list of words that can be implemented to authentically and reliably communicate numeric information by voice. The words in the list correspond to one of each of the 256 unique byte values, and are carefully chosen for their phonetic distinctiveness. The properties of the human voice as the authentication mechanism. The idea was originated by Phil Zimmermann , the inventor of PGP , and Patrick Juola , a computational linguist .

Zimmerman's List

The first (and only?) biometric word list is one developed by Zimmermann and Juola, with the assistance of Zhahai Stewart and Grady Ward . It was developed to permit the verbal authentication of Diffie-Hellman key exchange , and of cryptographic key fingerprints . The information conveyed using a biometric word list can also be conveyed by simply reading decimal or hexadecimal numbers. However, some numbers sound similar to each other ("five" and "nine"; "B" and "D"; etc.) and can lead to errors in "transmission", so the conversion to words is used. It is similar to the use of the military alphabet for the communication of letters.

British national identity card

After many years of discussion through successive governments, in 2003 then British Home Secretary David Blunkett announced that the government intends to introduce a British national identity card linked to a national identity database, the National Identity Register, which ID card detractors fear will track all residents of the UK throughout their lives. The NIR database is planned to perform a key role in the delivery of Government services over the Internet in the future.

Expectations of Biometrics

The cards and database will record biometric data, including fingerprints, digitised facial scan and iris scan. With biometrics face recognition and advances in science behind biometrics iris scanning, many changes in society are expected. It is expected that by 2013 up to 80% of the working population will have some kind of biometric identity document, with the cards becoming compulsory then.

Bill's Focus

Although the focus of the proposal is on the identity cards themselves, not least in the title of the Bill, it is the National Identity Register database that is the key component.

 

Due to the data stored on the Register, cards will not be essential to establish identity, since all that will be required will be to submit to a biometric scan.

Other UK & Ireland Concerns

It has been reported in the Republic of Ireland that the introduction of the card in the United Kingdom may lead to an Irish scheme. The details were announced after the London bombings. The main motivation of this is the Common Travel Area and proximity of Northern Ireland. In July 2005 the UK indicated that it would use its European Union Presidency (July-December 2005) to develop moves towards a Europe-wide biometric ID scheme

Facial Biometrics

A facial recognition system is a computer-driven application for automatically identifying a person from a digital image. It does that by comparing selected facial features in the live image and a facial database. It is typically used for security systems and can be compared to other biometrics such as fingerprint or eye iris recognition systems.

The London Borough of Newham, in the UK, has a facial recognition system built into their borough-wide CCTV system.

These systems are not all the same. One special type is a facial thermography biometric system.

Biometric Algorithms

Popular recognition algorithms include eigenface, fisherface, the Hidden Markov model and the neuronal motivated Dynamic Link Matching. A newly emerging trend, claimed to achieve previously unseen accuracies, is three-dimensional face recognition. Another emerging trend uses the visual details of the skin, as captured in standard digital or scanned images.

Biometric Criticism

Critics of one such technology complain that it has, as of 2004, never recognised a single criminal, despite several criminals in the system's database living in the Borough and the system having been running for several years. An experiment by the local police department in Tampa, Florida, had similarly disappointing results.

3-D Facial Biometrics

Three-dimensional face recognition (3D face recognition) is a modality of facial recognition methods in which the three-dimensional geometry of the human face is used. It has been shown that

3D face recognition methods can achieve significantly higher accuracy than their 2D counterparts, rivaling fingerprint recognition.

3-D Accuracy

3D face recognition achieves better accuracy than its 2D counterpart by measuring geometry of rigid features on the face. This avoids such pitfalls of 2D face recognition algorithms as change in lighting, different facial expressions, make-up and head orientation. Another approach is to use the 3D model to improve accuracy of traditional image based recognition by transforming the head into a known view.

3-D Biometric Limitations

The main technological limitation of 3D face recognition methods is the acquisition of 3D images, which usually requires a range camera.

This is also a reason why 3D face recognition methods have emerged significantly later (in the late 1980s) than 2D methods. Recently commercial solutions have implemented depth perception by projecting a grid onto the face and integrating video capture of it into a high resolution 3D model.

This allows for good recognition accuracy with low cost off-the-shelf components.

Biometric History - Europe

Elsewhere in the world up until the late 1800s, identification largely relied upon "photographic memory." In the 1890s, an anthropologist and police desk clerk in Paris named Alphonse Bertillon sought to fix the problem of identifying convicted criminals and turned biometrics into a distinct field of study. He developed a method of multiple body measurements which got named after him (Bertillonage).

Biometric History - Europe

Bertillon's system was used by police authorities throughout the world, until it quickly faded when it was discovered that some people shared the same measurements and based on the measurements alone, two people could get treated as one.

After the failure of Bertillonage, the police started using finger printing, which was developed by Richard Edward Henry of Scotland Yard, essentially reverting to the same methods used by the Chinese for years. The technology just wasn't up to the job at the time.

Modern Biometrics

 

In the past three decades biometrics has moved from a single method (fingerprinting) to more than ten discreet methods. Companies involved with new methods number in the hundreds and continue to improve their methods as the technology available to them advances. Prices for the harware required continue to fall making systems more feasible for low and mid-level budgets.

Biometrics Systems of Today

As the industry grows however, so does the public concern over privacy issues. Laws and regulations continue to be drafted and standards are beginning to be developed. While no other biometric has yet reached the breadth of use of fingerprinting,

some are beginning to be used in both legal and business areas. Sometimes decisions are based on economics. The author is doing research on biometric palm scanner prices.

Usage of Biometrics

Biometrics measures are used in two major ways: Identification and Verification. Identification is determining who a person is. It involves taking the measured characteristic and trying to find a match in a database containing records of people and that characteristic.

This biometric method can require a large amount of processing power and some time if the database is very large. It is often used in determining the identity of a suspect from crime scene information.

Verification

Verification is determining if a person is who they say they are. It involves taking the measured characteristic and comparing it to the previously recorded data for that person. This method requires less processing power and time, and is often used for accessing places or information. You may have seen an airport biometrics security access system, where they try to use the best biometrics security control techniques-fingerprint and otherwise.

How Biometrics Works

Biometric devices consist of a reader or scanning device, software that converts the gathered information into digital form, and a database that stores the biometric data for comparison with previous records.

When converting the biometric input, the software identifies specific points of data as match points. The match points are processed using an algorithm into a value that can be compared with biometric data in the database.

Speaker Recognition

How it Works:
User speaks into microphone his password or access phrase. Verification time is approximately 5 seconds.

To prevent recorded voice use, most devices require the high and low frequencies of the sound to match, which is difficult for many recording instruments to recreate well. Also, some devices generate random number sequences for each verification.

Signature Biometrics

 


How it Works:
The user signs on a tablet or on paper that is laying over a sensor tablet. The device records the signature and compares it to its database. Verification takes about 5 seconds.

Keyboard Biometrics


The user types his password or phrase on the keyboard. The system then records the timing of the typing and compares the password itself and the timing to its database. Verification takes less than 5 seconds.

Retinal Scan Biometrics

Retinal scanning analyses the layer of blood vessels at the back of the eye. Scanning involves using a low-intensity light source and an optical coupler and can read the patterns at a great level of accuracy. It does require the user to remove glasses, place their eye close to the device, and focus on a certain point. Whether the accuracy can outweigh the public discomfort is yet to be seen.

How Retinal Scan Works

The user looks through a small opening in the device at a small green light. The user must keep their head still and eye focused on the light for several seconds during which time the device will verify his identity.

This process takes about 10 to 15 seconds total.

History of Retinal Scan

Retina scan is actually one of the oldest biometrics as 1930's research suggested that the patterns of blood vessels on the back of the human eye were uniqueto each individual.

While technology has taken more time than the theory to be usable, EyeDentify, founded in 1976, developed The Eyedentification system 7.5 personal identification unit, the first retina scan device made for commercial use, in 1984.

Usage of Retinal Scan

Contrary to popular public misconceptions, and reflective of what is seen in the movies, retina scan is used almost exclusively in high-end security applications. It is extremely difficult to fake retinal scanners.

It is used for controlling access to areas or rooms in military installations, power plants, and the like that are considered high risk security areas.

Evaluation of Retinal Scan

Retina scan devices are probably the most accurate biometric available today. The continuity of the retinal pattern throughout life and the difficulty in fooling such a device also make it a great long-term, high-security option.

A Concise Definition of Biometrics

Biometrics are automated methods of recognizing a person based on a physiological or behavioral characteristic.

They include fingerprints, retinal and iris scanning, hand and finger geometry, voice patterns, facial recognition, and other techniques. The biometric technologies are becoming the foundation of an extensive array of highly secure identification and personal verification solutions.

How Can Biometrics Help National Security?

Biometrics is expected to be incorporated in solutions to provide for Homeland Security including applications for improving airport security, strengthening our national borders, in travel documents, visas and in preventing ID theft. Now, more than ever, there is a wide range of interest in biometrics across federal, state, and local governments. Congressional offices and a large number of organizations involved in many markets are addressing the important role that biometrics will play in identifying and verifying the identity of individuals and protecting national assets. 

How About Other Applications?

There are many needs for biometrics beyond Homeland Security...

  • Enterprise-wide network security infrastructures,
  • Secure electronic banking, investing and other financial transactions,
  • Retail sales,
  • Law enforcement, and
  • H ealth and social services

... are already benefiting from these technologies. A range of new applications can been found in such diverse environments as amusement parks, banks, credit unions, and other financial organizations, Enterprise and Government networks, passport programs and driver licenses, colleges, physical access to multiple facilities (e.g., nightclubs) and school lunch programs.

 

How are Other Applications Implemented?

Biometric-based authentication applications include workstation, network, and domain access, single sign-on, application logon, data protection, remote access to resources, transaction security and Web security. Trust in these electronic transactions is essential to the healthy growth of the global economy. Utilized alone or integrated with other technologies such as smart cards, encryption keys and digital signatures, biometrics are set to pervade nearly all aspects of the economy and our daily lives. All things that a biometric marketer can give you amount to security. There are many predictions related, therefore, to the biometric fingerprint industry and growth.

What is the Consistency and Accuracy?

Utilizing biometrics for personal authentication is becoming convenient and considerably more accurate than current methods (such as the utilization of passwords or PINs). This is because biometrics links the event to a particular individual (a password or token may be used by someone other than the authorized user), is convenient (nothing to carry or remember), accurate (it provides for positive authentication), can provide an audit trail and is becoming socially acceptable and inexpensive. 

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Glossary

A B C D E F G H I J K L M
N O P Q R S T U V W X Y Z
Acquisition device – The hardware used to acquire biometric samples. The following acquisition devices are associated with each biometric technology.

Active imposter acceptance – Acceptance of a biometric sample submitted by someone attempting to gain illegal entry to a biometric system.

AFIS – Automated Fingerprint Identification System. A system originally developed for use by law enforcement agencies, which compares a single fingerprint with a database of fingerprint images. Subsequent developments have seen its use in commercial applications, where a client or customer has their finger image compared with existing personal data by placing a finger on a scanner, or by the scanning of inked paper impressions.

Alogrithm – A sequence of instructions that tells a system how to solve a problem. Used by biometric systems, for example, to tell whether a sample and a template are a match. Cryptographic algorithms are used to encrypt sensitive data files, to encrypt and decrypt messages, and to digitally sign documents.

API
Application Program Interface. A computer code which is a set of instructions or services used to standardize an application. Any system compatible with the API can then be added or interchanged by the application developer.

ASIC
Application Specific Integrated Circuit. An integrated circuit developed for specific applications to improve performance.

Asynchronous multimodality - systems that require that a user verify through more than one biometric in sequence. Asynchronous multimodal solutions are comprised of one, two, or three distinct authentication processes. A typical user interaction will consist of a verification on finger scan, then face if finger is successful.

Audit trail
In computer/network systems: Record of events (protocols, written documents, and other evidence) which can be used to trace the activities and usage of a system. Such material is crucial when tracking down successful attacks/attackers, determining how the attacks happened, and being able to use this evidence in a court of law.

Authentication
The process of establishing the validity of the user attempting to gain access to a system. Primary authentication methods are:

* Access passwords (something the user knows)

* Access tokens (something the user owns)

* Biometrics

* Geography (a workstation, for example)

BioAPI
BioAPI V1.0, developed by the BioAPI consortium, and released in March 2000. Designed to produce a standard biometric API aiding developers and consumers.

Biometric (noun)  - one of various technologies that utilize behavioral or physiological characteristics to determine or verify identity. “Finger-scan is a commonly used biometric.” Plural form also acceptable: “Retina-scan and iris-scan are eye-based biometrics."

Biometrics (noun) – Field relating to biometric identification. EG: “What is the future of biometrics?”

Biometric (adjective) – Of or pertaining to technologies that utilize behavioral or physiological characteristics to determine or verify identity. EG: “Do you plan to use biometric identification or older types of identification?”

Biometric sample - The identifiable, unprocessed image or recording of a physiological or behavioral characteristic, acquired during submission, used to generate biometric templates. Also referred to as biometric data.

Biometric system - The integrated biometric hardware and software used to conduct biometric identification or verification.

Buffer overflow
Most common cause of current security vulnerabilities. A buffer overflow occurs when more data is put into a temporary data storage area (buffer) than the buffer can hold. Because buffers can only hold a finite amount of data, the extra information can overflow into adjacent buffers, corrupting or overwriting the data in them. Programming errors are the one of the most frequent causes of buffer overflow problems. In attacks which exploit buffer vulnerabilities, extra data is sent to the buffer with code designed to trigger specific actions, and which can damage files, change data, or disclose confidential information. Buffer overflow attacks may have arisen from poor use of the C programming language.

Contact/Contactless
In regard to chip cards: whether the card is read by direct contact with a reader or has a transmitter/receiver system which allows it to be read using radio frequency technology (up to a certain distance).

Crossover error rate (CER)—a comparison metric for different biometric devices and technologies; the error rate at which FAR equals FRR. The lower the CER, the more accurate and reliable the biometric device.

Data vaulting
The process of sending data off site, where it can be protected from hardware failures, theft, and other threats. Several companies now offer Web backup services that compress, encrypt, and periodically transmit a customer's data to a remote vault. In most cases, the vaults have auxiliary power supplies, powerful computers, and manned security. Also referred to as a remote backup service (RBS).

Decision – The result of the comparison between the score and the threshold. The decisions a biometric system can make include match, non-match, and inconclusive, although varying degrees of strong matches and non-matches are possible.
Either/or multimodality describes systems that offer multiple biometric technologies, but only require verification through a single technology.

Digital certificate
In the PKI environment, the data, equivalent to an identity card, issued to a user by a CA (Certificate authority), which he/she uses during business transactions to prove his/her identity.

Digital signature
The number derived by performing cryptographic operations on the text to be signed. This operation, or hash function (also called hash algorithm), is performed on the binary code of the text. The result is known as the message digest, and always has a fixed length. A signature algorithm is applied to the message digest, resulting in the digital signature.

DSA
Digital Signature Algorithm. Presented in 1991 by the NIST and patented in 1993. A publicly available one-way algorithm used to generate or verify digital signatures of a text to be signed (not to encrypt/decrypt information). As input, DSA needs

1. The message digest of the message to be signed
2. The signer's private key
3. A random number

Its output is a pair of numbers (often referred to as r and s) which together, make up the digital signature.To verify a digital signature, DSA needs as input

1. The message digest of the text to be verified
2. The signer's public key
3. The value s from the signature

DSA then makes a computation, the output of which is called v, for example. If v = r, then the signature verifies. There is, however, much more to say about the number theory signer's private key.


DSS
Digital Signature Standard. Developed by FIPS (U.S. Federal Information Processing Standard). Adopted the DSA in the early 1990s.

Encryption
The scrambling of data so that it becomes difficult to unscramble or decipher. Scrambled data is called ciphertext, as opposed to unscrambled data, which is called plaintext. Unscrambling ciphertext is called decryption. Data encryption is done by the use of an algorithm and a key. The key is used by the algorithm to scramble and unscramble the data. The algorithm can be public (for scrutinization and analysis by the cryptographic community), but the key must be kept private. Encryption does not make unauthorized decryption impossible, but merely difficult. Time, and the power (ever increasing) of computers are the factors involved in the feasibility of decryption.

Enrollment—the initial process of collecting biometric data from a user and then storing it in a template for later comparison.

Feature extraction - The automated process of locating and encoding distinctive characteristics from a biometric sample in order to generate a template.

False-acceptance rate (FAR)—the percentage of imposters incorrectly matched to a valid user's biometric.

False-rejection rate (FRR)—the percentage of incorrectly rejected valid users.

Identification—the process by which the biometric system identifies a person by performing a one-to-many (1:n) search against the entire enrolled population.

Identification (1:N, one-to-many, recognition) – The process of determining a person’s identity by performing matches against multiple biometric templates. Identification systems are designed to determine identity based solely on biometric information. There are two types of identification systems: positive identification and negative identification. Positive identification systems are designed to find a match for a user’s biometric information in a database of biometric information. 

Matching - The comparison of biometric templates to determine their degree of similarity or correlation. A match attempt results in a score that, in most systems, is compared against a threshold. If the score exceeds the threshold, the result is a match; if the score falls below the threshold, the result is a non-match.

Minutiae Points - Local ridge characteristics that occur at either a ridge bifurcation or a ridge ending.

Privacy-Protective - A privacy-protective system is one used to protect or limit access to personal information, or which provide a means for an individual to establish a trusted identity. 

Privacy-Sympathetic - A privacy-sympathetic system is one that limits access to and usage of personal data and in which decisions regarding design issues such as storage and transmission of biometric data are informed, if not driven, by privacy concerns. 

Privacy-Neutral - A privacy-neutral system is one in which privacy is not an issue, or in which the potential privacy impact is slight. Privacy-neutral systems are difficult to misuse from a privacy perspective, but do not have the capability to protect personal privacy.

Privacy-Invasive - A privacy-invasive system facilitates or enables the usage of personal data in a fashion inconsistent with generally accepted privacy principles.

Score – A number indicating the degree of similarity or correlation of a biometric match. Traditional authentication methods – passwords, PINs, keys, and tokens - are binary, offering only a strict yes/no response. This is not the case with most biometric systems. Nearly all biometric systems are based on matching algorithms that generate a score subsequent to a match attempt. This score represents the degree of correlation between the verification template and the enrollment template. There is no standard scale used for biometric scoring: for some vendors a scale of 1-100 might be used, others might use a scale of –1 to 1; some vendors may use a logarithmic scale and others a linear scale. Regardless of the scale employed, this verification score is compared to the system’s threshold to determine how successful a verification attempt has been. 

Single Error Rates - Error rates state the likelihood of an error (false match, false non-match, or failure to enroll) for a single comparison of two biometric templates or for a single enrollment attempt. This can be thought of as a "single" error rate.

Synchronous multimodality - the use of multiple biometric technologies in a single authentication process. For example, biometric systems exist which use face and voice simultaneously, reducing the likelihood of fraud and reducing the time needed to verify.

Submission - The process whereby a user provides behavioral or physiological data in the form of biometric samples to a biometric system. A submission may require looking in the direction of a camera or placing a finger on a platen. Depending on the biometric system, a user may have to remove eyeglasses, remain still for a number of seconds, or recite a pass phrase in order to provide a biometric sample. 

Template—a mathematical representation of biometric data. A template can vary in size from 9 bytes for hand geometry to several thousand bytes for facial recognition.

Threshold - A predefined number, often controlled by a biometric system administrator, which establishes the degree of correlation necessary for a comparison to be deemed a match.

Verification (1:1, matching, authentication) – The process of establishing the validity of a claimed identity by comparing a verification template to an enrollment template. Verification requires that an identity be claimed, after which the individual’s enrollment template is located and compared with the verification template. Verification answers the question, “Am I who I claim to be?” Some verification systems perform very limited searches against multiple enrollee records. For example, a user with three enrolled finger-scan templates may be able to place any of the three fingers to verify, and the system performs 1:1 matches against the user’s enrolled templates until a match is found. One-to-few. There is a middle ground between identification and verification referred to as one-to-few (1:few). This type of application involves identification of a user from a very small database of enrollees. While there is no exact number that differentiates a 1:N from a 1:few system, any system involving a search of more than 500 records is likely to be classified as 1:N. A typical use of a 1:few system would be access control to sensitive rooms at a 50-employee company, where users place their finger on a device and are located from a small database. 

A B C D E F G H I J K L M
N O P Q R S T U V W X Y Z

How Biometrics Can Help

A biometric system is essentially a pattern recognition system that establishes a person's identity by comparing the binary code of a uniquely specific biological or physical characteristic to the binary code of a stored characteristic. This is accomplished by acquiring a live sample (the characteristic) from a petitioner (individual who is requesting access). The system then applies a complex and specialized algorithm to the live sample; it is then converted into a binary code. Once the live sample has been converted into a binary code, it is compared to the reference sample (previously stored binary code) to determine the petitioner's access or not. There are many biometric technologies & applications, for example: Facial Geometry Verification,

Facial Thermography Identification, Hand Geometry Recognition, Fingerprint Scan Identification, Palm Scan Identification, Back-of-the-Hand Scan Recognition, Knee Scan Recognition, Back-of-the-Knee Scan Recognition, Iris Scan Identification, Retina Scan Identification, Signature Verification, Voice Recognition, Ear Geometry Verification, Body Odor Recognition, Keystroke Entry Pattern Recognition, Vein Pattern Recognition (sometimes referred to as biometric vein systems), Breathing Pattern Verification, and Gait Pattern Recognition...Etc. Think of biometrics as a key! Yes... A key, it can open doors for you and provides security to keep others out. It is a key that can be customized to an individual's access needs. You can use a biometric to access your home, your account, or to invoke a customized setting for any secure area/application. 

Get In the Easy Way

Be creative, exercise your mind's eye and the biometric possibilities are inexhaustible. Case in point, while conducting research for this article, we came across a website sponsored by EEG Spectrum (http://www.eegspectrum.com). This website is dedicated to a research project known as EEG Biofeedback.

 

The mission of the EEG Biofeedback Project is to help people overcome mental disabilities, by teaching them how to alter or normalize a specific brain wave pattern. (EEG Spectrum, 2001) While it is true that a person has the ability to alter most of their own brain wave patterns, they cannot alter what is referred to as their baseline brain-wave pattern. So, it occurred to us that an individual's baseline brain-wave pattern has the ability to be recognized as the newest undiscovered biometric solution. This is a solution we like to refer to as an "EEG Fingerprint". 

NWAI and How It Can Help

Another type of technology that can assist individuals is known by many names, EEGI (Electrocenphlogram Interface), BCI (Brain-Computer Interface), HCI (Human-Computer Interface), NHCI (Neural Human-Computer Interface) and NI (Neural Interface). However, we would like to introduce what we believe to be a more accurate description of this type of interface technology, which is NWAI (Neural Wave Analysis Interface). The neural waves can either emanate from a subject's brain (in the form of brain waves) or muscles (in the form of bioelectrical impulses). Essentially, NWAI is a device that senses and analyzes persons' neural waves and then interfaces with a computer to allow control; NWAI would be analogous to a human hand. The problem is that the technology must be customized for each user and is therefore not easily adaptive to each individual. 

Controversy Over Privacy Fear

One problem with using biometrics for identification is the controversy over privacy issues.

In our opinion, opponents of new technologies, such as Biometrics or EEG Interface are necessary. Yes...they are a necessary part of the development and implementation process for any new technology. Why? Opponents of new technologies cause all of us to improve designs, refine processes, and safeguard the things we hold most dear, our freedom and humanity. Furthermore, it is our belief that the majority of civilization is compassionate and that they recognize the supreme need for new assistive technologies. Therefore, both advocates and opponents alike must do everything possible as civilized human beings to bestow freedom to everyone in need. To accomplish such a monumental task, we must harness the creativity and innovation of our society to develop new theories and assistive technologies. 

How to Choose the Best Solution

When examining the best technological implementation for an application, most companies often focus on the cost of the hardware and software. The result is something like voice verification, which is a low cost and non-intrusive solution.

 

Now the alternative at the other end of the rainbow is a costly and intrusive retinal scan solution. Fingerprint scan competitors have aggressively worked their way from solutions in the thousands of dollars to the low hundreds. However, the actual cost of implementing any biometric technologies goes far beyond these basic factors.

 

You must first decide if a verification, identification, or multi-modal solution is needed. You must then consider processing power, application/system integration, scalability, training, security, fraud, forged, FAR (False Acceptance Rate), FRR (False Rejection Rate), an acceptable decision threshold, and public perception. Probably the most important consideration is that the biometric or physical characteristic cannot be stolen. Yes, stolen... For example, if using a fingerprint biometric a thief could sever your finger and use it to gain access. 

Items to Consider if you Buy

While all biometric systems have their own advantages and disadvantages, there are some common characteristics needed to make a biometric system usable.

First, the biometric must be based upon a distinguishable trait. For example, for nearly a century, law enforcement has used fingerprints to identify people. There is a great deal of scientific data supporting the idea that "no two fingerprints are alike."

Newer methods, even those with a great deal of scientific support, such as DNA-based genetic matching, sometimes do not hold up in court.

Another key aspect is how user-friendly is the system?  Most people find it acceptable to have their pictures taken by video cameras or to speak into a microphone. In the United States, using a fingerprint sensor does not seem to be much of a problem. In some other countries, however, there is strong cultural opposition to touching something that has been touched by many other people.

The Importance of Accuracy

While cost is always a concern, most implementers today are sophisticated enough to understand that it is not only the initial cost of the sensor or the matching software that is involved. Often, the life-cycle support cost of providing system administration support and an enrollment operator can overtake the initial cost of the hardware. Also of key importance is accuracy. Some terms that are used to describe the accuracy of biometric systems include false-acceptance rate (percentage of impostors accepted), false-rejection rate (percentage of authorized users rejected), and equal-error rate (when the decision threshold is adjusted so that the false- acceptance rate equals the false-rejection rate).

The Most Important Consideration

When discussing the accuracy of a biometric system, it is often beneficial to talk about the equal-error rate or at least to consider the false-acceptance rate and false-rejection rate together. For many systems, the threshold can be adjusted to ensure that virtually no impostors will be accepted. Unfortunately, this often means an unreasonably high number of authorized users will be rejected.

To summarize, a good biometric system is one that is low cost, fast, accurate, and easy to use.



BIOMETRICS

Specialty Definition: BIOMETRICS

DomainDefinition

Medicine

The branch of statistics which applies to biological data. Source: European Union. (references)

Source: various references.

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Specialty Definition: Biometrics

Biometrics is the science and technology of measuring and statistically analyzing biological data. In information technology, biometrics usually refers to technologies for measuring and analyzing human body characteristics such as fingerprints, eye retinas and irises, voice patterns, facial patterns, and hand measurements, especially for authentication purposes.

It is formed from the greek words "bios" for life and "metron" for degree.

Source: Wikipedia, the free encyclopedia from the article "Biometrics."

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Commercial Usage: BIOMETRICS

DomainTitle

References

  • Biometrics in France: A Strategic Entry Report, 1998 (reference)

  • Pacific Biometrics, Inc.: International Competitive Benchmarks and Financial Gap Analysis (reference)

  • PRECISE BIOMETRICS: International Competitive Benchmarks and Financial Gap Analysis (reference)

  • Biometrics in Japan: A Strategic Entry Report, 1999 (reference)

    (more reference examples)

  

Books

  • Hardware and Biometrics Authentication Part 2: The Fall Software Sequel [DOWNLOAD: PDF] (reference)

    (more book examples)

  

High Tech

Source: various references

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Usage Frequency: BIOMETRICS


Other Websites:
Your Safety
Satisfying Solutions
Bible Pronunciation
Gold Parties
Find an Expert
SEO
"BIOMETRICS" is generally used as a noun (plural) -- approximately 75.00% of the time. "BIOMETRICS" is used about 4 times out of a sample of 100 million words spoken or written in English. Its rank is based on over 700,000 words used in the English language. Some parts-of-speech are not covered due to the samples used by the British National Corpus. (note: percents less than one-hundredth of one percent have been omitted)
Parts of SpeechPercentUsage per
100 Million Words
Rank in English
Noun (plural)75%3202,518
Noun (singular)25%1339,140
                    Total100.00%4N/A

Source: several corpora

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Frequency of Internet Keywords: BIOMETRICS

The following statistics estimate the number of searches per day across the major English-language search engines as identified by various trade publications. Hyperlinks lead to commercial use of the expression at Amazon.com.
 
ExpressionFrequency
per Day
ExpressionFrequency
per Day

biometrics

816

acsys biometrics

4

biometrics smart

75

biometrics journal

4

security biometrics

32

biometrics research

3

precise biometrics

13

voice biometrics

3

fingerprint biometrics

10

biometrics future

3

biometrics privacy

8

biometrics company

3

biometrics installation

7

biometrics fingerprinting

3

biometrics consultation

7

biometrics overview

3

security biometrics inc

6

airport biometrics

3

biometrics information

5

digital biometrics

3

biometrics application

5

pacific biometrics inc

3

biometrics business forecast market world

5

advanced biometrics

3

biometrics history

5

biometrics iris

3

biometrics international

5

biometrics consortium

3

biometrics technology

4

biometrics sun

2

pacific biometrics

4

biometrics center fusion

2

biometrics curriculum cv resume rsum security vitae

4

biometrics nutrition

2

international biometrics group

4

biometrics card smart

2

biometrics software

4

biometrics market

2

biometrics definition

4

biometric biometrics technology

2
Source: various references

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Modern Translation: BIOMETRICS

Language Translations for "BIOMETRICS"; alternative meanings/domain in parentheses.

Danish

  

biometri (biometry). (various references)

   

Dutch

  

biometrie (biometry). (various references)

   

French

  

biométrie (biometry). (various references)

   

German

  

Biometrie (biometry). (various references)

   

Greek 

  

ß??µet??a (biometry). (various references)

   

Italian

  

biometria (anthropometry, biometry). (various references)

   

Pig Latin

  

iometricsbay

   

Portuguese

  

biometria (biometry). (various references)

   

Russian 

  

?????????????? ??????????????. (various references)

   

Spanish

  

biometría (biometry). (various references)

   

Vietnamese 

  

sinh tr?c h?c (biometry). (various references)

Source: various translation references.

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Misspellings: BIOMETRICS

(additional references).

Misspellings

"BIOMETRICS" is suggested in spellcheckers for the following: biomedics, Biometrika, biometrix, Bionetics, bloomeries. (additional references)

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Anagrams: BIOMETRICS

Scrabble® Enable2K-Verified Anagrams

Words within the letters "b-c-e-i-i-m-o-r-s-t"

-1 letter: biometric, eroticism, isometric.

-2 letters: bisector, bistroic, comities, isomeric, meristic, microbes, mortices, scimiter, semiotic, trisemic, trisomic.

-3 letters: biotics, combers, corbies, eristic, erotics, erotism, meiotic, metrics, microbe, miotics, miriest, miscite, mistier, mobster, moister, mortice, mortise, orbiest, recombs, rimiest, somitic, soritic, strobic, timbers, timbres, trismic, trisome.

-4 letters: bemist, bestir, biomes, biotic, bisect, bister, bistre, bistro, biters, boites.

 Words containing the letters "b-c-e-i-i-m-o-r-s-t"
 

+2 letters: biochemistry.

 

+3 letters: biometricians.

 

+4 letters: biochemistries, bromocriptines, recombinations.

 

+5 letters: biogeochemistry, comparabilities, compressibility, semiabstraction.

Source: various references

SCRABBLE® is a registered trademark. All intellectual property rights in and to the game are owned in the U.S.A and Canada by Hasbro Inc., and throughout the rest of the world by J.W. Spear & Sons Limited of Maidenhead, Berkshire, England, a subsidiary of Mattel Inc. Mattel and Spear are not affiliated with Hasbro.

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Art Gallery: BIOMETRICS

(Links lead to external sources)

Studio Pictures

Biometrics

BIOMETRICS 302


Source: from various art references and poster references.

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Proper Noun and Trade Name Usage: BIOMETRICS

Book Titles: BIOMETRICS

Biometrics ~ John D. Woodward Jr., Nicholas M. Orlans, Peter T. Higgins 
 Date: 19 December, 2002
 Publisher: McGraw-Hill Osborne Media
 Price: $32.99
Computational Algorithms for Fingerprint Recognition (Kluwer International Series on Biometrics, 1) ~ Bir Bhanu, Xuejun Tan
 Date: 01 December, 2003
 Publisher: Kluwer Academic Publishers
 Price: $117.00
Guide to Biometrics (Springer Professional Computing) ~ Ruud Bolle, Jonathan Connell, Sharanthchandra Pankanti, Nalini Ratha, Andrew Senior
 Date: 01 December, 2003
 Publisher: Springer-Verlag
 Price: $42.96
Biometrics for Network Security ~ Paul Reid 
 Date: 17 November, 2003
 Publisher: Prentice Hall PTR
 Price: $35.99
Biometrics: Identity Verification in a Networked World ~ Samir Nanavati, Michael Thieme, Raj Nanavati, Samir Nanavati, Michael Thieme, Raj Nanavati 
 Date: 15 March, 2002
 Publisher: Wiley
 Price: $22.04
Biometrics: A Look at Facial Recognition ~ John D. Woodward, Christopher Horn, Julius Gatune
 Date: 01 January, 2003
 Publisher: RAND Corporation
 Price: $15.00
(more examples)

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INDEX

 
 
Online guide to selecting and purchasing

Copyright © 2006 www.Biometrics-System.com. All rights reserved.


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disadvantags, diadvantages, disadvahntages, disdvantages, d1sadvantages, disadvamtages, disadvantagse, disadvantaegs, disadvantgaes, disadvanatges, disadvatnages, disadvnatages, disadavntages, disavdantages, disdavantages, diasdvantages, dsiadvantages, idsadvantages, isadvantages, laptops, laptop, lappedop, rappedop, raptop, raptops, laptops, laptps, laptos, lappedops, rappedops, lptops, latops, lapops, 1aptops, laptosp, laptpos, lapotps, latpops, lpatops, alptops, aptops,laptop, lappedop, rappedop, raptop, lapto, rapto, lappedo, rappedo, 1aptop, laptpo, lapotp, latpop, lpatop, alptop, laptp, lapop, latop, lptop, aptop, privacy, privacy, plivahsy, privasy, privahsie, plivasy, privasie, pivacy, plivasie, prvacy, privahcy, priacy, privahcie, privcy, privahsy, privay, plivahcy, privacie, plivahcie, plivacie, plivacy, pr1vacy, privayc, privcay, priavcy, prviacy, pirvacy, rpivacy, privac, rivacy, recognition, recognition, recognitiom, recognechun, recogneshun, lecognitiom, rcognition, lecognichun, lecogneshun, recognetion, reognition, lecognechun, recognesion, recogneton, recgnition, lecognesion, lecognetion, reconition, recognichon, lecogneton, recogition, recognechon, recognetiom, recogntion, lecognichon, lecognetiom, recogniion, lecognechon, recogneshon, recognitin, recognichun, lecogneshon, lecognision, recogniton, recognishun, recognishon, lecognition, lecogniton, lecognishun, lecognishon, recognision, recogn1t1on, recogmition, recognitino, recognitoin, recogniiton, recogntiion, recogintion, recongition, recgonition, reocgnition, rceognition, ercognition, recognitio, ecognition, gun, gnu, gun, nu, pneu, new, knew, gom, gum, ugn, card, card, cart, cald, carred, cadr, crad, and acrd.