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While an in-depth discussion of the technical operation of IAFIS is beyond the scope of this book, a basic explanation of how IAFIS searches a 400 million fingerprint database with an average search time of 68 minutes might be of interest It is no easy task to search within minutes the fingerprints of one person against a database representing the fingerprints of 40 million individuals to determine whether there is a match This type of search is known as identification or a one-to-many (1:N) search IAFIS tries to resolve this dilemma by subdividing the database (the criminal master file) to be searched so that only the relevant portion of it must be searched This subdivision is done by using a multi-stage classification process of binning Binning is the selection of potential matches based on information intrinsic to the fingerprint that can be readily detected Specifically, each fingerprint comprises various types of ridge patterns, traditionally classified according to the Henry system, named for Sir Edward R Henry IAFIS uses the classifications of left loop, right loop, arch (to include tented arch), and whorl The ten fingerprints of a person can then be classified accordingly Ensemble matching is then performed With ensemble matching, a set of independent samples (fingerprints taken from a person s 10 fingers) is collected from each person being identified and this set of 10 is binned as a group, and then matched against corresponding sets in the database The net effect in many cases is to further reduce the number of potential matches to be considered This also reduces the probability of a false match (also known as a false positive), and reduces the processing time required to search the data set, thereby improving system responsiveness For example, with IAFIS, binning produces a filter rate that can reduce 40 million records to less than 1 million records for most searches6.

Application compatibility is the most confusing area It is not always clear why a disc does not work in a given player, since it may not be obvious which application formats the player supports For example, a Blu-ray player can read the data on an AVCREC disc recorded by a Blu-ray recorder, but it may not recognize the format, at all, or it may be able to read the format but be incompatible with peculiarities of the video streams on the disc BD players are not required to support the BDAV format used on recordable discs some do and some do not Both the player and the disc carry the Blu-ray Disc logo, but it may not be clear why they do not work together The proliferation of related application formats such as BDAV, AVCREC, and AVCHD, along with other custom formats for computers and game consoles, places a burden on the consumer to understand which discs use which application formats and which players can play them

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Blu-ray profile compatibility is a form of application compatibility The Blu-ray specification defines several profiles for players that have different feature sets (see Table 71) The good news is that the discs themselves are usually designed to play on a less-featured player

criminal master file database in Clarksburg, to determine whether the individual has any past criminal involvement The criminal master file database contains a comprehensive fingerprint record of individuals fingerprinted as a result of arrest or incarceration, along with other special cases CJIS has converted all of these fingerprint records into electronic format In a major undertaking, the FBI paid $32 million to have 32 million cards scanned into the system Moreover, many state, federal, and

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by hiding or blocking parts that require advanced features to play Still, it can be confusing to buy a disc that touts features on the package, only for some of those features to not work on a basic player

See for example, James L Wayman, Error Rate Equations for the General Biometric System, IEEE Robotics and Automation, 61 (March 1999): 35 48

Implementation compatibility has to do with flaws or omissions in players (including computer software players) or in discs Some players are poorly designed, whereas, others behave in unexpected ways with unanticipated content Each player implements the Blu-ray specifications in slightly different ways, complicated by the fact that the specification is sometimes unclear or confusing The result is that discs may play differently or not at all in different players Implementation errors also can occur on the production side A bug might exist in the encoder or in the system used to author the disc Content, such as, graphics, fonts, and file packages, may be malformed The person who authored the disc may have violated the Bluray specification or written improper BD-J code Programming on some discs is so complex or inefficient that it places too heavy a load on underpowered players Any of this can result in a disc that will not work on some or all players

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Player manufacturers have it rough in the digital age No one ever expected cassette tape players to play old reel-to-reel tapes or eight-track tapes, but today it would be suicidal for a manufacturer to produce a Blu-ray player that cannot play DVDs and CDs And the player is also expected to make DVDs look better with progressive video, upscaling, and image processing Luckily, anyone who owns a large collection of DVDs can count on backwards compatibility of future players DVDs will only become "obsolete" in the sense that you might want to replace them with new high-definition versions However, Blu-ray discs are not playable in older DVD players unless they are hybrid discs containing both Blu-ray and DVD layers

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