Computer Vision Pattern Recognition

Machine Learning Techniques for Gait Biometric Recognition: by James Eric Mason, Issa Traoré, Isaac Woungang

By James Eric Mason, Issa Traoré, Isaac Woungang

This booklet makes a speciality of how desktop studying options can be utilized to investigate and utilize one specific classification of behavioral biometrics often called the gait biometric. A entire flooring response strength (GRF)-based Gait Biometrics acceptance framework is proposed and established by means of experiments. moreover, an in-depth research of present reputation options which are most fitted for acting footstep GRF-based individual attractiveness is usually proposed, in addition to a comparability of characteristic extractors, normalizers, and classifiers configurations that have been by no means at once in comparison with each other in any past GRF attractiveness learn. eventually, a close theoretical evaluate of many present computing device studying thoughts is gifted, resulting in a suggestion of 2 novel facts processing innovations built particularly for the aim of gait biometric popularity utilizing GRF.

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Extra info for Machine Learning Techniques for Gait Biometric Recognition: Using the Ground Reaction Force

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186 186 190 192 193 194 Chapter 1 Introduction to Gait Biometrics Over the past several decades national security concerns and the need to deter increasingly sophisticated fraudsters have driven the demand for a new generation of reliable person identification tools. Traditional identification technologies have been built around something a person has (such as an identification card) or something a person knows (such as a password), but to improve reliability, newer technologies are increasingly including something a person is, the physical and behavioral characteristics that define an individual.

186 186 190 192 193 194 Chapter 1 Introduction to Gait Biometrics Over the past several decades national security concerns and the need to deter increasingly sophisticated fraudsters have driven the demand for a new generation of reliable person identification tools. Traditional identification technologies have been built around something a person has (such as an identification card) or something a person knows (such as a password), but to improve reliability, newer technologies are increasingly including something a person is, the physical and behavioral characteristics that define an individual.

186 186 190 192 193 194 Chapter 1 Introduction to Gait Biometrics Over the past several decades national security concerns and the need to deter increasingly sophisticated fraudsters have driven the demand for a new generation of reliable person identification tools. Traditional identification technologies have been built around something a person has (such as an identification card) or something a person knows (such as a password), but to improve reliability, newer technologies are increasingly including something a person is, the physical and behavioral characteristics that define an individual.

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