Bio-kernel Machines And Applications

Bio-kernel Machines And Applications
Author: Zheng Rong Yang
Publisher: World Scientific
Total Pages: 267
Release: 2024-03-06
Genre: Computers
ISBN: 981128735X

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Due to its capability of handling very complex problems and its high flexibility in adapting to different algorithms, the kernel machine plays a crucial role in machine learning.Bio-Kernel Machines and Applications will introduce a new type of kernel machine for the exploration and modeling between the genotypic inherent structures of short protein sequences or nucleic sequences and the phenotypic biological properties or functions of proteins or nucleotides.The book seeks to establish the fundamentals of the bio-kernel machines by presenting the basic principle and theory of the kernel machine and the various formats of kernel machines, such as string kernel machines adapted for biological applications. The book will also introduce several biological applications of the mutation matrices, demonstrating how mutation matrices can enhance the efficiency and biological relevance of machine learning models applied in specific biological problems.Through analyzing current applications of bio-kernel machines, readers will delve into the advantages of the bio-kernel machines and explore how bio-kernel machines can be further enhanced to tackle a wide spectrum of biological challenges and pave the way for future advancements.


Bio-kernel Machines And Applications
Language: en
Pages: 267
Authors: Zheng Rong Yang
Categories: Computers
Type: BOOK - Published: 2024-03-06 - Publisher: World Scientific

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Due to its capability of handling very complex problems and its high flexibility in adapting to different algorithms, the kernel machine plays a crucial role in
Kernel Methods in Computational Biology
Language: en
Pages: 428
Authors: Bernhard Schölkopf
Categories: Computers
Type: BOOK - Published: 2004 - Publisher: MIT Press

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A detailed overview of current research in kernel methods and their application to computational biology.
Kernel Methods in Computational Biology
Language: en
Pages:
Authors: Bernhard Sch?lkopf
Categories:
Type: BOOK - Published: 2016 - Publisher:

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Kernel Methods in Bioengineering, Signal and Image Processing
Language: en
Pages: 431
Authors: Gustavo Camps-Valls
Categories: Technology & Engineering
Type: BOOK - Published: 2007-01-01 - Publisher: IGI Global

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"This book presents an extensive introduction to the field of kernel methods and real world applications. The book is organized in four parts: the first is an i
Medical Informatics: Concepts, Methodologies, Tools, and Applications
Language: en
Pages: 2772
Authors: Tan, Joseph
Categories: Education
Type: BOOK - Published: 2008-09-30 - Publisher: IGI Global

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Provides a collection of medical IT research in topics such as clinical knowledge management, medical informatics, mobile health and service delivery, and gene