Read e-book online A Gentle Introduction to Support Vector Machines in PDF

By Alexander Statnikov,Constantin F Aliferis,Douglas P Hardin

ISBN-10: 9814324396

ISBN-13: 9789814324397

Support Vector Machines (SVMs) are one of the most vital fresh advancements in trend popularity and statistical computing device studying. they've got stumbled on an exceptional variety of purposes in a variety of fields together with biology and medication. notwithstanding, biomedical researchers usually adventure problems greedy either the speculation and functions of those very important equipment due to loss of technical historical past. the aim of this booklet is to introduce SVMs and their extensions and make allowance biomedical researchers to appreciate and follow them in real-life learn in a very simple demeanour. The ebook is to encompass volumes: conception and strategies (Volume 1) and case reports (Volume 2).

Contents:

  • Preliminaries:
    • Introduction and e-book Overview
    • Methods utilized in this Book
  • Case reviews and Comparative review in High-Throughput Genomic Data:
    • Application and comparability of SVMs and different equipment for Multicategory Microarray-Based melanoma Classification
    • Comparison of SVMs and Random Forests for Microarray-Based melanoma Classification
    • Comparison of SVMs and Kernel Ridge Regression for Microarray-Based melanoma type (Contributed through Zhiguo Li)
    • Application and comparability of SVMs and different tools for Multicategory class in Microbiomics (Contributed via Mikael Henaff, Kranti Konganti, Varun Narendra, Alexander V Alekseyenko)
    • Application to evaluate of Plasma Proteome Stability
  • Case reviews and Comparative overview in textual content Data:
    • Application and comparability of SVMs and different equipment for Retrieving high quality Content-Specific Articles (Contributed by means of Yindalon Aphinyanaphongs)
    • Application and comparability of SVMs and different tools for choosing Unproven melanoma remedies on the net (Contributed by way of Yindalon Aphinyanaphongs)
    • Application to Predicting destiny Article Citations (Contributed by way of Lawrence Fu)
    • Application to Classifying Instrumentality of Article Citations (Contributed by means of Lawrence Fu)
    • Application and comparability of SVMs and different equipment for picking Drug–Drug Interactions-Related Literature (Contributed by means of Stephany Duda)
  • Case experiences with scientific Data::
    • Application to Predicting scientific Laboratory Values
    • Application to Modeling scientific Judgment and guide Compliance within the prognosis of cancer (Contributed via Andrea Sboner)
  • Other Comparative evaluate experiences of vast Applicability:
    • Using SVMs for Causal Variable Selection
    • Application and comparability of SVM-RFE and GLL Methods

Readership: Biomedical researchers and healthcare pros who want to find out about SVMs and proper bioinformatics instruments yet wouldn't have the mandatory technical background.

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A Gentle Introduction to Support Vector Machines in Biomedicine:Volume 2: Case Studies and Benchmarks by Alexander Statnikov,Constantin F Aliferis,Douglas P Hardin


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