Alexander Statnikov,Constantin F Aliferis,Douglas P Hardin's 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 crucial fresh advancements in development attractiveness and statistical laptop studying. they've got chanced on a superb diversity of functions in numerous fields together with biology and medication. notwithstanding, biomedical researchers usually event problems greedy either the speculation and purposes of those vital equipment due to loss of technical heritage. the aim of this ebook is to introduce SVMs and their extensions and make allowance biomedical researchers to appreciate and follow them in real-life learn in an easy demeanour. The e-book is to encompass volumes: conception and strategies (Volume 1) and case experiences (Volume 2).

Contents:

  • Preliminaries:
    • Introduction and ebook Overview
    • Methods utilized in this Book
  • Case stories and Comparative evaluate in High-Throughput Genomic Data:
    • Application and comparability of SVMs and different tools 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 equipment for Multicategory category in Microbiomics (Contributed by way of Mikael Henaff, Kranti Konganti, Varun Narendra, Alexander V Alekseyenko)
    • Application to evaluate of Plasma Proteome Stability
  • Case reviews and Comparative assessment in textual content Data:
    • Application and comparability of SVMs and different equipment for Retrieving top of the range Content-Specific Articles (Contributed by way of Yindalon Aphinyanaphongs)
    • Application and comparability of SVMs and different tools for opting for Unproven melanoma remedies on the net (Contributed by means of Yindalon Aphinyanaphongs)
    • Application to Predicting destiny Article Citations (Contributed via Lawrence Fu)
    • Application to Classifying Instrumentality of Article Citations (Contributed via Lawrence Fu)
    • Application and comparability of SVMs and different tools for selecting Drug–Drug Interactions-Related Literature (Contributed by means of Stephany Duda)
  • Case reviews with scientific Data::
    • Application to Predicting scientific Laboratory Values
    • Application to Modeling medical Judgment and guide Compliance within the prognosis of cancer (Contributed by way of Andrea Sboner)
  • Other Comparative assessment experiences of extensive 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 would not 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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