Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining by Shi Yu, LГ©on-Charles Tranchevent, Bart Moor, Yves Moreau

Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining



Download Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining




Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining Shi Yu, LГ©on-Charles Tranchevent, Bart Moor, Yves Moreau
Language: English
Page: 228
Format: pdf
ISBN: 3642194052, 9783642194054
Publisher: Springer

From the Back Cover

Data fusion problems arise frequently in many different fields.  This book provides a specific introduction to data fusion problems using support vector machines. In the first part, this book begins with a brief survey of additive models and Rayleigh quotient objectives in machine learning, and then introduces kernel fusion as the additive expansion of support vector machines in the dual problem.  The second part presents several novel kernel fusion algorithms and some real applications in supervised and unsupervised learning. The last part of the book substantiates the value of the proposed theories and algorithms in MerKator, an open software to identify disease relevant genes based on the integration of heterogeneous genomic data sources in multiple species. The topics presented in this book are meant for researchers or students who use support vector machines. Several topics addressed in the book may also be interesting to computational biologists who want to tackle data fusion challenges in real applications. The background required of the reader is a good knowledge of data mining, machine learning and linear algebra.  

MORE EBOOKS:
online Anatomies of Narrative Criticism: The Past, Present, and Futures of the Fourth Gospel as Literature (Resources for Biblical Study)
Download New Research Directions for the National Geospatial-Intelligence Agency pdf
Download Children's Literature and Computer Based Teaching pdf







Tags: Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining ebook pdf djvu epub
Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining download pdf epub djvu
Download Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining free ebook pdf
Read Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining online book
Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining cheap ebook for kindle and nook
Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining download book
Shi Yu, LГ©on-Charles Tranchevent, Bart Moor, Yves Moreau ebooks
Kernel-based Data Fusion for Machine Learning: Methods and Applications in Bioinformatics and Text Mining download pdf rapidshare mediafire fileserve 4shared torrent