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001 - NÚMERO DE CONTROL |
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003 - IDENTIFICADOR DEL NÚMERO DE CONTROL |
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SIRSI |
005 - FECHA Y HORA DE LA ULTIMA TRANSACCIÓN |
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20160812084343.0 |
007 - CAMPO FIJO DE DESCRIPCIÓN FIJA--INFORMACIÓN GENERAL |
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008 - ELEMENTOS DE LONGITUD FIJA -- INFORMACIÓN GENERAL |
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110328s2011 gw | s |||| 0|eng d |
020 ## - NÚMERO INTERNACIONAL NORMALIZADO PARA LIBROS |
International Standard Book Number |
9783642194061 |
-- |
978-3-642-19406-1 |
040 ## - FUENTE DE CATALOGACIÓN |
Transcribing agency |
MX-MeUAM |
050 #4 - SIGNATURA TOPOGRÁFICA DE LA BIBLIOTECA DEL CONGRESO |
Classification number |
Q342 |
082 04 - NÚMERO DE CLASIFICACIÓN DECIMAL DEWEY |
Classification number |
006.3 |
Edition number |
23 |
100 1# - ASIENTO PRINCIPAL--NOMBRE PERSONAL |
Personal name |
Yu, Shi. |
Relator term |
author. |
245 10 - MENCIÓN DE TITULO |
Title |
Kernel-based Data Fusion for Machine Learning |
Medium |
[recurso electrónico] : |
Remainder of title |
Methods and Applications in Bioinformatics and Text Mining / |
Statement of responsibility, etc. |
by Shi Yu, Léon-Charles Tranchevent, Bart Moor, Yves Moreau. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE |
Place of production, publication, distribution, manufacture |
Berlin, Heidelberg : |
Name of producer, publisher, distributor, manufacturer |
Springer Berlin Heidelberg, |
Date of production, publication, distribution, manufacture, or copyright notice |
2011. |
300 ## - DESCRIPCIÓN FÍSICA |
Extent |
XIV, 214 p. |
Other physical details |
online resource. |
336 ## - CONTENT TYPE |
Content type term |
text |
Content type code |
txt |
Source |
rdacontent |
337 ## - MEDIA TYPE |
Media type term |
computer |
Media type code |
c |
Source |
rdamedia |
338 ## - CARRIER TYPE |
Carrier type term |
online resource |
Carrier type code |
cr |
Source |
rdacarrier |
347 ## - DIGITAL FILE CHARACTERISTICS |
File type |
text file |
Encoding format |
PDF |
Source |
rda |
490 1# - MENCIÓN DE SERIE |
Series statement |
Studies in Computational Intelligence, |
International Standard Serial Number |
1860-949X ; |
Volume/sequential designation |
345 |
505 0# - NOTA DE CONTENIDO |
Formatted contents note |
Introduction -- Rayleigh quotient-type problems in machine learning -- Ln-norm Multiple Kernel Learning and Least Squares Support VectorMachines -- Optimized data fusion for kernel k-means Clustering -- Multi-view text mining for disease gene prioritization and clustering -- Optimized data fusion for k-means Laplacian Clustering -- Weighted Multiple Kernel Canonical Correlation -- Cross-species candidate gene prioritization with MerKator -- Conclusion. |
520 ## - NOTA DE RESUMEN, ETC. |
Summary, etc. |
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. |
596 ## - |
-- |
19 |
650 #0 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Engineering. |
650 #0 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Artificial intelligence. |
650 #0 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Bioinformatics. |
650 14 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Engineering. |
650 24 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Computational Intelligence. |
650 24 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Artificial Intelligence (incl. Robotics). |
650 24 - ASIENTO SECUNDARIO DE MATERIA - TERMINO TEMÁTICO |
Topical term or geographic name as entry element |
Computational Biology/Bioinformatics. |
700 1# - ASIENTO SECUNDARIO - NOMBRE PERSONAL |
Personal name |
Tranchevent, Léon-Charles. |
Relator term |
author. |
700 1# - ASIENTO SECUNDARIO - NOMBRE PERSONAL |
Personal name |
Moor, Bart. |
Relator term |
author. |
700 1# - ASIENTO SECUNDARIO - NOMBRE PERSONAL |
Personal name |
Moreau, Yves. |
Relator term |
author. |
710 2# - ASIENTO SECUNDARIO - NOMBRE CORPORATIVO |
Corporate name or jurisdiction name as entry element |
SpringerLink (Online service) |
773 0# - HOST ITEM ENTRY |
Title |
Springer eBooks |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY |
Relationship information |
Printed edition: |
International Standard Book Number |
9783642194054 |
830 #0 - ASIENTO SECUNDARIO DE SERIE--TITULO UNIFORME |
Uniform title |
Studies in Computational Intelligence, |
International Standard Serial Number |
1860-949X ; |
Volume number/sequential designation |
345 |
856 40 - LOCALIZACIÓN Y ACCESO ELECTRÓNICOS |
Public note |
Libro electrónico |
Uniform Resource Identifier |
<a href="http://148.231.10.114:2048/login?url=http://link.springer.com/book/10.1007/978-3-642-19406-1">http://148.231.10.114:2048/login?url=http://link.springer.com/book/10.1007/978-3-642-19406-1</a> |
942 ## - TIPO DE MATERIAL (KOHA) |
Koha item type |
Libro Electrónico |