The Resource Data Mining and Applications in Genomics, by Sio-Iong Ao, (electronic resource)

Data Mining and Applications in Genomics, by Sio-Iong Ao, (electronic resource)

Label
Data Mining and Applications in Genomics
Title
Data Mining and Applications in Genomics
Statement of responsibility
by Sio-Iong Ao
Creator
Contributor
Author
Provider
Subject
Language
eng
Summary
Data Mining and Applications in Genomics contains the data mining algorithms and their applications in genomics, with frontier case studies based on the recent and current works at the University of Hong Kong and the Oxford University Computing Laboratory, University of Oxford. It provides a systematic introduction to the use of data mining algorithms as an investigative tool for applications in genomics. Topics covered include Genomic Techniques, Single Nucleotide Polymorphisms, Disease Studies, HapMap Project, Haplotypes, Tag-SNP Selection, Linkage Disequilibrium Map, Gene Regulatory Networks, Dimension Reduction, Feature Selection, Feature Extraction, Principal Component Analysis, Independent Component Analysis, Machine Learning Algorithms, Hybrid Intelligent Techniques, Clustering Algorithms, Graph Algorithms, Numerical Optimization Algorithms, Data Mining Software Comparison, Medical Case Studies, Bioinformatics Projects, and Medical Applications. Data Mining and Applications in Genomics offers state of the art of tremendous advances in data mining algorithms and applications in genomics and also serve as an excellent reference work for researchers and graduate students working on data mining algorithms and applications in genomics
Member of
http://library.link/vocab/creatorName
Ao, Sio-Iong
Image bit depth
0
LC call number
QA76.9.D343
Literary form
non fiction
http://library.link/vocab/relatedWorkOrContributorName
SpringerLink
Series statement
Lecture Notes in Electrical Engineering,
Series volume
25
http://library.link/vocab/subjectName
  • Computer science
  • Human genetics
  • Data mining
  • Bioinformatics
  • Electronics
  • Computer Science
  • Data Mining and Knowledge Discovery
  • Human Genetics
  • Computational Biology/Bioinformatics
  • Bioinformatics
  • Electronics and Microelectronics, Instrumentation
Label
Data Mining and Applications in Genomics, by Sio-Iong Ao, (electronic resource)
Instantiates
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Data Mining Algorithms -- Advances in Genomic Experiment Techniques -- Case Study I: Hierarchical Clustering and Graph Algorithms for Tag-SNP Selection -- Case Study II: Constrained Unidimensional Scaling for Linkage Disequilibrium Maps -- Case Study III: Hybrid PCA-NN Algorithms for Continuous Microarray Time Series -- Discussions and Future Data Mining Projects
Dimensions
unknown
File format
multiple file formats
Form of item
electronic
Isbn
9781402089756
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-1-4020-8975-6
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-1-4020-8975-6
Label
Data Mining and Applications in Genomics, by Sio-Iong Ao, (electronic resource)
Publication
Antecedent source
mixed
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
not applicable
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Data Mining Algorithms -- Advances in Genomic Experiment Techniques -- Case Study I: Hierarchical Clustering and Graph Algorithms for Tag-SNP Selection -- Case Study II: Constrained Unidimensional Scaling for Linkage Disequilibrium Maps -- Case Study III: Hybrid PCA-NN Algorithms for Continuous Microarray Time Series -- Discussions and Future Data Mining Projects
Dimensions
unknown
File format
multiple file formats
Form of item
electronic
Isbn
9781402089756
Level of compression
uncompressed
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-1-4020-8975-6
Other physical details
online resource.
Quality assurance targets
absent
Reformatting quality
access
Specific material designation
remote
System control number
(DE-He213)978-1-4020-8975-6

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