Coverart for item
The Resource Granular computing based machine learning : a big data processing approach, Han Liu, Mihaela Cocea, (electronic resource)

Granular computing based machine learning : a big data processing approach, Han Liu, Mihaela Cocea, (electronic resource)

Label
Granular computing based machine learning : a big data processing approach
Title
Granular computing based machine learning
Title remainder
a big data processing approach
Statement of responsibility
Han Liu, Mihaela Cocea
Creator
Contributor
Subject
Language
eng
Member of
http://library.link/vocab/creatorName
Liu, Han
Dewey number
  • 006.3/1
  • 620
Index
no index present
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
Cocea, Mihaela
Series statement
Studies in Big Data
Series volume
v.35
http://library.link/vocab/subjectName
  • Machine learning
  • Granular computing
Label
Granular computing based machine learning : a big data processing approach, Han Liu, Mihaela Cocea, (electronic resource)
Instantiates
Publication
Note
""Appendix B Results on Random Data Partitioning""
Antecedent source
file reproduced from an electronic resource
Bibliography note
Includes bibliographical references
Contents
  • ""Preface""; ""Acknowledgements""; ""Contents""; ""Acronyms""; ""1 Introduction""; ""1.1 Background of Big Data""; ""1.2 Concepts of Data Science""; ""1.3 Machine Learning""; ""1.4 Granular Computing""; ""1.5 Chapters Overview""; ""References""; ""2 Traditional Machine Learning""; ""2.1 Supervised Learning""; ""2.2 Heuristic Learning""; ""2.3 Single-Task Learning""; ""2.4 Discriminative Learning""; ""2.5 Random Data Partitioning""; ""2.6 General Issues""; ""2.7 Impacts from Big Data""; ""References""; ""3 Semi-supervised Learning Through Machine Based Labelling""
  • ""3.1 Overview of Semi-supervised Learning""""3.2 Granular Framework of Learning""; ""3.3 Discussion""; ""References""; ""4 Nature Inspired Semi-heuristic Learning""; ""4.1 Overview of Semi-heuristic Learning""; ""4.2 Granular Framework of Learning""; ""4.3 Discussion""; ""References""; ""5 Fuzzy Classification Through Generative Multi-task Learning""; ""5.1 Overview of Generative Multi-task Learning""; ""5.2 Concepts of Fuzzy Classification""; ""5.3 Granular Framework of Learning""; ""5.4 Discussion""; ""References""; ""6 Multi-granularity Semi-random Data Partitioning""
  • ""6.1 Overview of Semi-random Data Partitioning""""6.2 Granular Framework of Learning""; ""6.3 Discussion""; ""References""; ""7 Multi-granularity Rule Learning""; ""7.1 Overview of Rule Learning""; ""7.2 Granular Framework of Learning""; ""7.3 Discussion""; ""References""; ""8 Case Studies""; ""8.1 Biomedical Data Processing""; ""8.2 Sentiment Analysis""; ""References""; ""9 Conclusion""; ""9.1 Scientific Aspects""; ""9.2 Philosophical Aspects""; ""9.3 Further Directions""; ""References""; ""Appendix A Results on Generative Multi-task Classification""
Control code
on1011166526
Dimensions
unknown
Extent
1 online resource (123 p.)
File format
one file format
Form of item
online
Isbn
9783319700588
Level of compression
unknown
Quality assurance targets
unknown
Reformatting quality
unknown
Specific material designation
remote
System control number
(OCoLC)1011166526
Label
Granular computing based machine learning : a big data processing approach, Han Liu, Mihaela Cocea, (electronic resource)
Publication
Note
""Appendix B Results on Random Data Partitioning""
Antecedent source
file reproduced from an electronic resource
Bibliography note
Includes bibliographical references
Contents
  • ""Preface""; ""Acknowledgements""; ""Contents""; ""Acronyms""; ""1 Introduction""; ""1.1 Background of Big Data""; ""1.2 Concepts of Data Science""; ""1.3 Machine Learning""; ""1.4 Granular Computing""; ""1.5 Chapters Overview""; ""References""; ""2 Traditional Machine Learning""; ""2.1 Supervised Learning""; ""2.2 Heuristic Learning""; ""2.3 Single-Task Learning""; ""2.4 Discriminative Learning""; ""2.5 Random Data Partitioning""; ""2.6 General Issues""; ""2.7 Impacts from Big Data""; ""References""; ""3 Semi-supervised Learning Through Machine Based Labelling""
  • ""3.1 Overview of Semi-supervised Learning""""3.2 Granular Framework of Learning""; ""3.3 Discussion""; ""References""; ""4 Nature Inspired Semi-heuristic Learning""; ""4.1 Overview of Semi-heuristic Learning""; ""4.2 Granular Framework of Learning""; ""4.3 Discussion""; ""References""; ""5 Fuzzy Classification Through Generative Multi-task Learning""; ""5.1 Overview of Generative Multi-task Learning""; ""5.2 Concepts of Fuzzy Classification""; ""5.3 Granular Framework of Learning""; ""5.4 Discussion""; ""References""; ""6 Multi-granularity Semi-random Data Partitioning""
  • ""6.1 Overview of Semi-random Data Partitioning""""6.2 Granular Framework of Learning""; ""6.3 Discussion""; ""References""; ""7 Multi-granularity Rule Learning""; ""7.1 Overview of Rule Learning""; ""7.2 Granular Framework of Learning""; ""7.3 Discussion""; ""References""; ""8 Case Studies""; ""8.1 Biomedical Data Processing""; ""8.2 Sentiment Analysis""; ""References""; ""9 Conclusion""; ""9.1 Scientific Aspects""; ""9.2 Philosophical Aspects""; ""9.3 Further Directions""; ""References""; ""Appendix A Results on Generative Multi-task Classification""
Control code
on1011166526
Dimensions
unknown
Extent
1 online resource (123 p.)
File format
one file format
Form of item
online
Isbn
9783319700588
Level of compression
unknown
Quality assurance targets
unknown
Reformatting quality
unknown
Specific material designation
remote
System control number
(OCoLC)1011166526

Library Locations

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