The Resource Ensemble Machine Learning : Methods and Applications, edited by Cha Zhang, Yunqian Ma, (electronic resource)

Ensemble Machine Learning : Methods and Applications, edited by Cha Zhang, Yunqian Ma, (electronic resource)

Label
Ensemble Machine Learning : Methods and Applications
Title
Ensemble Machine Learning
Title remainder
Methods and Applications
Statement of responsibility
edited by Cha Zhang, Yunqian Ma
Contributor
Editor
Editor
Subject
Language
  • eng
  • eng
Summary
It is common wisdom that gathering a variety of views and inputs improves the process of decision making, and, indeed, underpins a democratic society. Dubbed “ensemble learning” by researchers in computational intelligence and machine learning, it is known to improve a decision system’s robustness and accuracy. Now, fresh developments are allowing researchers to unleash the power of ensemble learning in an increasing range of real-world applications. Ensemble learning algorithms such as “boosting” and “random forest” facilitate solutions to key computational issues such as face detection and are now being applied in areas as diverse as object trackingand bioinformatics. Responding to a shortage of literature dedicated to the topic, this volume offers comprehensive coverage of state-of-the-art ensemble learning techniques, including various contributions from researchers in leading industrial research labs. At once a solid theoretical study and a practical guide, the volume is a windfall for researchers and practitioners alike
Dewey number
  • 006.3/1
  • 006.31
http://bibfra.me/vocab/relation/httpidlocgovvocabularyrelatorsedt
  • UKobiEV26vU
  • Ilqv3czsfsc
Language note
English
LC call number
Q342
Literary form
non fiction
Nature of contents
dictionaries
http://library.link/vocab/relatedWorkOrContributorName
  • Zhang, Cha.
  • Ma, Yunqian.
http://library.link/vocab/subjectName
  • Engineering
  • Data mining
  • Computer science
  • Computational Intelligence
  • Data Mining and Knowledge Discovery
  • Computer Science, general
Label
Ensemble Machine Learning : Methods and Applications, edited by Cha Zhang, Yunqian Ma, (electronic resource)
Instantiates
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Introduction of Ensemble Learning -- Boosting Algorithms: Theory, Methods and Applications -- On Boosting Nonparametric Learners -- Super Learning -- Random Forest -- Ensemble Learning by Negative Correlation Learning -- Ensemble Nystrom Method -- Object Detection -- Ensemble Learning for Activity Recognition -- Ensemble Learning in Medical Applications -- Random Forest for Bioinformatics
Dimensions
unknown
Extent
1 online resource (331 p.)
Form of item
online
Isbn
9786613704818
Media category
computer
Media type code
c
Other control number
10.1007/978-1-4419-9326-7
Specific material designation
remote
System control number
  • (CKB)2670000000170376
  • (EBL)883900
  • (OCoLC)783116983
  • (SSID)ssj0000634716
  • (PQKBManifestationID)11397916
  • (PQKBTitleCode)TC0000634716
  • (PQKBWorkID)10643469
  • (PQKB)10760359
  • (DE-He213)978-1-4419-9326-7
  • (MiAaPQ)EBC883900
  • (EXLCZ)992670000000170376
Label
Ensemble Machine Learning : Methods and Applications, edited by Cha Zhang, Yunqian Ma, (electronic resource)
Publication
Note
Description based upon print version of record
Bibliography note
Includes bibliographical references and index
Carrier category
online resource
Carrier category code
cr
Content category
text
Content type code
txt
Contents
Introduction of Ensemble Learning -- Boosting Algorithms: Theory, Methods and Applications -- On Boosting Nonparametric Learners -- Super Learning -- Random Forest -- Ensemble Learning by Negative Correlation Learning -- Ensemble Nystrom Method -- Object Detection -- Ensemble Learning for Activity Recognition -- Ensemble Learning in Medical Applications -- Random Forest for Bioinformatics
Dimensions
unknown
Extent
1 online resource (331 p.)
Form of item
online
Isbn
9786613704818
Media category
computer
Media type code
c
Other control number
10.1007/978-1-4419-9326-7
Specific material designation
remote
System control number
  • (CKB)2670000000170376
  • (EBL)883900
  • (OCoLC)783116983
  • (SSID)ssj0000634716
  • (PQKBManifestationID)11397916
  • (PQKBTitleCode)TC0000634716
  • (PQKBWorkID)10643469
  • (PQKB)10760359
  • (DE-He213)978-1-4419-9326-7
  • (MiAaPQ)EBC883900
  • (EXLCZ)992670000000170376

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