Coverart for item
The Resource Boosted statistical relational learners : from benchmarks to data-driven medicine, Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik, (electronic book)

Boosted statistical relational learners : from benchmarks to data-driven medicine, Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik, (electronic book)

Label
Boosted statistical relational learners : from benchmarks to data-driven medicine
Title
Boosted statistical relational learners
Title remainder
from benchmarks to data-driven medicine
Statement of responsibility
Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik
Creator
Contributor
Author
Subject
Language
eng
Summary
This SpringerBrief addresses the challenges of analyzing multi-relational and noisy data by proposing several Statistical Relational Learning (SRL) methods. These methods combine the expressiveness of first-order logic and the ability of probability theory to handle uncertainty. It provides an overview of the methods and the key assumptions that allow for adaptation to different models and real world applications. The models are highly attractive due to their compactness and comprehensibility but learning their structure is computationally intensive. To combat this problem, the authors review the use of functional gradients for boosting the structure and the parameters of statistical relational models. The algorithms have been applied successfully in several SRL settings and have been adapted to several real problems from Information extraction in text to medical problems. Including both context and well-tested applications, Boosting Statistical Relational Learning from Benchmarks to Data-Driven Medicine is designed for researchers and professionals in machine learning and data mining. Computer engineers or students interested in statistics, data management, or health informatics will also find this brief a valuable resource
Member of
Cataloging source
N$T
http://library.link/vocab/creatorName
Natarajan, Sriraam
Dewey number
005.756
Index
no index present
LC call number
QA76.9.D3
Literary form
non fiction
Nature of contents
  • dictionaries
  • bibliography
http://library.link/vocab/relatedWorkOrContributorName
  • Kersting, Kristian
  • Khot, Tushar
  • Shavlik, Jude
Series statement
Springer briefs in computer science
http://library.link/vocab/subjectName
  • Relational databases
  • Machine learning
  • Computer algorithms
  • Data mining
Label
Boosted statistical relational learners : from benchmarks to data-driven medicine, Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik, (electronic book)
Instantiates
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Statistical Relational Learning -- Boosting (Bi-)Directed Relational Models -- Boosting Undirected Relational Models -- Boosting in the presence of missing data -- Boosting Statistical Relational Learning in Action -- Appendix: Booster System
Control code
SPR904397963
Dimensions
unknown
Extent
1 online resource (viii, 74 pages).
File format
unknown
Form of item
online
Isbn
9783319136431
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-13644-8
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote
Label
Boosted statistical relational learners : from benchmarks to data-driven medicine, Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik, (electronic book)
Publication
Copyright
Antecedent source
unknown
Bibliography note
Includes bibliographical references
Carrier category
online resource
Carrier category code
cr
Carrier MARC source
rdacarrier
Color
multicolored
Content category
text
Content type code
txt
Content type MARC source
rdacontent
Contents
Introduction -- Statistical Relational Learning -- Boosting (Bi-)Directed Relational Models -- Boosting Undirected Relational Models -- Boosting in the presence of missing data -- Boosting Statistical Relational Learning in Action -- Appendix: Booster System
Control code
SPR904397963
Dimensions
unknown
Extent
1 online resource (viii, 74 pages).
File format
unknown
Form of item
online
Isbn
9783319136431
Level of compression
unknown
Media category
computer
Media MARC source
rdamedia
Media type code
c
Other control number
10.1007/978-3-319-13644-8
Quality assurance targets
not applicable
Reformatting quality
unknown
Sound
unknown sound
Specific material designation
remote

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