Availability: Boosted Statistical Relational Learners

Boosted Statistical Relational Learners: From Benchmarks to Data-Driven Medicine

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Bibliographic Details
Main Authors:	Natarajan, Sriraam (Author), Kersting, Kristian 1973- (Author), Khot, Tushar (Author), Shavlik, Jude (Author)
Format:	Electronic eBook
Language:	English
Published:	Cham ; Heidelberg ; New York ; Dordrecht ; London Springer [2014]
Series:	SpringerBriefs in Computer Science
Subjects:	Computer science Medical records / Data processing Data mining Artificial intelligence Mathematical statistics Computer Science Artificial Intelligence (incl. Robotics) Statistical Theory and Methods Data Mining and Knowledge Discovery Health Informatics Datenverarbeitung Informatik Künstliche Intelligenz
Links:	https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 https://doi.org/10.1007/978-3-319-13644-8 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027916710&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027916710&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
Physical Description:	1 Online-Ressource (VIII, 74 p. 25 illus)
ISBN:	9783319136448
DOI:	10.1007/978-3-319-13644-8

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Record in the Search Index

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adam_text	BOOSTED STATISTICAL RELATIONAL LEARNERS / NATARAJAN, SRIRAAM : 2014 TABLE OF CONTENTS / INHALTSVERZEICHNIS 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT. BOOSTED STATISTICAL RELATIONAL LEARNERS / NATARAJAN, SRIRAAM : 2014 ABSTRACT / INHALTSTEXT 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 DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
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author	Natarajan, Sriraam Kersting, Kristian 1973- Khot, Tushar Shavlik, Jude
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spellingShingle	Natarajan, Sriraam Kersting, Kristian 1973- Khot, Tushar Shavlik, Jude Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine Computer science Medical records / Data processing Data mining Artificial intelligence Mathematical statistics Computer Science Artificial Intelligence (incl. Robotics) Statistical Theory and Methods Data Mining and Knowledge Discovery Health Informatics Datenverarbeitung Informatik Künstliche Intelligenz
title	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine
title_auth	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine
title_exact_search	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine
title_full	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik
title_fullStr	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik
title_full_unstemmed	Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik
title_short	Boosted Statistical Relational Learners
title_sort	boosted statistical relational learners from benchmarks to data driven medicine
title_sub	From Benchmarks to Data-Driven Medicine
topic	Computer science Medical records / Data processing Data mining Artificial intelligence Mathematical statistics Computer Science Artificial Intelligence (incl. Robotics) Statistical Theory and Methods Data Mining and Knowledge Discovery Health Informatics Datenverarbeitung Informatik Künstliche Intelligenz
topic_facet	Computer science Medical records / Data processing Data mining Artificial intelligence Mathematical statistics Computer Science Artificial Intelligence (incl. Robotics) Statistical Theory and Methods Data Mining and Knowledge Discovery Health Informatics Datenverarbeitung Informatik Künstliche Intelligenz
url	https://doi.org/10.1007/978-3-319-13644-8 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027916710&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=027916710&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA
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Available at the library of Hochschule Munich University of Applied Sciences (HM).