Boosted Statistical Relational Learners: From Benchmarks to Data-Driven Medicine
Gespeichert in:
| Hauptverfasser: | , , , |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham ; Heidelberg ; New York ; Dordrecht ; London
Springer
[2014]
|
| Schriftenreihe: | SpringerBriefs in Computer Science
|
| Schlagworte: | |
| Online-Zugang: | BFB01 BTU01 FHA01 FHM01 FHN01 FKE01 FRO01 UBG01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource (VIII, 74 p. 25 illus) |
| ISBN: | 9783319136448 |
| DOI: | 10.1007/978-3-319-13644-8 |
Internformat
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Datensatz im Suchindex
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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.
|
| any_adam_object | 1 |
| author | Natarajan, Sriraam Kersting, Kristian 1973- Khot, Tushar Shavlik, Jude |
| author_GND | (DE-588)173912001 |
| author_facet | Natarajan, Sriraam Kersting, Kristian 1973- Khot, Tushar Shavlik, Jude |
| author_role | aut aut aut aut |
| author_sort | Natarajan, Sriraam |
| author_variant | s n sn k k kk t k tk j s js |
| building | Verbundindex |
| bvnumber | BV042481751 |
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| ctrlnum | (OCoLC)906176137 (DE-599)BVBBV042481751 |
| dewey-full | 006.3 |
| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
| dewey-raw | 006.3 |
| dewey-search | 006.3 |
| dewey-sort | 16.3 |
| dewey-tens | 000 - Computer science, information, general works |
| discipline | Informatik |
| doi_str_mv | 10.1007/978-3-319-13644-8 |
| format | Electronic eBook |
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| indexdate | 2024-07-10T01:23:00Z |
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| isbn | 9783319136448 |
| language | English |
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| spelling | Natarajan, Sriraam Verfasser aut Boosted Statistical Relational Learners From Benchmarks to Data-Driven Medicine Sriraam Natarajan, Kristian Kersting, Tushar Khot, Jude Shavlik Cham ; Heidelberg ; New York ; Dordrecht ; London Springer [2014] © 2014 1 Online-Ressource (VIII, 74 p. 25 illus) txt rdacontent c rdamedia cr rdacarrier SpringerBriefs in Computer Science 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 Kersting, Kristian 1973- Verfasser (DE-588)173912001 aut Khot, Tushar Verfasser aut Shavlik, Jude Verfasser aut Erscheint auch als Druckausgabe 978-3-319-13643-1 https://doi.org/10.1007/978-3-319-13644-8 Verlag URL des Erstveröffentlichers Volltext Springer Fremddatenuebernahme application/pdf 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 Inhaltsverzeichnis Springer Fremddatenuebernahme application/pdf 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 Abstract |
| 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 |
| work_keys_str_mv | AT natarajansriraam boostedstatisticalrelationallearnersfrombenchmarkstodatadrivenmedicine AT kerstingkristian boostedstatisticalrelationallearnersfrombenchmarkstodatadrivenmedicine AT khottushar boostedstatisticalrelationallearnersfrombenchmarkstodatadrivenmedicine AT shavlikjude boostedstatisticalrelationallearnersfrombenchmarkstodatadrivenmedicine |