Unsupervised learning algorithms:
Gespeichert in:
Weitere Verfasser: | , |
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Format: | Elektronisch E-Book |
Sprache: | English |
Veröffentlicht: |
Cham
Springer International Publishing
[2016]
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Schlagworte: | |
Online-Zugang: | BTU01 FAB01 FAW01 FHA01 FHI01 FHN01 FHR01 FKE01 FRO01 FWS01 FWS02 TUM01 UBY01 Volltext Inhaltsverzeichnis Abstract |
Beschreibung: | 1 Online-Ressource (x, 558 p. 160 illus., 101 illus. in color) |
ISBN: | 9783319242118 9783319242095 |
DOI: | 10.1007/978-3-319-24211-8 |
Internformat
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Datensatz im Suchindex
DE-BY-FWS_katkey | 617233 |
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adam_text | UNSUPERVISED LEARNING ALGORITHMS
/
: 2016
TABLE OF CONTENTS / INHALTSVERZEICHNIS
INTRODUCTION
FEATURE CONSTRUCTION
FEATURE EXTRACTION
FEATURE SELECTION
ASSOCIATION RULE LEARNING
CLUSTERING
ANOMALY/NOVELTY/OUTLIER DETECTION
EVALUATION OF UNSUPERVISED LEARNING
APPLICATIONS
CONCLUSION
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
UNSUPERVISED LEARNING ALGORITHMS
/
: 2016
ABSTRACT / INHALTSTEXT
THIS BOOK SUMMARIZES THE STATE-OF-THE-ART IN UNSUPERVISED LEARNING. THE
CONTRIBUTORS DISCUSS HOW WITHTHE PROLIFERATION OF MASSIVE AMOUNTS OF
UNLABELED DATA, UNSUPERVISED LEARNING ALGORITHMS, WHICH CAN
AUTOMATICALLY DISCOVER INTERESTING AND USEFUL PATTERNS IN SUCH DATA,
HAVE GAINED POPULARITY AMONG RESEARCHERS AND PRACTITIONERS. THE AUTHORS
OUTLINE HOW THESE ALGORITHMS HAVE FOUND NUMEROUS APPLICATIONS INCLUDING
PATTERN RECOGNITION, MARKET BASKET ANALYSIS, WEB MINING, SOCIAL NETWORK
ANALYSIS, INFORMATION RETRIEVAL, RECOMMENDER SYSTEMS, MARKET RESEARCH,
INTRUSION DETECTION, AND FRAUD DETECTION. THEY PRESENT HOW THE
DIFFICULTY OF DEVELOPING THEORETICALLY SOUND APPROACHES THAT ARE
AMENABLE TO OBJECTIVE EVALUATION HAVE RESULTED IN THE PROPOSAL OF
NUMEROUS UNSUPERVISED LEARNING ALGORITHMS OVER THE PAST HALF-CENTURY.
THE INTENDED AUDIENCE INCLUDES RESEARCHERS AND PRACTITIONERS WHO ARE
INCREASINGLY USING UNSUPERVISED LEARNING ALGORITHMS TO ANALYZE THEIR
DATA. TOPICS OF INTEREST INCLUDE ANOMALY DETECTION, CLUSTERING, FEATURE
EXTRACTION, AND APPLICATIONS OF UNSUPERVISED LEARNING. EACH CHAPTER IS
CONTRIBUTED BY A LEADING EXPERT IN THE FIELD
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
any_adam_object | 1 |
author2 | Celebi, M. Emre Aydin, Kemal |
author2_role | edt edt |
author2_variant | m e c me mec k a ka |
author_GND | (DE-588)1102280267 (DE-588)1102280801 |
author_facet | Celebi, M. Emre Aydin, Kemal |
building | Verbundindex |
bvnumber | BV043546435 |
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collection | ZDB-4-NLEBK ZDB-2-ENG |
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dewey-full | 621.382 |
dewey-hundreds | 600 - Technology (Applied sciences) |
dewey-ones | 621 - Applied physics |
dewey-raw | 621.382 |
dewey-search | 621.382 |
dewey-sort | 3621.382 |
dewey-tens | 620 - Engineering and allied operations |
discipline | Informatik Elektrotechnik Elektrotechnik / Elektronik / Nachrichtentechnik Maschinenbau |
doi_str_mv | 10.1007/978-3-319-24211-8 |
format | Electronic eBook |
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id | DE-604.BV043546435 |
illustrated | Not Illustrated |
indexdate | 2024-08-01T12:13:51Z |
institution | BVB |
isbn | 9783319242118 9783319242095 |
language | English |
oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-028961798 |
oclc_num | 950732238 |
open_access_boolean | |
owner | DE-706 DE-1046 DE-1043 DE-Aug4 DE-898 DE-BY-UBR DE-861 DE-573 DE-859 DE-863 DE-BY-FWS DE-634 DE-862 DE-BY-FWS DE-92 DE-91 DE-BY-TUM |
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physical | 1 Online-Ressource (x, 558 p. 160 illus., 101 illus. in color) |
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publishDate | 2016 |
publishDateSearch | 2016 |
publishDateSort | 2016 |
publisher | Springer International Publishing |
record_format | marc |
spellingShingle | Unsupervised learning algorithms Engineering Computer communication systems Data mining Artificial intelligence Pattern recognition Computational intelligence Electrical engineering Communications Engineering, Networks Computational Intelligence Computer Communication Networks Pattern Recognition Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
title | Unsupervised learning algorithms |
title_auth | Unsupervised learning algorithms |
title_exact_search | Unsupervised learning algorithms |
title_full | Unsupervised learning algorithms M. Emre Celebi, Kemal Aydin editors |
title_fullStr | Unsupervised learning algorithms M. Emre Celebi, Kemal Aydin editors |
title_full_unstemmed | Unsupervised learning algorithms M. Emre Celebi, Kemal Aydin editors |
title_short | Unsupervised learning algorithms |
title_sort | unsupervised learning algorithms |
topic | Engineering Computer communication systems Data mining Artificial intelligence Pattern recognition Computational intelligence Electrical engineering Communications Engineering, Networks Computational Intelligence Computer Communication Networks Pattern Recognition Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
topic_facet | Engineering Computer communication systems Data mining Artificial intelligence Pattern recognition Computational intelligence Electrical engineering Communications Engineering, Networks Computational Intelligence Computer Communication Networks Pattern Recognition Artificial Intelligence (incl. Robotics) Data Mining and Knowledge Discovery Ingenieurwissenschaften Künstliche Intelligenz |
url | https://doi.org/10.1007/978-3-319-24211-8 http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=028961798&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=028961798&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA |
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