Outlier analysis:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
New York, NY [u.a.]
Springer
2013
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| Schlagworte: | |
| Online-Zugang: | BTU01 FHA01 FHM01 FHN01 FKE01 UBG01 UBR01 UBT01 UBW01 UER01 UPA01 Volltext Inhaltsverzeichnis Abstract |
| Beschreibung: | 1 Online-Ressource |
| ISBN: | 9781461463955 9781461463962 |
| DOI: | 10.1007/978-1-4614-6396-2 |
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Datensatz im Suchindex
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|---|---|
| adam_text | OUTLIER ANALYSIS
/ AGGARWAL, CHARU C.
: 2013
TABLE OF CONTENTS / INHALTSVERZEICHNIS
AN INTRODUCTION TO OUTLIER ANALYSIS
PROBABILISTIC AND STATISTICAL MODELS FOR OUTLIER DETECTION
LINEAR MODELS FOR OUTLIER DETECTION
PROXIMITY-BASED OUTLIER DETECTION
HIGH-DIMENSIONAL OUTLIER DETECTION: THE SUBSPACE METHOD
SUPERVISED OUTLIER DETECTION
OUTLIER DETECTION IN CATEGORICAL, TEXT AND MIXED ATTRIBUTE DATA
TIME SERIES AND MULTIDIMENSIONAL STREAMING OUTLIER DETECTION
OUTLIER DETECTION IN DISCRETE SEQUENCES
SPATIAL OUTLIER DETECTION
OUTLIER DETECTION IN GRAPHS AND NETWORKS
APPLICATIONS OF OUTLIER ANALYSIS
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
OUTLIER ANALYSIS
/ AGGARWAL, CHARU C.
: 2013
ABSTRACT / INHALTSTEXT
WITH THE INCREASING ADVANCES IN HARDWARE TECHNOLOGY FOR DATA COLLECTION,
AND ADVANCES IN SOFTWARE TECHNOLOGY (DATABASES) FOR DATA ORGANIZATION,
COMPUTER SCIENTISTS HAVE INCREASINGLY PARTICIPATED IN THE LATEST
ADVANCEMENTS OF THE OUTLIER ANALYSIS FIELD. COMPUTER SCIENTISTS,
SPECIFICALLY, APPROACH THIS FIELD BASED ON THEIR PRACTICAL EXPERIENCES
IN MANAGING LARGE AMOUNTS OF DATA, AND WITH FAR FEWER ASSUMPTIONS– THE
DATA CAN BE OF ANY TYPE, STRUCTURED OR UNSTRUCTURED, AND MAY BE
EXTREMELY LARGE. OUTLIER ANALYSISIS A COMPREHENSIVE EXPOSITION, AS
UNDERSTOOD BY DATA MINING EXPERTS, STATISTICIANS AND COMPUTER
SCIENTISTS. THE BOOK HAS BEEN ORGANIZED CAREFULLY, AND EMPHASIS WAS
PLACED ON SIMPLIFYING THE CONTENT, SO THAT STUDENTS AND PRACTITIONERS
CAN ALSO BENEFIT. CHAPTERS WILL TYPICALLY COVER ONE OF THREE AREAS:
METHODS AND TECHNIQUES COMMONLY USED IN OUTLIER ANALYSIS, SUCH AS
LINEAR METHODS, PROXIMITY-BASED METHODS, SUBSPACE METHODS, AND
SUPERVISED METHODS; DATA DOMAINS, SUCH AS, TEXT, CATEGORICAL,
MIXED-ATTRIBUTE, TIME-SERIES, STREAMING, DISCRETE SEQUENCE, SPATIAL AND
NETWORK DATA; AND KEY APPLICATIONS OF THESE METHODS AS APPLIED TO
DIVERSE DOMAINS SUCH AS CREDIT CARD FRAUD DETECTION, INTRUSION
DETECTION, MEDICAL DIAGNOSIS, EARTH SCIENCE, WEB LOG ANALYTICS, AND
SOCIAL NETWORK ANALYSIS ARE COVERED
DIESES SCHRIFTSTUECK WURDE MASCHINELL ERZEUGT.
|
| any_adam_object | 1 |
| author | Aggarwal, Charu C. 1970- |
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| dewey-hundreds | 000 - Computer science, information, general works |
| dewey-ones | 006 - Special computer methods |
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| discipline | Informatik Mathematik |
| doi_str_mv | 10.1007/978-1-4614-6396-2 |
| format | Electronic eBook |
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| spelling | Aggarwal, Charu C. 1970- Verfasser (DE-588)133500101 aut Outlier analysis Charu C. Aggarwal New York, NY [u.a.] Springer 2013 1 Online-Ressource txt rdacontent c rdamedia cr rdacarrier Ausreißer Statistik (DE-588)4510494-3 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Data Mining (DE-588)4428654-5 s Ausreißer Statistik (DE-588)4510494-3 s DE-604 https://doi.org/10.1007/978-1-4614-6396-2 Verlag Volltext Springer Fremddatenuebernahme application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025860597&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=025860597&sequence=000003&line_number=0002&func_code=DB_RECORDS&service_type=MEDIA Abstract |
| spellingShingle | Aggarwal, Charu C. 1970- Outlier analysis Ausreißer Statistik (DE-588)4510494-3 gnd Data Mining (DE-588)4428654-5 gnd |
| subject_GND | (DE-588)4510494-3 (DE-588)4428654-5 |
| title | Outlier analysis |
| title_auth | Outlier analysis |
| title_exact_search | Outlier analysis |
| title_full | Outlier analysis Charu C. Aggarwal |
| title_fullStr | Outlier analysis Charu C. Aggarwal |
| title_full_unstemmed | Outlier analysis Charu C. Aggarwal |
| title_short | Outlier analysis |
| title_sort | outlier analysis |
| topic | Ausreißer Statistik (DE-588)4510494-3 gnd Data Mining (DE-588)4428654-5 gnd |
| topic_facet | Ausreißer Statistik Data Mining |
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