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Data cleaning:

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Bibliographic Details
Main Authors:	Ilyas, Ihab F. 1973- (Author), Chu, Xu (Author)
Format:	Book
Language:	English
Published:	[San Rafael] Association for Computing Machinery [2019]
Edition:	First edition
Series:	ACM Books #28
Subjects:	Datenmanagement Datenqualität
Online Access:	Inhaltsverzeichnis
Physical Description:	xix, 260 Seiten Illustrationen
ISBN:	9781450371520 9781450371537

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MARC


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Record in the Search Index

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adam_text	Contents Preface xiii Figure and Table Credits Chapter 1 xv Introduction 1 1 1 Data Cleaning Workflow 3 1.2 Book Scope 4 . Chapter 2 Outlier Detection 11 2.1 2.2 2.3 2.4 2.5 2.6 Chapter 3 Data Deduplication 47 3.1 3.2 3.3 3.4 3.5 3.6 3.7 3.8 3.9 Chapter 4 A Taxonomy of Outlier Detection Methods 12 Statistics-Based Outlier Detection 15 Distance-Based Outlier Detection 26 Model-Based Outlier Detection 30 Outlier Detection in High-Dimensional Data 32 Conclusion 44 Similarity Metrics 49 Predicting Duplicate Pairs 54 Clustering 57 Blocking for Deduplication 60 Distributed Data Deduplication 66 Record Fusion and Entity Consolidation 73 Human-Involved Data Deduplication 81 Data Deduplication Tools 85 Conclusion 88 Data Transformation 91 4.1 Syntactic Data Transformations 93 xii Contents 4.2 4.3 4.4 Chapter 5 5.2 5.3 5.4 5.5 6.2 6.3 130 Violation Detection Error Repair 1 ft J Conclusion 193 149 Machine Learning and Probabilistic Data Cleaning 195 7.1 7.2 7.3 Chapter 8 Functional Dependencies 124 Conditional Functional Dependencies Denial Constraints 133 Other Types of Constraints 138 Conclusion 147 Rule-Based Data Cleaning 149 6.1 Chapter 7 107 Data Quality Rule Definition and Discovery 121 5.1 Chapter 6 Semantic Data Transformations ETL Tools 117 Conclusion 118 Machine Learning for Data Deduplication 196 Machine Learning for Data Repair 203 Data Cleaning for Analytics and Machine Learning 214 Conclusion and Future Thoughts 223 References Index 227 247 Author Biographies 259
any_adam_object	1
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isbn	9781450371520 9781450371537
language	English
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physical	xix, 260 Seiten Illustrationen
publishDate	2019
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publisher	Association for Computing Machinery
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series	ACM Books
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spelling	Ilyas, Ihab F. 1973- Verfasser (DE-588)102338180X aut Data cleaning Ihab F. Ilyas (University of Waterloo), XU Chu (Georgia Institute of Technology) First edition [San Rafael] Association for Computing Machinery [2019] xix, 260 Seiten Illustrationen txt rdacontent n rdamedia nc rdacarrier ACM Books #28 Datenmanagement (DE-588)4213132-7 gnd rswk-swf Datenqualität (DE-588)1036653315 gnd rswk-swf Datenqualität (DE-588)1036653315 s Datenmanagement (DE-588)4213132-7 s DE-604 Chu, Xu Verfasser (DE-588)1197831096 aut Erscheint auch als Online-Ausgabe 978-1-4503-7155-1 Erscheint auch als Online-Ausgabe, EPUB 978-1-4503-7154-4 ACM Books #28 (DE-604)BV043585657 28 Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031334178&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis
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subject_GND	(DE-588)4213132-7 (DE-588)1036653315
title	Data cleaning
title_auth	Data cleaning
title_exact_search	Data cleaning
title_full	Data cleaning Ihab F. Ilyas (University of Waterloo), XU Chu (Georgia Institute of Technology)
title_fullStr	Data cleaning Ihab F. Ilyas (University of Waterloo), XU Chu (Georgia Institute of Technology)
title_full_unstemmed	Data cleaning Ihab F. Ilyas (University of Waterloo), XU Chu (Georgia Institute of Technology)
title_short	Data cleaning
title_sort	data cleaning
topic	Datenmanagement (DE-588)4213132-7 gnd Datenqualität (DE-588)1036653315 gnd
topic_facet	Datenmanagement Datenqualität
url	http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=031334178&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA
volume_link	(DE-604)BV043585657
work_keys_str_mv	AT ilyasihabf datacleaning AT chuxu datacleaning

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