Data cleaning:
Gespeichert in:
| Hauptverfasser: | , |
|---|---|
| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
[San Rafael]
Association for Computing Machinery
[2019]
|
| Ausgabe: | First edition |
| Schriftenreihe: | ACM Books
#28 |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | xix, 260 Seiten Illustrationen |
| ISBN: | 9781450371520 9781450371537 |
Internformat
MARC
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Datensatz im Suchindex
| _version_ | 1804180162293530625 |
|---|---|
| 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
|
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| discipline | Informatik |
| edition | First edition |
| format | Book |
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| indexdate | 2024-07-10T08:31:22Z |
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| isbn | 9781450371520 9781450371537 |
| language | English |
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| physical | xix, 260 Seiten Illustrationen |
| publishDate | 2019 |
| publishDateSearch | 2019 |
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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 |
| spellingShingle | Ilyas, Ihab F. 1973- Chu, Xu Data cleaning ACM Books Datenmanagement (DE-588)4213132-7 gnd Datenqualität (DE-588)1036653315 gnd |
| 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 |
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