Descriptive Data Mining:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Singapore
Springer
[2017]
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| Series: | Computational Risk Management
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| Subjects: | |
| Online Access: | http://www.springer.com/ Inhaltstext Inhaltsverzeichnis |
| Physical Description: | xi, 116 Seiten 64 Illustrationen. - Illustrationen 23.5 cm x 15.5 cm, 0 g |
| ISBN: | 9789811033391 9789811033407 |
Staff View
MARC
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Record in the Search Index
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Contents
1 Knowledge Management. 1
Computer Support Systems. 2
Examples of Knowledge Management. 3
Data Mining Descriptive Applications. 5
Summary. 6
References. 7
2 Data Visualization. 9
Data Visualization. 9
R Software. 10
Loan Data . 11
Energy Data. 16
Basic Visualization of Time Series. 19
Conclusion. 28
References. 28
3 Market Basket Analysis. 29
Definitions. 30
Co-occurrence. 31
Demonstration. 33
Fit. 34
Profit. 37
Lift. 38
Market Basket Limitations. 40
References. 41
4 Recency Frequency and Monetary Model. 43
Dataset 1. 44
Balancing Cells. 47
Lift. 49
Value Function. 50
ix
X
Contents
Data Mining Classification Models.
Logistic Regression.
Decision Tree.
Neural Networks.
Dataset 2.
Conclusions.
References.
5 Association Rules.
Methodology.
The APriori Algorithm.
Association Rules from Software.
Non-negative Matric Factorization.
Conclusion.
References.
6 Cluster Analysis.
K-Means Clustering.
A Clustering Algorithm.
Loan Data.
Clustering Methods Used in Software.
Software.
R (Rattle) K-Means Clustering.
Other R Clustering Algorithms.
KNIME.
WEKA.
Software Output for Original Data.
R Clustering.
WEKA.
Summary.
References.
7 Link Analysis.
Link Analysis Terms.
Basic Network Graphics with NodeXL.
Link Analysis Application with PolyAnalyst (Olson and Shi 2007)
Summary.
References.
8 Descriptive Data Mining.
Index.
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| any_adam_object | 1 |
| author | Olson, David L. 1944- |
| author_GND | (DE-588)1055798854 |
| author_facet | Olson, David L. 1944- |
| author_role | aut |
| author_sort | Olson, David L. 1944- |
| author_variant | d l o dl dlo |
| building | Verbundindex |
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| ctrlnum | (OCoLC)973559833 (DE-599)DNB1119253934 |
| dewey-full | 650 |
| dewey-hundreds | 600 - Technology (Applied sciences) |
| dewey-ones | 650 - Management and auxiliary services |
| dewey-raw | 650 |
| dewey-search | 650 |
| dewey-sort | 3650 |
| dewey-tens | 650 - Management and auxiliary services |
| discipline | Informatik Wirtschaftswissenschaften |
| format | Book |
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| indexdate | 2024-08-04T00:04:59Z |
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| series2 | Computational Risk Management |
| spelling | Olson, David L. 1944- Verfasser (DE-588)1055798854 aut Descriptive Data Mining David L. Olson Singapore Springer [2017] xi, 116 Seiten 64 Illustrationen. - Illustrationen 23.5 cm x 15.5 cm, 0 g txt rdacontent n rdamedia nc rdacarrier Computational Risk Management Big Data (DE-588)4802620-7 gnd rswk-swf Wissensmanagement (DE-588)4561842-2 gnd rswk-swf Data Mining (DE-588)4428654-5 gnd rswk-swf Risikomanagement (DE-588)4121590-4 gnd rswk-swf KJQ Big Data Business Analytics Cluster Analysis Data Mining Descriptive Data Mining Open Source Software Visualization Data Mining (DE-588)4428654-5 s Wissensmanagement (DE-588)4561842-2 s Risikomanagement (DE-588)4121590-4 s Big Data (DE-588)4802620-7 s 1\p DE-604 Springer Malaysia Representative Office (DE-588)1065365012 pbl Erscheint auch als Online-Ausgabe Descriptive Data Mining http://www.springer.com/ Verlag X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=43282325c13a4f1abebad29a9d5f0a05&prov=M&dok_var=1&dok_ext=htm Inhaltstext Digitalisierung UB Regensburg - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029435938&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Olson, David L. 1944- Descriptive Data Mining Big Data (DE-588)4802620-7 gnd Wissensmanagement (DE-588)4561842-2 gnd Data Mining (DE-588)4428654-5 gnd Risikomanagement (DE-588)4121590-4 gnd |
| subject_GND | (DE-588)4802620-7 (DE-588)4561842-2 (DE-588)4428654-5 (DE-588)4121590-4 |
| title | Descriptive Data Mining |
| title_auth | Descriptive Data Mining |
| title_exact_search | Descriptive Data Mining |
| title_full | Descriptive Data Mining David L. Olson |
| title_fullStr | Descriptive Data Mining David L. Olson |
| title_full_unstemmed | Descriptive Data Mining David L. Olson |
| title_short | Descriptive Data Mining |
| title_sort | descriptive data mining |
| topic | Big Data (DE-588)4802620-7 gnd Wissensmanagement (DE-588)4561842-2 gnd Data Mining (DE-588)4428654-5 gnd Risikomanagement (DE-588)4121590-4 gnd |
| topic_facet | Big Data Wissensmanagement Data Mining Risikomanagement |
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