Data analytics: models and algorithms for intelligent data analysis
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| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Wiesbaden
Springer Vieweg
2012
|
| Series: | Lehrbuch
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| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | IX, 137 S. graph. Darst. |
| ISBN: | 3834825883 9783834825889 |
Staff View
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Record in the Search Index
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| adam_text |
IMAGE 1
CONTENTS
1 INTRODUCTION 1
1.1 IT'S ALL ABOUT DATA 1
1.2 DATA ANALYTICS, DATA MINING, AND KNOWLEDGE DISCOVERY 2
REFERENCES 3
2 DATA AND RELATIONS 5
2.1 THE IRIS DATA SET 5
2.2 DATA SCALES 7
2.3 SET AND MATRIX REPRESENTATIONS 9
2.4 RELATIONS 10
2.5 DISSIMILARITY MEASURES 11
2.6 SIMILARITY MEASURES 13
2.7 SEQUENCE RELATIONS 15
2.8 SAMPLING AND QUANTIZATION 17
PROBLEMS 19
REFERENCES 20
3 DATA PREPROCESSING 21
3.1 ERROR TYPES 21
3.2 ERROR HANDLING 24
3.3 FILTERING 25
3.4 DATA TRANSFORMATION 30
3.5 DATA MERGING 33
PROBLEMS 33
REFERENCES 33
4 DATA VISUALIZATION 35
4.1 DIAGRAMS 35
4.2 PRINCIPAL COMPONENT ANALYSIS 37
4.3 MULTIDIMENSIONAL SCALING 41
4.4 SAMMON MAPPING 44
VII
HTTP://D-NB.INFO/1023812940
IMAGE 2
50
53 54
55 55 57 58
60 61
63
63
67 68 68 72 74 76 77 77
79 79 80 82
83 83
85 85 88 91 93
95 96
97
4.5 AUTO-ASSOCIATOR 4.6 HISTOGRAMS 4.7 SPECTRAL ANALYSIS PROBLEMS
REFERENCES
CORRELATION 5.1 LINEAR CORRELATION 5.2 CORRELATION AND CAUSALITY 5.3
CHI-SQUARE TEST FOR INDEPENDENCE
PROBLEMS REFERENCES
REGRESSION 6.1 LINEAR REGRESSION 6.2 LINEAR REGRESSION WITH NONLINEAR
SUBSTITUTION 6.3 ROBUST REGRESSION 6.4 NEURAL NETWORKS 6.5 RADIAL BASIS
FUNCTION NETWORKS 6.6 CROSS-VALIDATION 6.7 FEATURE SELECTION
PROBLEMS REFERENCES
FORECASTING 7.1 FINITE STATE MACHINES 7.2 RECURRENT MODELS 7.3
AUTOREGRESSIVE MODELS
PROBLEMS REFERENCES
CLASSIFICATION 8.1 CLASSIFICATION CRITERIA 8.2 NAIVE BAYES CLASSIFIER
8.3 LINEAR DISCRIMINANT ANALYSIS 8.4 SUPPORT VECTOR MACHINE
8.5 NEAREST NEIGHBOR CLASSIFIER 8.6 LEARNING VECTOR QUANTIZATION 8.7
DECISION TREES PROBLEMS
REFERENCES
IMAGE 3
CONTENTS IX
9 CLUSTERING 103
9.1 CLUSTER PARTITIONS 103
9.2 SEQUENTIAL CLUSTERING 105
9.3 PROTOTYPE-BASED CLUSTERING 107
9.4 FUZZY CLUSTERING 109
9.5 RELATIONAL CLUSTERING 114
9.6 CLUSTER TENDENCY ASSESSMENT 117
9.7 CLUSTER VALIDITY 118
9.8 SELF-ORGANIZING MAP 119
PROBLEMS 120
REFERENCES 121
A BRIEF REVIEW OF SOME OPTIMIZATION METHODS 123
A.L OPTIMIZATION WITH DERIVATIVES 123
A.2 GRADIENT DESCENT 124
A.3 LAGRANGE OPTIMIZATION 125
REFERENCES 126
SOLUTIONS 127
LIST OF SYMBOLS 131
INDEX 133 |
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| discipline | Informatik |
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| institution | BVB |
| isbn | 3834825883 9783834825889 |
| language | English |
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| physical | IX, 137 S. graph. Darst. |
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| spelling | Runkler, Thomas A. Verfasser (DE-588)12200566X aut Information mining Data analytics models and algorithms for intelligent data analysis Thomas A. Runkler Wiesbaden Springer Vieweg 2012 IX, 137 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Lehrbuch Data Mining (DE-588)4428654-5 gnd rswk-swf Datenanalyse (DE-588)4123037-1 gnd rswk-swf (DE-588)4123623-3 Lehrbuch gnd-content Datenanalyse (DE-588)4123037-1 s Data Mining (DE-588)4428654-5 s DE-604 Erscheint auch als Online-Ausgabe 978-3-8348-2589-6 X:MVB text/html http://deposit.dnb.de/cgi-bin/dokserv?id=4068267&prov=M&dok_var=1&dok_ext=htm Inhaltstext DNB Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=025298803&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Runkler, Thomas A. Data analytics models and algorithms for intelligent data analysis Data Mining (DE-588)4428654-5 gnd Datenanalyse (DE-588)4123037-1 gnd |
| subject_GND | (DE-588)4428654-5 (DE-588)4123037-1 (DE-588)4123623-3 |
| title | Data analytics models and algorithms for intelligent data analysis |
| title_alt | Information mining |
| title_auth | Data analytics models and algorithms for intelligent data analysis |
| title_exact_search | Data analytics models and algorithms for intelligent data analysis |
| title_full | Data analytics models and algorithms for intelligent data analysis Thomas A. Runkler |
| title_fullStr | Data analytics models and algorithms for intelligent data analysis Thomas A. Runkler |
| title_full_unstemmed | Data analytics models and algorithms for intelligent data analysis Thomas A. Runkler |
| title_short | Data analytics |
| title_sort | data analytics models and algorithms for intelligent data analysis |
| title_sub | models and algorithms for intelligent data analysis |
| topic | Data Mining (DE-588)4428654-5 gnd Datenanalyse (DE-588)4123037-1 gnd |
| topic_facet | Data Mining Datenanalyse Lehrbuch |
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