Intelligent data analysis: an introduction
Gespeichert in:
| Format: | Buch |
|---|---|
| Sprache: | English |
| Veröffentlicht: |
Berlin [u.a.]
Springer
2003
|
| Ausgabe: | 2., rev. and extended ed. |
| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | XI, 514 S. graph. Darst. |
| ISBN: | 3540430601 |
Internformat
MARC
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| 245 | 1 | 0 | |a Intelligent data analysis |b an introduction |c ed. Michael Berthold ... |
| 250 | |a 2., rev. and extended ed. | ||
| 264 | 1 | |a Berlin [u.a.] |b Springer |c 2003 | |
| 300 | |a XI, 514 S. |b graph. Darst. | ||
| 336 | |b txt |2 rdacontent | ||
| 337 | |b n |2 rdamedia | ||
| 338 | |b nc |2 rdacarrier | ||
| 650 | 7 | |a Análise de dados |2 larpcal | |
| 650 | 7 | |a Inteligência artificial (estatísticas e dados numéricos) |2 larpcal | |
| 650 | 4 | |a Intelligence artificielle | |
| 650 | 4 | |a Statistique mathématique - Informatique | |
| 650 | 4 | |a Datenverarbeitung | |
| 650 | 4 | |a Künstliche Intelligenz | |
| 650 | 4 | |a Artificial intelligence | |
| 650 | 4 | |a Mathematical statistics | |
| 650 | 4 | |a Mathematical statistics |x Data processing | |
| 650 | 0 | 7 | |a Datenanalyse |0 (DE-588)4123037-1 |2 gnd |9 rswk-swf |
| 689 | 0 | 0 | |a Datenanalyse |0 (DE-588)4123037-1 |D s |
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Datensatz im Suchindex
| _version_ | 1804129789813981184 |
|---|---|
| adam_text | Table of Contents
1. Introduction 1
1.1 Why Intelligent Data Analysis ? 1
1.2 How the Computer Is Changing Things 4
1.3 The Nature of Data 8
1.4 Modern Data Analytic Tools 12
1.5 Conclusion 14
2. Statistical Concepts 17
2.1 Introduction 17
2.2 Probability 18
2.3 Sampling and Sampling Distributions 29
2.4 Statistical Inference 33
2.5 Prediction and Prediction Error 46
2.6 Resampling 57
2.7 Conclusion 68
3. Statistical Methods 69
3.1 Introduction 69
3.2 Generalized Linear Models 70
3.3 Special Topics in Regression Modelling 93
3.4 Classical Multivariate Analysis 100
3.5 Conclusion 129
4. Bayesian Methods 131
4.1 Introduction 131
4.2 The Bayesian Paradigm 132
4.3 Bayesian Inference 135
4.4 Bayesian Modeling 143
4.5 Bayesian Networks 153
4.6 Conclusion 167
5. Support Vector and Kernel Methods 169
5.1 Example: Kernel Perceptron 170
5.2 Overfitting and Generalization Bounds 176
5.3 Support Vector Machines 181
X Table of Contents
5.4 Kernel PCA and CCA 194
5.5 Conclusion 196
6. Analysis of Time Series 199
6.1 Introduction 199
6.2 Linear Systems Analysis 202
6.3 Nonlinear Dynamics Basics 207
6.4 Delay Coordinate Embedding 213
6.5 Examples 218
6.6 Conclusion 226
7. Rule Induction 229
7.1 Introduction 229
7.2 Propositional rule learning 232
7.3 Rule learning as search 236
7.4 Evaluating the quality of rules 242
7.5 Propositional rule induction at work 246
7.6 Learning first order rules 250
7.7 Some ILP systems at work 262
7.8 Conclusion 267
8. Neural Networks 269
8.1 Introduction 269
8.2 Fundamentals 270
8.3 Multilayer Feedforward Neural Networks 278
8.4 Learning and Generalization 283
8.5 Radial Basis Function Networks 292
8.6 Competitive Learning 300
8.7 Principal Components Analysis and Neural Networks 307
8.8 Time Series Analysis 312
8.9 Conclusion 319
9. Fuzzy Logic 321
9.1 Introduction 321
9.2 Basics of Fuzzy Sets and Fuzzy Logic 322
9.3 Extracting Fuzzy Models from Data 336
9.4 Fuzzy Decision Trees 346
9.5 Conclusion 350
10. Stochastic Search Methods 351
10.1 Introduction 351
10.2 Stochastic Search by Simulated Annealing 354
10.3 Stochastic, Adaptive Search by Evolution 360
10.4 Evolution Strategies 362
10.5 Genetic Algorithms 374
Table of Contents XI
10.6 Genetic Programming 390
10.7 Conclusion 400
11. Visualization 403
11.1 Introduction 403
11.2 Classification of Visual Data Analysis Techniques 405
11.3 Data Type to be Visualized 406
11.4 Visualization Techniques 411
11.5 Interaction Techniques 414
11.6 Specific Visual Data Analysis Techniques 418
11.7 Conclusion 426
12. Systems and Applications 429
12.1 Introduction 429
12.2 Diversity of IDA Applications 430
12.3 Several Development Issues 436
12.4 Conclusion 442
Appendix A: Tools 445
A.I Tools for statistical analysis 445
A.2 Tools for exploration/modeling 447
A.3 Tools for Text and Web Mining 454
A.4 Data Analysis Suites 456
A.5 Conclusion 464
Appendix B: Information Theoretic Tree and
Rule Induction 465
B.I Information and Uncertainty 465
B.2 Decision Tree Induction 468
B.3 Rule Induction 470
References 475
Index 501
Author Addresses 513
|
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| indexdate | 2024-07-09T19:10:43Z |
| institution | BVB |
| isbn | 3540430601 |
| language | English |
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| spelling | Intelligent data analysis an introduction ed. Michael Berthold ... 2., rev. and extended ed. Berlin [u.a.] Springer 2003 XI, 514 S. graph. Darst. txt rdacontent n rdamedia nc rdacarrier Análise de dados larpcal Inteligência artificial (estatísticas e dados numéricos) larpcal Intelligence artificielle Statistique mathématique - Informatique Datenverarbeitung Künstliche Intelligenz Artificial intelligence Mathematical statistics Mathematical statistics Data processing Datenanalyse (DE-588)4123037-1 gnd rswk-swf Datenanalyse (DE-588)4123037-1 s DE-604 Berthold, Michael 1966- Sonstige (DE-588)123947162 oth HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=010175725&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Intelligent data analysis an introduction Análise de dados larpcal Inteligência artificial (estatísticas e dados numéricos) larpcal Intelligence artificielle Statistique mathématique - Informatique Datenverarbeitung Künstliche Intelligenz Artificial intelligence Mathematical statistics Mathematical statistics Data processing Datenanalyse (DE-588)4123037-1 gnd |
| subject_GND | (DE-588)4123037-1 |
| title | Intelligent data analysis an introduction |
| title_auth | Intelligent data analysis an introduction |
| title_exact_search | Intelligent data analysis an introduction |
| title_full | Intelligent data analysis an introduction ed. Michael Berthold ... |
| title_fullStr | Intelligent data analysis an introduction ed. Michael Berthold ... |
| title_full_unstemmed | Intelligent data analysis an introduction ed. Michael Berthold ... |
| title_short | Intelligent data analysis |
| title_sort | intelligent data analysis an introduction |
| title_sub | an introduction |
| topic | Análise de dados larpcal Inteligência artificial (estatísticas e dados numéricos) larpcal Intelligence artificielle Statistique mathématique - Informatique Datenverarbeitung Künstliche Intelligenz Artificial intelligence Mathematical statistics Mathematical statistics Data processing Datenanalyse (DE-588)4123037-1 gnd |
| topic_facet | Análise de dados Inteligência artificial (estatísticas e dados numéricos) Intelligence artificielle Statistique mathématique - Informatique Datenverarbeitung Künstliche Intelligenz Artificial intelligence Mathematical statistics Mathematical statistics Data processing Datenanalyse |
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