Kernel discriminant analysis:
Saved in:
| Main Author: | |
|---|---|
| Format: | Book |
| Language: | English |
| Published: |
Chichester (u.a.)
Research Studies Pr.
1982
|
| Series: | Electronic and electrical engineering research studies Pattern recognition and image processing research studies series
2. |
| Subjects: | |
| Online Access: | Inhaltsverzeichnis |
| Physical Description: | X, 253 S. |
| ISBN: | 0471102113 |
Staff View
MARC
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Record in the Search Index
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| adam_text |
Titel: Kernel discriminant analysis
Autor: Hand, David J
Jahr: 1982
Contents (ix) 1 . INTRODUCTION 1.1 Basic Ideas 1 1.2 Methods 5 1.3 Background Reading 11 2. KERNEL ESTIMATORS 2.1 Informal Concepts of Kernel Estimation. 15 2.2 Single Continuous Variables 21 2.3 Multiple Continuous Variables 34 3. CHOICE OF SMOOTHING PARAMETERS AND KERNEL FOR CONTINUOUS VARIABLES 3.1 Introduction 45 3.2 The MSE and MISE Measures 46 3.3 Other Measures 66 3.4 Cross Validation 76 3.5 To Choose a Method 82 3.6 Location Dependent Smoothing Parameters 116 4. CATEGORICAL VARIABLES 4.1 Introduction 123 4.2 Kernels for Categorical Variables 128 4.3 Choosing Smoothing Parameters 138 4.3.1 Maximum likelihood 139 4.3.2 Cross validatory methods 140 4.3*3 Hall's method 143 4.3.4 Marginal methods 145 4.3.5 Other pseudo-Bayes methods 152 4.4 Choosing a Method of Choosing a Smoothing Parameter 154 5. LOSS ESTIMATION AND VARIABLE SELECTION 5.1 Introduction 165 5.2 Error Rate Estimation 169 5.3 On Choosing Variables 185 5.4 Separability Measures 196 5.5 Selection Algorithms 201
6. OTHER TOPICS 6.1 Preprocessing the Design Set 207 6.2 The Reject Option 209 6.3 Mixed Variable Types 210 6.4 Missing Data 211 7. KERNEL METHODS VERSUS THE REST 7.1 Continuous Variables 215 7.2 Categorical Variables 229 7.3 Nearest Neighbour Methods 233 7.4 Conclusions. 235 REFERENCES 237 |
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| discipline | Mathematik Wirtschaftswissenschaften |
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| indexdate | 2025-03-14T17:01:44Z |
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| language | English |
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| physical | X, 253 S. |
| publishDate | 1982 |
| publishDateSearch | 1982 |
| publishDateSort | 1982 |
| publisher | Research Studies Pr. |
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| series | Electronic and electrical engineering research studies Pattern recognition and image processing research studies series |
| series2 | Electronic and electrical engineering research studies / Pattern recognition and image processing research studies series |
| spelling | Hand, D. J. 1950- Verfasser (DE-588)123535492 aut Kernel discriminant analysis D. J. Hand Chichester (u.a.) Research Studies Pr. 1982 X, 253 S. txt rdacontent n rdamedia nc rdacarrier Electronic and electrical engineering research studies / Pattern recognition and image processing research studies series 2. Analyse (algemeen) gtt Analyse discriminante Discriminantanalyse gtt Perception de structure Discriminant analysis Pattern perception Diskriminanzanalyse (DE-588)4012470-8 gnd rswk-swf Diskriminanzanalyse (DE-588)4012470-8 s DE-604 Electronic and electrical engineering research studies Pattern recognition and image processing research studies series 2. (DE-604)BV001895039 2. HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=001467655&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Hand, D. J. 1950- Kernel discriminant analysis Electronic and electrical engineering research studies Pattern recognition and image processing research studies series Analyse (algemeen) gtt Analyse discriminante Discriminantanalyse gtt Perception de structure Discriminant analysis Pattern perception Diskriminanzanalyse (DE-588)4012470-8 gnd |
| subject_GND | (DE-588)4012470-8 |
| title | Kernel discriminant analysis |
| title_auth | Kernel discriminant analysis |
| title_exact_search | Kernel discriminant analysis |
| title_full | Kernel discriminant analysis D. J. Hand |
| title_fullStr | Kernel discriminant analysis D. J. Hand |
| title_full_unstemmed | Kernel discriminant analysis D. J. Hand |
| title_short | Kernel discriminant analysis |
| title_sort | kernel discriminant analysis |
| topic | Analyse (algemeen) gtt Analyse discriminante Discriminantanalyse gtt Perception de structure Discriminant analysis Pattern perception Diskriminanzanalyse (DE-588)4012470-8 gnd |
| topic_facet | Analyse (algemeen) Analyse discriminante Discriminantanalyse Perception de structure Discriminant analysis Pattern perception Diskriminanzanalyse |
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