Flexible semi- and non-parametric modelling and prognosis for discrete outcomes:
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| Main Author: | |
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| Format: | Thesis Book |
| Language: | English |
| Published: |
Berlin
Logos
2006
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| Subjects: | |
| Online Access: | Inhaltstext Inhaltsverzeichnis |
| Physical Description: | IV, 104 S. 210 mm x 145 mm |
| ISBN: | 3832511717 |
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Record in the Search Index
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| adam_text | Contents
Introduction 1
1 Generalized additive modeis by additive boosting 3
1.1 Generalized linear and additive modeis 4
1.1.1 Framework 4
1.1.2 Estimation 7
1.2 Generalized additive model boosting 10
1.2.1 Boosting and gradient descent 10
1.2.2 Generalized additive modeis by repeated fitting of residuals 11
1.2.3 Specific learners 14
1.3 Model characteristics 18
1.3.1 Selection of Parameters and model complexity 18
1.3.2 Confidence bands 23
1.4 Comparison to alternative fitting methods 25
1.4.1 GAMBoost and LogitBoost 25
1.4.2 Empirical comparison 25
1.5 Realdata 36
1.6 Discussion 38
2 Flexible modelling of discrete failure time 39
2.1 Theory 40
2.1.1 Framework for survival models 40
2.1.2 Flexible models for discrete time 41
2.2 Simulation study 50
2.2.1 Parametric and non linear effects without time Variation . 55
2.2.2 Parametric and non linear effects with time variation ... 58
2.3 Realdata 64
2.4 Discussion 67
3 Localized logistic regression 69
3.1 Theory 71
3.1.1 Localized logistic regression 72
3.1.2 Local reduction of dimensions by selection of predictors . . 74
3.1.3 Computational optimization 75
3.1.4 Algorithm and parameter selection 77
3.1.5 Relevance of variables 78
3.2 Simulation study 78
3.2.1 Example data and results 80
3.2.2 Summary of Simulation results 92
3.3 Real data 95
3.4 Discussion 98
|
| adam_txt |
Contents
Introduction 1
1 Generalized additive modeis by additive boosting 3
1.1 Generalized linear and additive modeis 4
1.1.1 Framework 4
1.1.2 Estimation 7
1.2 Generalized additive model boosting 10
1.2.1 Boosting and gradient descent 10
1.2.2 Generalized additive modeis by repeated fitting of residuals 11
1.2.3 Specific learners 14
1.3 Model characteristics 18
1.3.1 Selection of Parameters and model complexity 18
1.3.2 Confidence bands 23
1.4 Comparison to alternative fitting methods 25
1.4.1 GAMBoost and LogitBoost 25
1.4.2 Empirical comparison 25
1.5 Realdata 36
1.6 Discussion 38
2 Flexible modelling of discrete failure time 39
2.1 Theory 40
2.1.1 Framework for survival models 40
2.1.2 Flexible models for discrete time 41
2.2 Simulation study 50
2.2.1 Parametric and non linear effects without time Variation . 55
2.2.2 Parametric and non linear effects with time variation . 58
2.3 Realdata 64
2.4 Discussion 67
3 Localized logistic regression 69
3.1 Theory 71
3.1.1 Localized logistic regression 72
3.1.2 Local reduction of dimensions by selection of predictors . . 74
3.1.3 Computational optimization 75
3.1.4 Algorithm and parameter selection 77
3.1.5 Relevance of variables 78
3.2 Simulation study 78
3.2.1 Example data and results 80
3.2.2 Summary of Simulation results 92
3.3 Real data 95
3.4 Discussion 98 |
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| illustrated | Not Illustrated |
| index_date | 2024-07-02T14:32:36Z |
| indexdate | 2024-07-09T20:38:30Z |
| institution | BVB |
| isbn | 3832511717 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-014770524 |
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| physical | IV, 104 S. 210 mm x 145 mm |
| publishDate | 2006 |
| publishDateSearch | 2006 |
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| spelling | Binder, Harald Verfasser aut Flexible semi- and non-parametric modelling and prognosis for discrete outcomes Harald Binder Berlin Logos 2006 IV, 104 S. 210 mm x 145 mm txt rdacontent n rdamedia nc rdacarrier Zugl.: München, Univ., Diss., 2006 Ausreißer Statistik (DE-588)4510494-3 gnd rswk-swf Verallgemeinertes lineares Modell (DE-588)4124382-1 gnd rswk-swf Nichtparametrische Schätzung (DE-588)4203980-0 gnd rswk-swf (DE-588)4113937-9 Hochschulschrift gnd-content Verallgemeinertes lineares Modell (DE-588)4124382-1 s Ausreißer Statistik (DE-588)4510494-3 s Nichtparametrische Schätzung (DE-588)4203980-0 s DE-604 text/html http://deposit.dnb.de/cgi-bin/dokserv?id=2786084&prov=M&dok_var=1&dok_ext=htm Inhaltstext HBZ Datenaustausch application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=014770524&sequence=000002&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
| spellingShingle | Binder, Harald Flexible semi- and non-parametric modelling and prognosis for discrete outcomes Ausreißer Statistik (DE-588)4510494-3 gnd Verallgemeinertes lineares Modell (DE-588)4124382-1 gnd Nichtparametrische Schätzung (DE-588)4203980-0 gnd |
| subject_GND | (DE-588)4510494-3 (DE-588)4124382-1 (DE-588)4203980-0 (DE-588)4113937-9 |
| title | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes |
| title_auth | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes |
| title_exact_search | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes |
| title_exact_search_txtP | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes |
| title_full | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes Harald Binder |
| title_fullStr | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes Harald Binder |
| title_full_unstemmed | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes Harald Binder |
| title_short | Flexible semi- and non-parametric modelling and prognosis for discrete outcomes |
| title_sort | flexible semi and non parametric modelling and prognosis for discrete outcomes |
| topic | Ausreißer Statistik (DE-588)4510494-3 gnd Verallgemeinertes lineares Modell (DE-588)4124382-1 gnd Nichtparametrische Schätzung (DE-588)4203980-0 gnd |
| topic_facet | Ausreißer Statistik Verallgemeinertes lineares Modell Nichtparametrische Schätzung Hochschulschrift |
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| work_keys_str_mv | AT binderharald flexiblesemiandnonparametricmodellingandprognosisfordiscreteoutcomes |