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Computer Age Statistical Inference, Student Edition最新文献

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Inference After Model Selection 模型选择后的推理
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/9781108914062.025
Ying Dong
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引用次数: 2
Bayesian Inference 贝叶斯推理
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.4135/9780857020123.n32
F. Ronquist, P. Beerli
{"title":"Bayesian Inference","authors":"F. Ronquist, P. Beerli","doi":"10.4135/9780857020123.n32","DOIUrl":"https://doi.org/10.4135/9780857020123.n32","url":null,"abstract":"The classical solution to the noise removal problem is the Wiener filter, which utilizes the second-order statistics of the Fourier decomposition. Subband decomposi-tions of natural images have significantly non-Gaussian higher-order point statistics; these statistics capture image properties that elude Fourier-based techniques. We develop a Bayesian estimator that is a natural exten-sion of the Wiener solution, and that exploits these higher-order statistics. The resulting nonlinear estimator performs a “coring” operation. We provide a simple model for the subband statistics, and use it to develop a semi-blind noise-removal algorithm based on a steerable wavelet pyramid. common","PeriodicalId":430973,"journal":{"name":"Computer Age Statistical Inference, Student Edition","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114242006","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Objective Bayes Inference and MCMC 目的贝叶斯推理与MCMC
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/CBO9781316576533.014
B. Efron, T. Hastie
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引用次数: 0
Index 指数
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/9781108914062.029
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引用次数: 0
Index 指数
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/9781108914062.030
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引用次数: 0
Cross-Validation and Cp Estimates of Prediction Error 预测误差的交叉验证和Cp估计
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/9781108914062.016
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引用次数: 0
Generalized Linear Models and Regression Trees 广义线性模型与回归树
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/CBO9781316576533.009
B. Efron, T. Hastie
{"title":"Generalized Linear Models and Regression Trees","authors":"B. Efron, T. Hastie","doi":"10.1017/CBO9781316576533.009","DOIUrl":"https://doi.org/10.1017/CBO9781316576533.009","url":null,"abstract":"","PeriodicalId":430973,"journal":{"name":"Computer Age Statistical Inference, Student Edition","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128956041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Support-Vector Machines and Kernel Methods 支持向量机与核方法
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/9781108914062.024
Daniel Khashabi
{"title":"Support-Vector Machines and Kernel Methods","authors":"Daniel Khashabi","doi":"10.1017/9781108914062.024","DOIUrl":"https://doi.org/10.1017/9781108914062.024","url":null,"abstract":"Date Topic or parts of the book Presenter 20.1 Initial arrangements, first meeting J. Karhunen 27.1 Introductory lecture; Chapter 1 J. Karhunen 3.2 Kernels; 2.1–2.3, 2.5 K. Raju 10.2 Risk and Loss Functions; Chapter 3 J. Eriksson 17.2 Regularization; 4.1–4.3, 4.7–4.10 A. Ilin 24.2 Elements of Statistical Learning Theory J. Ahola 5.1–5.4, 5.6–5.7 3.3 Optimization; 6.1–6.3, 6.6 T. Raiko 10.3 Pattern Recognition I; 7.1–7.4 R. Girdziuskas 10.3 Pattern Recognition II; 7.5–7.9 J. Raitio 17.3 Single-Class Problems: Quantile Estimation and S. Ruosaari Novelty Detection; 8.1–8.4, 8.6–8.8 24.3 Regression Estimation; 9.1–9.3, 9.6–9.7 P. Lehtimäki 31.3 No meeting! 7.4 Kernel Feature Extraction; 14.1–14.4, 14.6–14.7 A. Patrikainen 7.4 Kernel Fisher Discriminant; Chapter 15 E. Rinta-Runsala 14.4 Bayesian Kernel Methods I; 16.1–16.3 V. Viitaniemi 14.4 Bayesian Kernel Methods II; 16.5–16.8 J. Venna","PeriodicalId":430973,"journal":{"name":"Computer Age Statistical Inference, Student Edition","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131031224","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 17
Frequentist Inference 频率论的推理
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/cbo9781316576533.003
B. Efron, T. Hastie
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引用次数: 0
Postwar Statistical Inference and Methodology 战后统计推断与方法
Computer Age Statistical Inference, Student Edition Pub Date : 2021-06-17 DOI: 10.1017/CBO9781316576533.015
B. Efron, T. Hastie
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引用次数: 0
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