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発展著しいベイズ統計分析の近年の成果を集約したハンドブック。基礎理論,方法論,実証応用および関連する計算手法について,一流執筆陣による全35章で立体的に解説。〔内容〕ベイズ統計の基礎(因果関係の推論,モデル選択,モデル診断ほか)/ノンパラメトリック手法/ベイズ統計における計算/時空間モデル/頑健分析・感度解析/バイオインフォマティクス・生物統計/カテゴリカルデータ解析/生存時間解析,ソフトウェア信頼性/小地域推定/ベイズ的思考法の教育
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原著者と担当章
Albert, James H.: Department of Mathematics and Statistics, Bowling Green State University, (Ch. 30).
Arellano-Valle, Reinaldo B.: Departamento de Estatistica, Facultad de Matematicas, Pontificia Universidad Catolica de Chile; Chile, (Ch. 22).
Baladandayuthapani, Veerabhadran: Department of Statistics, Texas A&M University, (Ch. 24).
Bernardo, Jose M.: Departamento de Estadistica e I.O., Universitat de Valencia; Spain, (Ch. 2).
Bolfarine, Heleno: Departmento de Estatistica, IME, Universidad de Sao Paulo; Brasil, (Ch. 22).
Branco, M.D.: University of Sao Paulo; Brazil, (Ch. 23).
Brandwein, Ann Cohen: Baruch College, The City University of New York, (Ch. 8).
Branscum, Adam J.: Department of Statistics, University of California, (Ch. 9).
Carter, Chris: CSIRO; Australia, (Ch. 18).
Chen, Ming-Hui: Department of Statistics, University of Connecticut, (Ch. 15).
Chib, Siddhartha: John M. Olin School of Business, Washington University in St. Louis, (Ch. 29).
Choudhuri, Nidhan: Department of Statistics, Case Western Reserve University, (Ch. 13).
Cripps, Edward: Department of Statistics, University of New South Wales; Australia, (Ch. 18).
Damien, Paul: McCombs School of Business, University of Texas at Austin, (Ch. 10).
Datta, Gauri Sankar: University of Georgia, (Ch. 3).
Dunson, David B.: Biostatistics Branch, National Institute of Environmental Health Sciences, (Ch. 25).
Ferreira, Marco A.R.: Instituto de Matematica, Universidade Federal do Rio de Janeiro; Brazil, (Ch. 19).
Gamerman, Dani: Instituto de Matematica, Universidade Federal do Rio de Janeiro; Brazil, (Ch. 19).
Ghosal, Subhashis: Department of Statistics, North Carolina State University, (Ch. 13).
Ghosh, Jayanta: Indian Statistical Institute; India, (Ch. 5).
Ghosh, Malay: Department of Statistics, University of Florida, (Ch. 27).
Ghosh, Sujit K.: Department of Statistics, North Carolina State University, (Ch. 31).
Gustafson, Paul: Department of Statistics, University of British Columbia; Canada, (Ch. 26).
Hanson, Timothy E.: Department of Mathematics and Statistics, University of New Mexico, (Ch. 9).
He, Chong Z.: Department of Statistics, University of Missouri-Columbia, (Ch. 32).
Hossain, Shahadut: Department of Statistics, University of British Columbia; Canada, (Ch. 26).
Iglesias, P.: Pontificia Universidad Catolica de Chile; Chile, (Ch. 23).
Johnson, Timothy D.: University of Michigan, School of Public Health, (Ch. 28).
Johnson, Valen E.: Institute of Statistics and Decision Sciences, Duke University, (Ch. 28).
Johnson, Wesley O.: Department of Statistics, University of California-Irvine, (Ch. 9).
Kohn, Robert: University of New South Wales; Australia, (Ch. 18).
Kuo, Lynn: Department of Statistics, University of Connecticut, (Ch. 33).
Liseo, Brunero: Dip. studi geoeconomici, liguistici, statistici e storici per l’analisi regionale, Universita di Roma “La Sapienza”; Italia, (Ch. 7).
Lopes, Hedibert F.: Graduate School of Business, University of Chicago, (Ch. 19).
Maiti, Tapabrata: Department of Statistics, Iowa State University, (Ch. 34).
Mallick, Bani: Department of Statistics, Texas A&M University, (Ch. 24).
Marin, Jean-Michel: Universite Paris Dauphine; France, (Ch. 16).
Martin, Jacinto: Department of Mathematics, U. Extremadura; Spain, (Ch. 21).
McCandless, Lawrence: Department of Statistics, University of British Columbia; Canada, (Ch. 26).
Mengersen, Kerrie: University of Newcastle, (Ch. 16).
Migon, Helio S.: Instituto de Matematica, Universidade Federal do Rio de Janeiro; Brazil, (Ch. 19).
Mira, Antonietta: Department of Economics, University of Insubria; Italy, (Ch. 14).
Mukherjee, Bhramar: Department of Statistics, University of Florida, (Ch. 27).
Muller, Peter: Department of Biostatistics, The University of Texas, M.D. Anderson Cancer Center, (Ch. 17).
Pericchi, Luis Raul, School of Natural Sciences, University of Puerto Rico; Puerto Rico, (Ch. 4).
Purkayastha, Sumitra: Theoretical Statistics and Mathematics Unit, Indian Statistical Institute; India, (Ch. 5).
Ray, Shubhankar: Department of Statistics, Texas A&M University, (Ch. 24).
Rios Insua, David: Decision Engineering Lab; Spain, (Ch. 21).
Robert, Christian P.: Universite Paris Dauphine; France, (Ch. 16).
Roy, Anindya: Department of Mathematics and Statistics, University of Maryland, (Ch. 13).
Rubin, Donald B.: Department of Statistics, Harvard University, (Ch. 1).
Ruggeri, Fabrizio: CNR-IMATI; Italy, (Chs. 11, 21).
Samanta, Tapas: Applied Statistics Unit, Indian Statistical Institute; India, (Ch. 5).
Sinha, Debajyoti: Department of Biostatistics, Bioinformatics & Epidemiology, MUSC, (Ch. 31).
Sinha, Samiran: Department of Statistics, Texas A&M University, (Ch. 27).
Sinharay, Sandip: Educational Testing Service, (Ch. 6).
Stangl, Dalene K.: Institute of Statistics and Decision Sciences, Duke University, (Ch. 35).
Stern, Hal S.: Department of Statistics, University of California, (Ch. 6).
Strawderman,William E.: Department of Statistics, Rutgers University, (Ch. 8).
Sun, Dongchu: Department of Statistics, University of Missouri-Columbia, (Ch. 32).
Sweeting, Trevor J.: University College London, (Ch. 3).
Vidakovic, Brani: Department of Industrial and Systems Engineering, Georgia Institute of Technology, (Ch. 11).
Vidal, I.: Universidad de Talca; Chile, (Ch. 23).
Walker, Stephen: Institute of Mathematics, Statistics and Actuarial Science, University of Kent, (Ch. 12).
Waller, Lance A.: Department of Biostatistics, Rollins School of Public Health, Emory University, (Ch. 20).