Statistical Foundations of Actuarial Learning and Its Applications
暫譯: 精算學習的統計基礎及其應用
Wüthrich, Mario V., Merz, Michael
- 出版商: Springer
- 出版日期: 2022-11-23
- 售價: $1,970
- 貴賓價: 9.5 折 $1,872
- 語言: 英文
- 頁數: 605
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031124111
- ISBN-13: 9783031124112
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相關分類:
Data Science、DeepLearning
海外代購書籍(需單獨結帳)
相關主題
商品描述
- 1. Introduction. - 2. Exponential Dispersion Family. - 3. Estimation Theory. - 4. Predictive Modeling and Forecast Evaluation. - 5. Generalized Linear Models. - 6. Bayesian Methods, Regularization and Expectation-Maximization. - 7. Deep Learning. - 8. Recurrent Neural Networks. - 9. Convolutional Neural Networks. - 10. Natural Language Processing. - 11. Selected Topics in Deep Learning. - 12. Appendix A: Technical Results on Networks. - 13. Appendix B: Data and Examples.
商品描述(中文翻譯)
- 1. 介紹
- 2. 指數散佈族
- 3. 估計理論
- 4. 預測建模與預測評估
- 5. 廣義線性模型
- 6. 貝葉斯方法、正則化與期望最大化
- 7. 深度學習
- 8. 循環神經網絡
- 9. 卷積神經網絡
- 10. 自然語言處理
- 11. 深度學習中的選定主題
- 12. 附錄 A：網絡的技術結果
- 13. 附錄 B：數據與範例
作者簡介
Mario Wüthrich is Professor in the Department of Mathematics at ETH Zurich, Honorary Visiting Professor at City, University of London (2011-2022), Honorary Professor at University College London (2013-2019), and Adjunct Professor at University of Bologna (2014-2016). He holds a Ph.D. in Mathematics from ETH Zurich (1999). From 2000 to 2005, he held an actuarial position at Winterthur Insurance, Switzerland. He is Actuary SAA (2004), served on the board of the Swiss Association of Actuaries (2006-2018), and is Editor-in-Chief of ASTIN Bulletin (since 2018).
Michael Merz has been the holder of the Chair of Mathematics and Statistics in Economics at the University of Hamburg since 2009. After completing his doctorate at the University of Tübingen on a topic from the field of risk theory, he worked from 2004 to 2006 in the actuarial department of Baloise Insurance Group and gained practical experience in the areas of quantitative risk management and Actuarial Science. He then worked until 2009 as a Juniorprofessor for statistics, risk and insurance at the University of Tübingen. Since the beginning of 2018 he is editor of ASTIN Bulletin.
Michael Merz has been the holder of the Chair of Mathematics and Statistics in Economics at the University of Hamburg since 2009. After completing his doctorate at the University of Tübingen on a topic from the field of risk theory, he worked from 2004 to 2006 in the actuarial department of Baloise Insurance Group and gained practical experience in the areas of quantitative risk management and Actuarial Science. He then worked until 2009 as a Juniorprofessor for statistics, risk and insurance at the University of Tübingen. Since the beginning of 2018 he is editor of ASTIN Bulletin.
作者簡介(中文翻譯)
馬里奧·維特里希（Mario Wüthrich）是蘇黎世聯邦理工學院（ETH Zurich）數學系的教授，曾擔任倫敦城市大學（City, University of London）的名譽訪問教授（2011-2022）、倫敦大學學院（University College London）的名譽教授（2013-2019），以及博洛尼亞大學（University of Bologna）的兼任教授（2014-2016）。他於1999年在蘇黎世聯邦理工學院獲得數學博士學位。從2000年到2005年，他在瑞士的溫特圖爾保險公司擔任精算師職位。他是SAA精算師（2004），曾在瑞士精算師協會的董事會任職（2006-2018），並自2018年起擔任ASTIN Bulletin的主編。
邁克爾·梅爾茲（Michael Merz）自2009年以來擔任漢堡大學經濟學數學與統計學講座的教授。在圖賓根大學完成有關風險理論的博士學位後，他於2004年至2006年在巴洛伊斯保險集團的精算部門工作，並在定量風險管理和精算科學領域獲得實務經驗。隨後，他在圖賓根大學擔任統計、風險與保險的助理教授，直到2009年。自2018年初以來，他是ASTIN Bulletin的編輯。
