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Computer age statistical inference : algorithms, evidence, and data science

Computer age statistical inference : algorithms, evidence, and data science (12회 대출)

자료유형
단행본
개인저자
Efron, Bradley. Hastie, Trevor.
서명 / 저자사항
Computer age statistical inference : algorithms, evidence, and data science / Bradley Efron, Stanford University, California, Trevor Hastie, Stanford University, California.
발행사항
New York, NY :   Cambridge University Press,   c2016.  
형태사항
xix, 475 p. : ill. (chiefly col.) ; 24 cm.
총서사항
Institute of Mathematical Statistics monographs
ISBN
9781107149892 (hbk. : alk. paper)
서지주기
Includes bibliographical references and indexes.
일반주제명
Mathematical statistics --Data processing.
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035 ▼a (KERIS)REF000018173958
040 ▼a DLC ▼b eng ▼c DLC ▼e rda ▼d DLC ▼d 211009
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100 1 ▼a Efron, Bradley.
245 1 0 ▼a Computer age statistical inference : ▼b algorithms, evidence, and data science / ▼c Bradley Efron, Stanford University, California, Trevor Hastie, Stanford University, California.
260 ▼a New York, NY : ▼b Cambridge University Press, ▼c c2016.
300 ▼a xix, 475 p. : ▼b ill. (chiefly col.) ; ▼c 24 cm.
490 1 ▼a Institute of Mathematical Statistics monographs
504 ▼a Includes bibliographical references and indexes.
650 0 ▼a Mathematical statistics ▼x Data processing.
700 1 ▼a Hastie, Trevor.
830 0 ▼a Institute of Mathematical Statistics monographs.
945 ▼a KLPA

No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 중앙도서관/서고7층/ 청구기호 519.50285 E27c 등록번호 111787828 도서상태 대출가능 반납예정일 예약 서비스 B M
No. 2 소장처 과학도서관/Sci-Info(2층서고)/ 청구기호 519.50285 E27c 등록번호 121239154 도서상태 대출가능 반납예정일 예약 서비스 B M
No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 중앙도서관/서고7층/ 청구기호 519.50285 E27c 등록번호 111787828 도서상태 대출가능 반납예정일 예약 서비스 B M
No. 소장처 청구기호 등록번호 도서상태 반납예정일 예약 서비스
No. 1 소장처 과학도서관/Sci-Info(2층서고)/ 청구기호 519.50285 E27c 등록번호 121239154 도서상태 대출가능 반납예정일 예약 서비스 B M

컨텐츠정보

목차

Part I. Classic Statistical Inference: -- 1. Algorithms and inference -- 2. Frequentist inference -- 3. Bayesian inference -- 4. Fisherian inference and maximum likelihood estimation -- 5. Parametric models and exponential families -- Part II. Early Computer-Age Methods: -- 6. Empirical Bayes -- 7. James–Stein estimation and ridge regression -- 8. Generalized linear models and regression trees -- 9. Survival analysis and the EM algorithm -- 10. The jackknife and the bootstrap -- 11. Bootstrap confidence intervals -- 12. Cross-validation and Cp estimates of prediction error --13. Objective Bayes inference and Markov chain Monte Carlo --14. Statistical inference and methodology in the postwar era -- Part III. Twenty-First Century Topics: -- 15. Large-scale hypothesis testing and false discovery rates -- 16. Sparse modeling and the lasso -- 17. Random forests and boosting -- 18. Neural networks and deep learning -- 19. Support-vector machines and kernel methods -- 20. Inference after model selection -- 21. Empirical Bayes estimation strategies -- Epilogue

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