158:
Metropolis-Hastings chains; Basu and Chib (2003) for a method for finding marginal likelihoods in
Dirichlet process mixture models; Carlin and Chib (1995) which developed a model-space jump method for Bayesian model choice via Markov chain Monte Carlo methods; Chib (1998) which introduced a multiple-change point model that is estimated by the methods of Albert and Chib (1993) and Chib (1996) for hidden Markov processes; Kim, Shephard and Chib (1998) which introduced an efficient inference approach for univariate and multivariate stochastic volatility models; and Chib and Greenberg (1998) which developed the Bayesian analysis of the
165:
He has also developed original methods for
Bayesian inference in Tobit censored responses, discretely observed diffusions, univariate and multivariate ARMA processes, multivariate count responses, causal inference, hierarchical models of longitudinal data, nonparametric regression, and unconditional
157:
from first principles, guidance on implementation and extensions to multiple-block versions; Chib (1995) where a new method for calculating the marginal likelihood from the Gibbs output is developed; Chib and
Jeliazkov (2001) where the method of Chib (1995) is extended to output of
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based on latent variables that simplifies the
Bayesian analysis of categorical response models; Chib and Greenberg (1995) which provided a derivation of the
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1281:"Hierarchical analysis of SUR models with extensions to correlated serial errors and time-varying parameter models"
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427:
913:"Bayes Inference via Gibbs Sampling of Autoregressive Time Series Subject to Markov Mean and Variance Shifts"
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1346:"Analysis of treatment response data without the joint distribution of potential outcomes"
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1377:"Nonparametric Bayes Analysis of the Sharp and Fuzzy Regression Discontinuity Designs"
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952:"Calculating Posterior Distributions and Modal Estimates in Markov Mixture Models"
278:"Calculating Posterior Distributions and Modal Estimates in Markov Mixture Models"
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1083:"Stochastic volatility with leverage: Fast and efficient likelihood inference"
813:
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131:
996:"Stochastic Volatility: Likelihood Inference and Comparison with ARCH Models"
324:"Stochastic Volatility: Likelihood Inference and Comparison with ARCH Models"
1595:
Journal of the Royal
Statistical Society, Series B (Statistical Methodology)
1212:
1081:
Omori, Yasuhiro; Chib, Siddhartha; Shephard, Neil; Nakajima, Jouchi (2007).
1014:
788:"Marginal Likelihood and Bayes Factors for Dirichlet Process Mixture Models"
442:"Marginal Likelihood and Bayes Factors for Dirichlet Process Mixture Models"
392:
1761:
149:
Key papers include Albert and Chib (1993) which introduced an approach for
102:
126:
is an econometrician and statistician, the Harry C. Hartkopf
Professor of
1458:"Inference in Semiparametric Dynamic Models for Binary Longitudinal Data"
475:"Inference in Semiparametric Dynamic Models for Binary Longitudinal Data"
1505:"Additive cubic spline regression with Dirichlet process mixture errors"
1481:
1457:
1052:"Analysis of high dimensional multivariate stochastic volatility models"
821:
787:
535:"Tailored randomized block MCMC methods with application to DSGE models"
498:
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441:
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912:
610:
586:
315:
291:
64:
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1607:
1555:
1197:"Likelihood Inference for Discretely Observed Nonlinear Diffusions"
428:"Markov Chain Monte Carlo Methods for Stochastic Volatility Models"
377:"Likelihood Inference for Discretely Observed Nonlinear Diffusions"
1588:"Bayesian Estimation and Comparison of Conditional Moment Models"
561:"Bayesian Estimation and Comparison of Conditional Moment Models"
548:"Bayesian Estimation and Comparison of Moment Condition Models"
1239:"Bayes inference in regression models with ARMA (p, q) errors"
1536:"Bayesian Analysis and Comparison of Moment Condition Models"
587:"Bayesian Analysis of Binary and Polychotomous Response Data"
292:"Markov Chain Monte Carlo Simulation Methods in Econometrics"
225:
Bayesian
Analysis of "Binary and Polychotomous Response Data"
1312:"Markov Chain Monte Carlo Analysis of Correlated Count Data"
426:
Chib, Siddhartha; Nardari, Federico; Shephard, Neil (2002).
265:"Bayesian Model Choice via Markov Chain Monte Carlo Methods"
879:"Estimation and comparison of multiple change-point models"
1375:
Chib, Siddhartha; Greenberg, Edward; Simoni, Anna (2022).
70:
722:"Marginal Likelihood from the Metropolis-Hastings Output"
363:"Marginal Likelihood from the Metropolis-Hastings Output"
337:
Estimation and
Comparison of Multiple Change Point Models
322:
Kim, Sangjoon; Shephard, Neil; Chib, Siddhartha (1998).
1195:
Eleriain, Ola; Chib, Siddhartha; Shephard, Neil (2001).
1166:"Bayes inference in the Tobit censored regression model"
994:
Kim, Sangjoon; Shephard, Neil; Chib, Siddhartha (1998).
375:
Eleriain, Ola; Chib, Siddhartha; Shephard, Neil (2001).
239:"Understanding the Metropolis–Hastings Algorithm"
1586:
Chib, Siddhartha; Shin, Minchul; Simoni, Anna (2022).
1534:
Chib, Siddhartha; Shin, Minchul; Simoni, Anna (2018).
1419:"On MCMC sampling in hierarchical longitudinal models"
559:
Chib, Siddhartha; Shin, Minchul; Simoni, Anna (2022).
546:
Chib, Siddhartha; Shin, Minchul; Simoni, Anna (2018).
413:"Markov Chain Monte Carlo: Computation and Inference"
845:"Bayesian Model Choice via Markov Chain Monte Carlo"
508:"Analysis of Multifactor Affine Yield Curve Models"
97:
79:
63:
53:
45:
28:
21:
852:Journal of the Royal Statistical Society, Series B
565:Journal of the Royal Statistical Society, Series B
270:Journal of the Royal Statistical Society, Series B
626:"Understanding the Metropolis Hastings Algorithm"
1821:Indian Institute of Management Ahmedabad alumni
1816:Fellows of the American Statistical Association
1703:The International Society for Bayesian Analysis
1543:Journal of the American Statistical Association
1462:Journal of the American Statistical Association
792:Journal of the American Statistical Association
729:Journal of the American Statistical Association
681:Journal of the American Statistical Association
591:Journal of the American Statistical Association
553:Journal of the American Statistical Association
533:Chib, Siddhartha; Ramamurthy, Srikanth (2010).
515:Journal of the American Statistical Association
479:Journal of the American Statistical Association
446:Journal of the American Statistical Association
368:Journal of the American Statistical Association
257:Journal of the American Statistical Association
230:Journal of the American Statistical Association
1796:University of California, Santa Barbara alumni
1310:Chib, Siddhartha; Winkelmann, Rainer (2001).
506:Chib, Siddhartha; Ergashev, Bakhodir (2009).
182:, in 1982, and a Ph.D. in economics from the
8:
1503:Chib, Siddhartha; Greenberg, Edward (2010).
1279:Chib, Siddhartha; Greenberg, Edward (1995).
1237:Chib, Siddhartha; Greenberg, Edward (1994).
1112:Chib, Siddhartha; Greenberg, Edward (1998).
1050:Chib, Siddhartha; Nardari, Federico (2006).
624:Chib, Siddhartha; Greenberg, Edward (1995).
348:Chib, Siddhartha; Greenberg, Edward (1998).
290:Chib, Siddhartha; Greenberg, Edward (1996).
237:Chib, Siddhartha; Greenberg, Edward (1995).
1319:Journal of Business and Economic Statistics
917:Journal of Business and Economic Statistics
674:"Marginal Likelihood from the Gibbs Output"
252:"Marginal Likelihood from the Gibbs Output"
1801:Washington University in St. Louis faculty
1456:Chib, Siddhartha; Jeliazkov, Ivan (2006).
1417:Chib, Siddhartha; Carlin, Bradley (1998).
843:Carlin, Bradley; Chib, Siddhartha (1995).
720:Chib, Siddhartha; Jeliazkov, Ivan (2001).
473:Chib, Siddhartha; Jeliazkov, Ivan (2006).
361:Chib, Siddhartha; Jeliazkov, Ivan (2001).
208:International Society of Bayesian Analysis
18:
1606:
1554:
1129:
970:
803:
740:
180:Indian Institute of Management, Ahmedabad
1114:"Analysis of multivariate probit models"
350:"Analysis of Multivariate Probit Models"
786:Basu, Sanjib; Chib, Siddhartha (2003).
577:
440:Basu, Sanjib; Chib, Siddhartha (2003).
263:Carlin, Brad; Chib, Siddhartha (1995).
184:University of California, Santa Barbara
33:University of California, Santa Barbara
911:Albert, Jim; Chib, Siddhartha (1993).
585:Albert, Jim; Chib, Siddhartha (1993).
418:. In Heckman, Jim; Leamer, Ed (eds.).
223:Albert, Jim; Chib, Siddhartha (1993).
151:binary and categorical response models
1841:Indian emigrants to the United States
174:He received a bachelor's degree from
7:
1709:from the original on 9 February 2018
1826:St. Stephen's College, Delhi alumni
1649:from the original on 23 April 2020
1643:Washington University in St. Louis
864:10.1111/j.2517-6161.1995.tb02042.x
420:Handbook of Econometrics, volume 5
136:Washington University in St. Louis
58:Washington University in St. Louis
14:
1729:"Journal of Econometrics Fellows"
1679:from the original on 21 May 2020
1673:American Statistical Association
204:American Statistical Association
144:Markov chain Monte Carlo methods
1261:from the original on 2020-07-24
1219:from the original on 2020-10-26
1146:from the original on 2019-03-21
1032:from the original on 2017-08-11
768:from the original on 2019-07-15
702:from the original on 2019-07-15
654:from the original on 2019-11-13
422:. Elsevier. pp. 3569–3649.
399:from the original on 2020-10-26
166:and conditional moment models.
16:Statistician and econometrician
1836:21st-century Indian economists
1831:20th-century Indian economists
693:10.1080/01621459.1995.10476635
645:10.1080/00031305.1995.10476177
603:10.1080/01621459.1993.10476321
178:, in 1979, an M.B.A. from the
1:
1745:10.1016/S0304-4076(97)80004-8
1565:10.1080/01621459.2017.1358172
1521:10.1016/j.jeconom.2009.11.002
1362:10.1016/j.jeconom.2006.07.009
1099:10.1016/j.jeconom.2006.07.008
1068:10.1016/j.jeconom.2005.06.026
898:10.1016/S0304-4076(97)00115-2
186:, in 1986. His advisors were
155:Metropolis-Hastings algorithm
1739:(1): 131–133. January 1997.
1297:10.1016/0304-4076(94)01653-H
1255:10.1016/0304-4076(94)90063-9
1182:10.1016/0304-4076(92)90030-U
1153:– via Oxford Academic.
981:10.1016/0304-4076(95)01770-4
188:Sreenivasa Rao Jammalamadaka
176:St. Stephen’s College, Delhi
84:Sreenivasa Rao Jammalamadaka
138:. His work is primarily in
1862:
1474:10.1198/016214505000000871
1003:Review of Economic Studies
751:10.1198/016214501750332848
491:10.1198/016214505000000871
335:Chib, Siddhartha (1998). "
329:Review of Economic Studies
1396:10.1017/S0266466622000019
1344:Chib, Siddhartha (2007).
1331:10.1198/07350010152596673
1164:Chib, Siddhartha (1992).
950:Chib, Siddhartha (1996).
877:Chib, Siddhartha (1998).
814:10.1198/01621450338861947
672:Chib, Siddhartha (1995).
527:10.1198/jasa.2009.ap08029
458:10.1198/01621450338861947
411:Chib, Siddhartha (2001).
308:10.1017/S0266466600006794
276:Chib, Siddhartha (1996).
260:, 90(4), 1313–1321.
250:Chib, Siddhartha (1995).
160:multivariate probit model
93:
38:
1769:publications indexed by
1423:Statistics and Computing
49:Econometrics, Statistics
1806:Delhi University alumni
1733:Journal of Econometrics
1509:Journal of Econometrics
1435:10.1023/A:1008853808677
1350:Journal of Econometrics
1285:Journal of Econometrics
1243:Journal of Econometrics
1213:10.1111/1468-0262.00226
1170:Journal of Econometrics
1140:10.1093/biomet/85.2.347
1087:Journal of Econometrics
1056:Journal of Econometrics
1015:10.1111/1467-937X.00050
959:Journal of Econometrics
886:Journal of Econometrics
540:Journal of Econometrics
433:Journal of Econometrics
393:10.1111/1468-0262.00226
342:Journal of Econometrics
283:Journal of Econometrics
273:, 57(3), 473–484.
247:, 49(4), 327–335.
212:Journal of Econometrics
1791:Bayesian statisticians
202:He is a fellow of the
633:American Statistician
244:American Statistician
218:Selected publications
1846:Indian statisticians
556:, 113(4), 1656-1668.
142:, econometrics, and
140:Bayesian statistics
1669:"ASA Fellows List"
1617:10.1111/rssb.12484
1384:Econometric Theory
687:(432): 1313–1321.
567:, 84 (3), 740–764.
521:(488): 1324–1337.
296:Econometric Theory
371:, 96(1), 270-281.
198:Honors and awards
121:
120:
80:Academic advisors
40:Scientific career
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88:Thomas F. Cooley
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1811:Econometricians
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1767:Siddhartha Chib
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234:88(2), 669–679.
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124:Siddhartha Chib
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29:Alma mater
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23:Siddhartha Chib
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1771:Google Scholar
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1757:
1756:External links
1754:
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1750:
1720:
1699:"ISBA Fellows"
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1660:
1630:
1601:(3): 740–764.
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1515:(2): 322–336.
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