Edit Profile (opens in new tab) Shojaie, Ali Co-Author Distance Author ID: shojaie.ali Published as: Shojaie, Ali; Shojaie, A. Documents Indexed: 30 Publications since 2010, including 1 Additional arXiv Preprint 1 Further Contribution Co-Authors: 35 Co-Authors with 31 Joint Publications 577 Co-Co-Authors all top 5 Co-Authors 0 single-authored 5 Witten, Daniela M. 4 Drton, Mathias 4 Zhao, Sen 3 Chen, Shizhe 3 Michailidis, George C. 3 Tank, Alex 2 Fox, Emily B. 2 Li, Xiudi 2 Randolph, Timothy W. 2 Safikhani, Abolfazl 2 Simon, Noah Robin 2 Yu, Shiqing 1 Alishahi, Kasra 1 Bareinboim, Elias 1 Basu, Sumanta 1 Bhattacharya, Debopam 1 Bühlmann, Peter 1 Carone, Marco 1 Chen, Wenyu 1 Copeland, Wade 1 Crudu, Federico 1 Davison, Andrew J. 1 Dawid, Philip 1 Didelez, Vanessa 1 Ding, Peng 1 Ehyaei, Ahmad Reza 1 Feller, Avi 1 Fine, Jason Peter 1 Foster, Adam 1 Hansen, Niels Richard 1 Haris, Asad 1 Hastie, Trevor John 1 Hudgens, Michael G. 1 Hudson, Aaron 1 Hullar, Meredith 1 Kasza, Jessica 1 Knight, Parker 1 Küçükyavuz, Simge 1 Lauritzen, Steffen Lilholt 1 Lee, Kuang-Yao 1 Lin, Lina 1 Linton, Oliver Bruce 1 Liu, Tianqi 1 López, Freddy Omar 1 Lu, Zudi 1 Manzour, Hasan 1 Mateu, Jorge 1 Meinshausen, Nicolai 1 Mooij, Joris M. 1 Mukherjee, Sach 1 Oates, Chris J. 1 Pan, Wenliang 1 Peters, Jonas 1 Porcu, Emilio 1 Richardson, Thomas Stuart 1 Robins, James M. 1 Saegusa, Takumi 1 Sondhi, Arjun 1 Stehlík, Milan 1 Stehlíková, Silvia 1 Tan, Kean Ming 1 Thwaites, Peter Adam 1 Tibshirani, Robert John 1 VanderWeele, Tyler J. 1 Voorman, Arend 1 Wang, Linbo 1 Wang, Xia 1 Wei, Linchuan 1 Wen, Canhong 1 Whitney, David 1 Wu, Hao-Hsiang 1 Zhang, Kunhui 1 Zhao, Hongyu 1 Zhao, Qingyuan 1 Zheng, Charles Zhoucheng 1 Zou, Jian all top 5 Serials 5 Biometrika 4 Electronic Journal of Statistics 3 Journal of Machine Learning Research (JMLR) 3 The Annals of Applied Statistics 2 Journal of the American Statistical Association 2 Statistical Science 2 Computational Statistics and Data Analysis 2 SIAM Journal on Mathematics of Data Science 1 Biometrics 1 Statistica Sinica 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Statistical Applications in Genetics and Molecular Biology 1 Journal of the Iranian Statistical Society JIRSS 1 Sankhyā. Series A 1 Information and Inference all top 5 Fields 29 Statistics (62-XX) 3 Combinatorics (05-XX) 3 Probability theory and stochastic processes (60-XX) 1 Numerical analysis (65-XX) 1 Computer science (68-XX) 1 Biology and other natural sciences (92-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 23 Publications have been cited 220 times in 179 Documents Cited by ▼ Year ▼ Penalized likelihood methods for estimation of sparse high-dimensional directed acyclic graphs. Zbl 1195.62090 Shojaie, Ali; Michailidis, George 46 2010 Causal inference by using invariant prediction: identification and confidence intervals. With discussion and authors’ reply. Zbl 1414.62297 Peters, Jonas; Bühlmann, Peter; Meinshausen, Nicolai 42 2016 Graph estimation with joint additive models. Zbl 1285.62061 Voorman, Arend; Shojaie, Ali; Witten, Daniela 26 2014 Selection and estimation for mixed graphical models. Zbl 1345.62081 Chen, Shizhe; Witten, Daniela M.; Shojaie, Ali 24 2015 Estimation of high-dimensional graphical models using regularized score matching. Zbl 1336.62130 Lin, Lina; Drton, Mathias; Shojaie, Ali 18 2016 Joint estimation of precision matrices in heterogeneous populations. Zbl 1341.62130 Saegusa, Takumi; Shojaie, Ali 15 2016 Network Granger causality with inherent grouping structure. Zbl 1360.62312 Basu, Sumanta; Shojaie, Ali; Michailidis, George 14 2015 Joint structural break detection and parameter estimation in high-dimensional nonstationary VAR models. Zbl 1506.62372 Safikhani, Abolfazl; Shojaie, Ali 10 2022 Generalized score matching for non-negative data. Zbl 1489.62082 Yu, Shiqing; Drton, Mathias; Shojaie, Ali 10 2019 The cluster graphical Lasso for improved estimation of Gaussian graphical models. Zbl 1507.62165 Tan, Kean Ming; Witten, Daniela; Shojaie, Ali 10 2015 A significance test for graph-constrained estimation. Zbl 1419.62493 Zhao, Sen; Shojaie, Ali 8 2016 In defense of the indefensible: a very naïve approach to high-dimensional inference. Zbl 07473936 Zhao, Sen; Witten, Daniela; Shojaie, Ali 8 2021 Kernel-penalized regression for analysis of microbiome data. Zbl 1393.62092 Randolph, Timothy W.; Zhao, Sen; Copeland, Wade; Hullar, Meredith; Shojaie, Ali 6 2018 Nearly assumptionless screening for the mutually-exciting multivariate Hawkes process. Zbl 1364.60061 Chen, Shizhe; Witten, Daniela; Shojaie, Ali 4 2017 The convex mixture distribution: Granger causality for categorical time series. Zbl 1468.62310 Tank, Alex; Li, Xiudi; Fox, Emily B.; Shojaie, Ali 4 2021 The reduced PC-algorithm: improved causal structure learning in large random networks. Zbl 1446.62256 Sondhi, Arjun; Shojaie, Ali 4 2019 Network enrichment analysis in complex experiments. Zbl 1304.92067 Shojaie, Ali; Michailidis, George 3 2010 Identifiability and estimation of structural vector autoregressive models for subsampled and mixed-frequency time series. Zbl 1442.62206 Tank, A.; Fox, E. B.; Shojaie, A. 3 2019 Bayesian hidden Markov models for dependent large-scale multiple testing. Zbl 1507.62180 Wang, Xia; Shojaie, Ali; Zou, Jian 2 2019 Comment on: “Models as (deliberate) approximations”. Zbl 1440.62031 Whitney, David; Shojaie, Ali; Carone, Marco 2 2019 Nonparametric regression with adaptive truncation via a convex hierarchical penalty. Zbl 1506.62281 Haris, Asad; Shojaie, Ali; Simon, Noah 1 2019 Convergence rates of nonparametric penalized regression under misspecified smoothness. Zbl 1475.62149 Simon, Noah; Shojaie, Ali 1 2021 Network differential connectivity analysis. Zbl 1498.62277 Zhao, Sen; Shojaie, Ali 1 2022 Joint structural break detection and parameter estimation in high-dimensional nonstationary VAR models. Zbl 1506.62372 Safikhani, Abolfazl; Shojaie, Ali 10 2022 Network differential connectivity analysis. Zbl 1498.62277 Zhao, Sen; Shojaie, Ali 1 2022 In defense of the indefensible: a very naïve approach to high-dimensional inference. Zbl 07473936 Zhao, Sen; Witten, Daniela; Shojaie, Ali 8 2021 The convex mixture distribution: Granger causality for categorical time series. Zbl 1468.62310 Tank, Alex; Li, Xiudi; Fox, Emily B.; Shojaie, Ali 4 2021 Convergence rates of nonparametric penalized regression under misspecified smoothness. Zbl 1475.62149 Simon, Noah; Shojaie, Ali 1 2021 Generalized score matching for non-negative data. Zbl 1489.62082 Yu, Shiqing; Drton, Mathias; Shojaie, Ali 10 2019 The reduced PC-algorithm: improved causal structure learning in large random networks. Zbl 1446.62256 Sondhi, Arjun; Shojaie, Ali 4 2019 Identifiability and estimation of structural vector autoregressive models for subsampled and mixed-frequency time series. Zbl 1442.62206 Tank, A.; Fox, E. B.; Shojaie, A. 3 2019 Bayesian hidden Markov models for dependent large-scale multiple testing. Zbl 1507.62180 Wang, Xia; Shojaie, Ali; Zou, Jian 2 2019 Comment on: “Models as (deliberate) approximations”. Zbl 1440.62031 Whitney, David; Shojaie, Ali; Carone, Marco 2 2019 Nonparametric regression with adaptive truncation via a convex hierarchical penalty. Zbl 1506.62281 Haris, Asad; Shojaie, Ali; Simon, Noah 1 2019 Kernel-penalized regression for analysis of microbiome data. Zbl 1393.62092 Randolph, Timothy W.; Zhao, Sen; Copeland, Wade; Hullar, Meredith; Shojaie, Ali 6 2018 Nearly assumptionless screening for the mutually-exciting multivariate Hawkes process. Zbl 1364.60061 Chen, Shizhe; Witten, Daniela; Shojaie, Ali 4 2017 Causal inference by using invariant prediction: identification and confidence intervals. With discussion and authors’ reply. Zbl 1414.62297 Peters, Jonas; Bühlmann, Peter; Meinshausen, Nicolai 42 2016 Estimation of high-dimensional graphical models using regularized score matching. Zbl 1336.62130 Lin, Lina; Drton, Mathias; Shojaie, Ali 18 2016 Joint estimation of precision matrices in heterogeneous populations. Zbl 1341.62130 Saegusa, Takumi; Shojaie, Ali 15 2016 A significance test for graph-constrained estimation. Zbl 1419.62493 Zhao, Sen; Shojaie, Ali 8 2016 Selection and estimation for mixed graphical models. Zbl 1345.62081 Chen, Shizhe; Witten, Daniela M.; Shojaie, Ali 24 2015 Network Granger causality with inherent grouping structure. Zbl 1360.62312 Basu, Sumanta; Shojaie, Ali; Michailidis, George 14 2015 The cluster graphical Lasso for improved estimation of Gaussian graphical models. Zbl 1507.62165 Tan, Kean Ming; Witten, Daniela; Shojaie, Ali 10 2015 Graph estimation with joint additive models. Zbl 1285.62061 Voorman, Arend; Shojaie, Ali; Witten, Daniela 26 2014 Penalized likelihood methods for estimation of sparse high-dimensional directed acyclic graphs. Zbl 1195.62090 Shojaie, Ali; Michailidis, George 46 2010 Network enrichment analysis in complex experiments. Zbl 1304.92067 Shojaie, Ali; Michailidis, George 3 2010 all cited Publications top 5 cited Publications all top 5 Cited by 410 Authors 14 Shojaie, Ali 8 Michailidis, George C. 7 Khare, Kshitij 6 Cao, Xuan 5 Baladandayuthapani, Veerabhadran 5 Lee, Kyoungjae 4 Bühlmann, Peter 4 Drton, Mathias 4 Liu, Yufeng 4 Safikhani, Abolfazl 4 Stingo, Francesco Claudio 4 Zhao, Sen 3 Candès, Emmanuel J. 3 Fearnhead, Paul 3 Guo, Xiao 3 Liu, Han 3 Ni, Yang 3 Randolph, Timothy W. 3 Simon, Noah Robin 3 Solea, Eftychia 3 Zhang, Hai 2 Betsch, Steffen 2 Boyd, Stephen Poythress 2 Caffo, Brian S. 2 Chun, Hyonho 2 Ebner, Bruno 2 Eckley, Idris A. 2 Ernest, Jan 2 Foygel Barber, Rina 2 Fu, Fei 2 Ghosh, Malay 2 Han, SungWon 2 Heiner, Matthew 2 Ji, Yuan 2 Kottas, Athanasios 2 Lee, Jaeyong 2 Li, Bing 2 Lin, Lizhen 2 Liu, Jianyu 2 Ma, Shuangge 2 Matsuda, Takeru 2 Müller, Peter 2 Ning, Yang 2 Oh, Jihwan 2 Park, Gunwoong 2 Peters, Jonas 2 Price, Bradley S. 2 Raskutti, Garvesh 2 Sherwood, Ben 2 Sun, Wei 2 Tan, Kean Ming 2 Tuck, Jonathan E. 2 van Wieringen, Wessel N. 2 Vannucci, Marina 2 Witten, Daniela M. 2 Zhang, Qingzhao 2 Zhao, Yi 2 Zheng, Lili 2 Zhong, Hua 2 Zhou, Qing 1 Achab, Massil 1 Ağraz, Melih 1 Al Hajj, Rayan 1 Allen, Genevera I. 1 Altomare, Davide 1 Amin, Hesham M. 1 Andrade, Daniel 1 Arshad, Hasan 1 Asgharian, Masoud 1 Ayyıldız, Ezgi 1 Bacry, Emmanuel 1 Baek, Changryong 1 Bai, Peiliang 1 Bai, Yue 1 Baker, Yulia 1 Baptista, Ricardo 1 Barratt, Shane T. 1 Basor, Estelle L. 1 Basu, Sumanta 1 Berg, Emily J. 1 Bhadra, Anindya 1 Bhatnagar, Sahir R. 1 Bielza, Concha 1 Bien, Jacob 1 Bigoni, Daniele 1 Bosq, Denis 1 Bourgeat, Pierrick 1 Brincat, Scott L. 1 Briollais, Laurent 1 Brzyski, Damian 1 C. Cui, Tingting 1 Cai, Xue Hong 1 Cao, Jiguo 1 Cardoso, José Vinícius de M. 1 Carulla, Juan 1 Carvalho, Rodrigo R. S. 1 Cavicchioli, Maddalena 1 Champion, Magali 1 Charbonnier, Camille 1 Chatrath, Ajay ...and 310 more Authors all top 5 Cited in 47 Serials 17 Journal of the American Statistical Association 17 Journal of Machine Learning Research (JMLR) 14 Electronic Journal of Statistics 13 Computational Statistics and Data Analysis 13 The Annals of Applied Statistics 12 Biometrics 11 Journal of Multivariate Analysis 10 The Annals of Statistics 6 Statistica Sinica 6 Statistics and Computing 5 Communications in Statistics. Theory and Methods 4 The Canadian Journal of Statistics 4 Journal of Computational and Graphical Statistics 3 Statistical Science 3 Journal of Statistical Computation and Simulation 2 Psychometrika 2 Journal of Econometrics 2 Journal of Statistical Planning and Inference 2 International Journal of Approximate Reasoning 2 Communications in Statistics. Simulation and Computation 2 Journal of Applied Statistics 2 Sankhyā. Series A 2 Bayesian Analysis 1 Mathematical Biosciences 1 Scandinavian Journal of Statistics 1 Annals of the Institute of Statistical Mathematics 1 Information Sciences 1 Statistics & Probability Letters 1 Statistics 1 Econometric Reviews 1 Journal of Integral Equations and Applications 1 Neural Networks 1 Machine Learning 1 Computational Statistics 1 Statistical Papers 1 Journal of Mathematical Sciences (New York) 1 Bernoulli 1 Chaos 1 International Journal of Theoretical and Applied Finance 1 Optimization and Engineering 1 Statistical Methods and Applications 1 Computational & Mathematical Methods in Medicine 1 Statistical Analysis and Data Mining 1 Statistics Surveys 1 Journal of Business and Economic Statistics 1 Statistical Theory and Related Fields 1 SIAM Journal on Mathematics of Data Science all top 5 Cited in 12 Fields 164 Statistics (62-XX) 22 Computer science (68-XX) 11 Combinatorics (05-XX) 10 Probability theory and stochastic processes (60-XX) 9 Biology and other natural sciences (92-XX) 5 Numerical analysis (65-XX) 4 Operations research, mathematical programming (90-XX) 3 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Systems theory; control (93-XX) 1 Information and communication theory, circuits (94-XX) Citations by Year