Edit Profile (opens in new tab) Kolar, Mladen Co-Author Distance Author ID: kolar.mladen Published as: Kolar, Mladen; Kolar, M. Homepage: https://www.chicagobooth.edu/faculty/directory/k/mladen-kolar External Links: MGP Documents Indexed: 36 Publications since 2010, including 11 Additional arXiv Preprints Co-Authors: 43 Co-Authors with 36 Joint Publications 1,785 Co-Co-Authors all top 5 Co-Authors 0 single-authored 9 Na, Sen 5 Liu, Han 3 Anitescu, Mihai 3 Chen, You-Lin 3 Wang, Zhaoran 3 Xing, Eric P. 3 Yu, Ming 2 Lu, Junwei 2 Luo, Yuwei 2 Mahoney, Michael W. 2 Rinaldo, Alessandro 2 Wasserman, Larry Alan 2 Yang, Zhuoran 1 Ahmed, Amr 1 Balakrishnan, Sivaraman 1 Dai, Ran 1 Dettling, Philipp 1 Drton, Mathias 1 Duan, Jia 1 Fang, Yuchen 1 Foygel Barber, Rina 1 Gaynanova, Irina 1 Hong, Ilgee 1 Kim, Byol 1 Koyejo, Oluwasanmi 1 Lafferty, John D. 1 Lau, Tim Tsz-Kit 1 Lee, Jason D. 1 Liao, Luofeng 1 Liu, Song 1 Lyu, Boxiang 1 Mahdavi, Mehrdad 1 Qiu, Shuang 1 Shen, Li 1 Singh, Aarti 1 Song, Le 1 Srebro, Nathan 1 Taddy, Matthew A. 1 Tao, Dacheng 1 Tsay, Ruey S. 1 Wang, Jialei 1 Wei, Xiaohan 1 Zhao, Boxin all top 5 Serials 8 Electronic Journal of Statistics 6 Journal of Machine Learning Research (JMLR) 2 Mathematical Programming. Series A. Series B 2 The Annals of Applied Statistics 1 IEEE Transactions on Information Theory 1 The Annals of Statistics 1 Biometrika 1 Journal of the American Statistical Association 1 Bernoulli 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Journal of Computational and Graphical Statistics all top 5 Fields 23 Statistics (62-XX) 5 Operations research, mathematical programming (90-XX) 4 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 3 Computer science (68-XX) 2 Combinatorics (05-XX) 1 History and biography (01-XX) 1 Numerical analysis (65-XX) 1 Biology and other natural sciences (92-XX) 1 Information and communication theory, circuits (94-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 22 Publications have been cited 143 times in 117 Documents Cited by ▼ Year ▼ Estimating time-varying networks. Zbl 1189.62142 Kolar, Mladen; Song, Le; Ahmed, Amr; Xing, Eric P. 48 2010 ROCKET: robust confidence intervals via Kendall’s tau for transelliptical graphical models. Zbl 1410.62059 Barber, Rina Foygel; Kolar, Mladen 14 2018 Sketching meets random projection in the dual: a provable recovery algorithm for big and high-dimensional data. Zbl 1470.62068 Wang, Jialei; Lee, Jason D.; Mahdavi, Mehrdad; Kolar, Mladen; Srebro, Nathan 12 2017 Estimating networks with jumps. Zbl 1295.62032 Kolar, Mladen; Xing, Eric P. 10 2012 Simultaneous inference for pairwise graphical models with generalized score matching. Zbl 1502.62073 Yu, Ming; Gupta, Varun; Kolar, Mladen 8 2020 Optimal feature selection in high-dimensional discriminant analysis. Zbl 1359.62250 Kolar, Mladen; Liu, Han 7 2015 Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach. Zbl 1434.90161 Yu, Ming; Gupta, Varun; Kolar, Mladen 5 2020 High-dimensional varying index coefficient models via Stein’s identity. Zbl 1446.62145 Na, Sen; Yang, Zhuoran; Wang, Zhaoran; Kolar, Mladen 5 2019 An adaptive stochastic sequential quadratic programming with differentiable exact augmented Lagrangians. Zbl 1518.90057 Na, Sen; Anitescu, Mihai; Kolar, Mladen 4 2023 Kernel meets sieve: post-regularization confidence bands for sparse additive model. Zbl 1453.62476 Lu, Junwei; Kolar, Mladen; Liu, Han 4 2020 Union support recovery in multi-task learning. Zbl 1280.62047 Kolar, Mladen; Lafferty, John; Wasserman, Larry 4 2011 Berry-Esseen bounds for estimating undirected graphs. Zbl 1298.62089 Wasserman, Larry; Kolar, Mladen; Rinaldo, Alessandro 3 2014 Optimal variable selection in multi-group sparse discriminant analysis. Zbl 1323.62060 Gaynanova, Irina; Kolar, Mladen 3 2015 High-dimensional index volatility models via Stein’s identity. Zbl 1469.62268 Na, Sen; Kolar, Mladen 3 2021 Recovering block-structured activations using compressive measurements. Zbl 1366.62034 Balakrishnan, Sivaraman; Kolar, Mladen; Rinaldo, Alessandro; Singh, Aarti 2 2017 Graph estimation from multi-attribute data. Zbl 1319.62113 Kolar, Mladen; Liu, Han; Xing, Eric P. 2 2014 Estimating differential latent variable graphical models with applications to brain connectivity. Zbl 07458264 Na, S.; Kolar, M.; Koyejo, O. 2 2021 Estimation of a low-rank topic-based model for information cascades. Zbl 1498.91331 Yu, Ming; Gupta, Varun; Kolar, Mladen 2 2020 Post-regularization inference for time-varying nonparanormal graphical models. Zbl 1473.62198 Lu, Junwei; Kolar, Mladen; Liu, Han 2 2018 Discussion of “Coauthorship and citation networks for statisticians”. Zbl 1454.62544 Kolar, Mladen; Taddy, Matt 1 2016 Two-sample inference for high-dimensional Markov networks. Zbl 07555287 Kim, Byol; Liu, Song; Kolar, Mladen 1 2021 Tensor canonical correlation analysis with convergence and statistical guarantees. Zbl 07499913 Chen, You-Lin; Kolar, Mladen; Tsay, Ruey S. 1 2021 An adaptive stochastic sequential quadratic programming with differentiable exact augmented Lagrangians. Zbl 1518.90057 Na, Sen; Anitescu, Mihai; Kolar, Mladen 4 2023 High-dimensional index volatility models via Stein’s identity. Zbl 1469.62268 Na, Sen; Kolar, Mladen 3 2021 Estimating differential latent variable graphical models with applications to brain connectivity. Zbl 07458264 Na, S.; Kolar, M.; Koyejo, O. 2 2021 Two-sample inference for high-dimensional Markov networks. Zbl 07555287 Kim, Byol; Liu, Song; Kolar, Mladen 1 2021 Tensor canonical correlation analysis with convergence and statistical guarantees. Zbl 07499913 Chen, You-Lin; Kolar, Mladen; Tsay, Ruey S. 1 2021 Simultaneous inference for pairwise graphical models with generalized score matching. Zbl 1502.62073 Yu, Ming; Gupta, Varun; Kolar, Mladen 8 2020 Recovery of simultaneous low rank and two-way sparse coefficient matrices, a nonconvex approach. Zbl 1434.90161 Yu, Ming; Gupta, Varun; Kolar, Mladen 5 2020 Kernel meets sieve: post-regularization confidence bands for sparse additive model. Zbl 1453.62476 Lu, Junwei; Kolar, Mladen; Liu, Han 4 2020 Estimation of a low-rank topic-based model for information cascades. Zbl 1498.91331 Yu, Ming; Gupta, Varun; Kolar, Mladen 2 2020 High-dimensional varying index coefficient models via Stein’s identity. Zbl 1446.62145 Na, Sen; Yang, Zhuoran; Wang, Zhaoran; Kolar, Mladen 5 2019 ROCKET: robust confidence intervals via Kendall’s tau for transelliptical graphical models. Zbl 1410.62059 Barber, Rina Foygel; Kolar, Mladen 14 2018 Post-regularization inference for time-varying nonparanormal graphical models. Zbl 1473.62198 Lu, Junwei; Kolar, Mladen; Liu, Han 2 2018 Sketching meets random projection in the dual: a provable recovery algorithm for big and high-dimensional data. Zbl 1470.62068 Wang, Jialei; Lee, Jason D.; Mahdavi, Mehrdad; Kolar, Mladen; Srebro, Nathan 12 2017 Recovering block-structured activations using compressive measurements. Zbl 1366.62034 Balakrishnan, Sivaraman; Kolar, Mladen; Rinaldo, Alessandro; Singh, Aarti 2 2017 Discussion of “Coauthorship and citation networks for statisticians”. Zbl 1454.62544 Kolar, Mladen; Taddy, Matt 1 2016 Optimal feature selection in high-dimensional discriminant analysis. Zbl 1359.62250 Kolar, Mladen; Liu, Han 7 2015 Optimal variable selection in multi-group sparse discriminant analysis. Zbl 1323.62060 Gaynanova, Irina; Kolar, Mladen 3 2015 Berry-Esseen bounds for estimating undirected graphs. Zbl 1298.62089 Wasserman, Larry; Kolar, Mladen; Rinaldo, Alessandro 3 2014 Graph estimation from multi-attribute data. Zbl 1319.62113 Kolar, Mladen; Liu, Han; Xing, Eric P. 2 2014 Estimating networks with jumps. Zbl 1295.62032 Kolar, Mladen; Xing, Eric P. 10 2012 Union support recovery in multi-task learning. Zbl 1280.62047 Kolar, Mladen; Lafferty, John; Wasserman, Larry 4 2011 Estimating time-varying networks. Zbl 1189.62142 Kolar, Mladen; Song, Le; Ahmed, Amr; Xing, Eric P. 48 2010 all cited Publications top 5 cited Publications all top 5 Cited by 273 Authors 10 Kolar, Mladen 4 Liu, Han 4 Na, Sen 3 Gaynanova, Irina 3 Li, Lexin 3 Lian, Heng 3 Lu, Junwei 3 Ren, Zhao 3 Shen, Xiaotong 3 Zhang, Xinsheng 2 Baladandayuthapani, Veerabhadran 2 Berahas, Albert S. 2 Bühlmann, Peter 2 Cai, Tony Tony 2 Dai, Xiaowu 2 Foygel Barber, Rina 2 Hirayama, Junichiro 2 Hyvärinen, Aapo 2 Li, Peili 2 Li, Rui 2 Lin, Zhenhua 2 Liu, Bin 2 Mahoney, Michael W. 2 Müller, Hans-Georg 2 Ni, Yang 2 Ning, Yang 2 Pan, Wei 2 Peng, Jie 2 Poirion, Pierre-Louis 2 Raskutti, Garvesh 2 Shojaie, Ali 2 Stingo, Francesco Claudio 2 Takeda, Akiko 2 Vannucci, Marina 2 Wang, Zhaoran 2 Willett, Rebecca M. 2 Xiao, Yunhai 2 Xing, Eric P. 2 Yang, Zhuoran 2 Zhang, Anru R. 2 Zhang, Fode 2 Zheng, Zemin 1 Adametz, David 1 Aggarwal, Charu C. 1 Almquist, Zack W. 1 Ambroise, Christophe 1 Anderlucci, Laura 1 Anitescu, Mihai 1 Arıkan, Orhan 1 Bah, Bubacarr 1 Bai, Yue 1 Barbero, Álvaro 1 Bartlett, Thomas E. 1 Beznosikov, Aleksandr 1 Bhamidi, Shankar 1 Böhm, Alexander 1 Bollapragada, Raghu 1 Bunea, Florentina 1 Bybee, Leland 1 Cabrera, Wellington 1 Cai, Zhanrui 1 Chakrabarti, Deepayan 1 Chatrath, Ajay 1 Chen, Li-Pang 1 Chen, You-Lin 1 Chiquet, Julien 1 Claeskens, Gerda 1 Constable, Todd 1 Dai, Ran 1 Dereziński, Michał 1 Dey, Partha Sarathi 1 Dinicu, Claudiu 1 Dobbe, Roel 1 Dorn, Mary Frances 1 Drton, Mathias 1 Du, Xingqi 1 Eisenach, Carson 1 Fan, Jianqing 1 Fan, Yingying 1 Fang, Kuangnan 1 Farrell, Max H. 1 Feng, Long 1 Fraiman, Daniel 1 Fraiman, Nicolas 1 Fraiman, Ricardo 1 Fu, Wenjie 1 Fuji, Terunari 1 Gao, Chen 1 Garcia, Tanya P. 1 Gasnikov, Aleksandr V. 1 Ghosal, Subhashis 1 Gibberd, A. J. 1 Gittens, Alex A. 1 Grandvalet, Yves 1 Guo, Xiao 1 Hamadani, Ali Zeinal 1 Han, Rungang 1 He, Kejun 1 He, Shiyuan 1 He, Yong ...and 173 more Authors all top 5 Cited in 48 Serials 14 Electronic Journal of Statistics 11 Journal of Machine Learning Research (JMLR) 9 The Annals of Statistics 8 Journal of the American Statistical Association 5 The Annals of Applied Statistics 4 Journal of Multivariate Analysis 4 Machine Learning 4 Journal of Computational and Graphical Statistics 3 Statistics & Probability Letters 3 Statistical Science 3 Computational Statistics and Data Analysis 3 Mathematical Programming. Series A. Series B 3 Statistics and Computing 2 Biometrics 2 Journal of Econometrics 2 Neural Computation 2 Journal of Statistical Computation and Simulation 2 Linear Algebra and its Applications 2 SIAM Journal on Optimization 2 Bernoulli 1 ACM Computing Surveys 1 Journal of the Franklin Institute 1 Annals of the Institute of Statistical Mathematics 1 Automatica 1 Biometrical Journal 1 Information Sciences 1 Journal of Statistical Planning and Inference 1 Probability Theory and Related Fields 1 Neural Networks 1 Applications of Mathematics 1 Computational Statistics 1 Communications in Statistics. Simulation and Computation 1 Communications in Statistics. Theory and Methods 1 Computational Optimization and Applications 1 Test 1 Statistica Sinica 1 Optimization Methods & Software 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 International Journal of Theoretical and Applied Finance 1 Quantitative Finance 1 Computational Management Science 1 Statistical Methods and Applications 1 Journal of the Korean Statistical Society 1 Statistical Analysis and Data Mining 1 Sankhyā. Series A 1 Journal of the Operations Research Society of China 1 Statistical Theory and Related Fields 1 SIAM Journal on Mathematics of Data Science all top 5 Cited in 13 Fields 95 Statistics (62-XX) 17 Operations research, mathematical programming (90-XX) 12 Combinatorics (05-XX) 12 Numerical analysis (65-XX) 11 Computer science (68-XX) 7 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 5 Probability theory and stochastic processes (60-XX) 5 Biology and other natural sciences (92-XX) 3 Linear and multilinear algebra; matrix theory (15-XX) 2 Information and communication theory, circuits (94-XX) 1 Ordinary differential equations (34-XX) 1 Functional analysis (46-XX) 1 Systems theory; control (93-XX) Citations by Year