@article{https://authors.library.caltech.edu/records/q40ff-sn173, author = "Candogan, Utkan Onur and Chandrasekaran, Venkat", title = "Convex graph invariant relaxations for graph edit distance", year = "2022", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190626-090040899", id = "https://authors.library.caltech.edu/records/q40ff-sn173", issn = "0025-5610", doi = "10.1007/s10107-020-01564-4", volume = "191", number = "2", pages = "595-629" } @other{https://authors.library.caltech.edu/records/djzn2-zn547, author = "Soh, Yong Sheng and Chandrasekaran, Venkat", title = "A Matrix Factorization Approach for Learning Semidefinite-Representable Regularizers", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201016-144218520", id = "https://authors.library.caltech.edu/records/djzn2-zn547", doi = "10.48550/arXiv.1701.01207" } @article{https://authors.library.caltech.edu/records/ttky3-gv015, author = "Saunderson, James and Chandrasekaran, Venkat", title = "Terracini convexity", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20201016-144006753", id = "https://authors.library.caltech.edu/records/ttky3-gv015", issn = "0025-5610", doi = "10.1007/s10107-022-01774-y" } @article{https://authors.library.caltech.edu/records/s635m-5y072, author = "Taeb, Armeen and Shah, Parikshit and Chandrasekaran, Venkat", title = "False Discovery and Its Control in Low Rank Estimation", year = "2020", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190626-161131951", id = "https://authors.library.caltech.edu/records/s635m-5y072", issn = "1369-7412", doi = "10.1111/rssb.12387", volume = "82", number = "4", pages = "997-1027" } @other{https://authors.library.caltech.edu/records/732w1-97f38, author = "Berthet, Quentin and Chandrasekaran, Venkat", title = "Resource Allocation for Statistical Estimation", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190702-091807009", id = "https://authors.library.caltech.edu/records/732w1-97f38", doi = "10.48550/arXiv.1412.6613" } @other{https://authors.library.caltech.edu/records/j6dy9-09z38, author = "Ziani, Juba and Chandrasekaran, Venkat and Ligett, Katrina", title = "Efficiently characterizing games consistent with perturbed equilibrium observations", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20190627-103855805", id = "https://authors.library.caltech.edu/records/j6dy9-09z38", doi = "10.48550/arXiv.1603.01318" } @article{https://authors.library.caltech.edu/records/9ct92-mj355, author = "Soh, Yong Sheng and Chandrasekaran, Venkat", title = "Learning Semidefinite-Representable Regularizers", year = "2019", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-100357188", id = "https://authors.library.caltech.edu/records/9ct92-mj355", issn = "1615-3375", doi = "10.1007/s10208-018-9386-z", volume = "19", number = "2", pages = "375-434" } @article{https://authors.library.caltech.edu/records/qj9nt-t5992, author = "Candogan, Utkan-Onur and Chandrasekaran, Venkat", title = "Finding Planted Subgraphs with Few Eigenvalues using the Schur-Horn Relaxation", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-124916669", id = "https://authors.library.caltech.edu/records/qj9nt-t5992", issn = "1052-6234", doi = "10.1137/16M1075144", volume = "28", number = "1", pages = "735-759" } @article{https://authors.library.caltech.edu/records/6cs9r-be370, author = "Taeb, Armeen and Chandrasekaran, Venkat", title = "Interpreting Latent Variables in Factor Models via Convex Optimization", year = "2018", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-105229927", id = "https://authors.library.caltech.edu/records/6cs9r-be370", issn = "0025-5610", doi = "10.1007/s10107-017-1187-7", volume = "167", number = "1", pages = "129-154" } @article{https://authors.library.caltech.edu/records/skkfa-xtx02, author = "Taeb, A. and Reager, J. T. and Turmon, M. and Chandrasekaran, V.", title = "A Statistical Graphical Model of the California Reservoir System", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20171020-154910322", id = "https://authors.library.caltech.edu/records/skkfa-xtx02", issn = "0043-1397", doi = "10.1002/2017WR020412", volume = "53", number = "11", pages = "9721-9739" } @article{https://authors.library.caltech.edu/records/zbk6j-w8t90, author = "Soh, Yong Sheng and Chandrasekaran, Venkat", title = "High-dimensional change-point estimation: Combining filtering with convex optimization", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170525-100137066", id = "https://authors.library.caltech.edu/records/zbk6j-w8t90", issn = "1063-5203", doi = "10.1016/j.acha.2015.11.003", volume = "43", number = "1", pages = "122-147" } @other{https://authors.library.caltech.edu/records/est3k-px334, author = "Taeb, Armeen and Chandrasekaran, Venkat", title = "Sufficient Dimension Reduction and Modeling Responses Conditioned on Covariates: An Integrated Approach via Convex Optimization", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170614-101104339", id = "https://authors.library.caltech.edu/records/est3k-px334", doi = "10.48550/arXiv.1508.03852" } @article{https://authors.library.caltech.edu/records/4v47r-epz98, author = "Chandrasekaran, Venkat and Shah, Parikshit", title = "Relative entropy optimization and its applications", year = "2017", url = "https://resolver.caltech.edu/CaltechAUTHORS:20170216-104506601", id = "https://authors.library.caltech.edu/records/4v47r-epz98", issn = "0025-5610", doi = "10.1007/s10107-016-0998-2", volume = "161", number = "1-2", pages = "1-32" } @article{https://authors.library.caltech.edu/records/864wy-a9t92, author = "Matni, Nikolai and Chandrasekaran, Venkat", title = "Regularization for Design", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20161208-120540508", id = "https://authors.library.caltech.edu/records/864wy-a9t92", issn = "0018-9286", doi = "10.1109/TAC.2016.2517570", volume = "61", number = "12", pages = "3991-4006" } @article{https://authors.library.caltech.edu/records/cd1xr-gsa09, author = "Li, Yen-Li and Chandrasekaran, Viswanathan and Carter, Stephen D. and Woodward, Cora L. and Christensen, Devin E. and Dryden, Kelly A. and Pornillos, Owen and Yeager, Mark and Ganser-Pornillos, Barbie K. and Jensen, Grant J. and Sundquist, Wesley I.", title = "Primate TRIM5 proteins form hexagonal nets on HIV-1 capsids", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20160613-141038489", id = "https://authors.library.caltech.edu/records/cd1xr-gsa09", issn = "2050-084X", doi = "10.7554/eLife.16269", volume = "5", pmcid = "PMC4936896", pages = "Art. No. 16269" } @article{https://authors.library.caltech.edu/records/wtzcb-cqr26, author = "Chandrasekaran, Venkat and Shah, Parikshit", title = "Relative Entropy Relaxations for Signomial Optimization", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20161017-134459797", id = "https://authors.library.caltech.edu/records/wtzcb-cqr26", issn = "1052-6234", doi = "10.1137/140988978", volume = "26", number = "2", pages = "1147-1173" } @article{https://authors.library.caltech.edu/records/rgkk5-9r436, author = "Berthet, Quentin and Chandrasekaran, Venkat", title = "Resource Allocation for Statistical Estimation", year = "2016", url = "https://resolver.caltech.edu/CaltechAUTHORS:20160121-082428259", id = "https://authors.library.caltech.edu/records/rgkk5-9r436", issn = "0018-9219", doi = "10.1109/JPROC.2015.2494098", volume = "104", number = "1", pages = "111-125" } @book{https://authors.library.caltech.edu/records/gma0a-nfa97, author = "Soh, Yong Sheng and Chandrasekaran, Venkat", title = "High-dimensional change-point estimation: Combining filtering with convex optimization", year = "2015", url = "https://resolver.caltech.edu/CaltechAUTHORS:20151007-111059602", id = "https://authors.library.caltech.edu/records/gma0a-nfa97", isbn = "978-1-4673-7704-1", doi = "10.1109/ISIT.2015.7282435", pages = "151-155" } @book{https://authors.library.caltech.edu/records/13fkx-c7p18, author = "Chandrasekaran, Venkat and Shah, Parikshit", title = "Conic Geometric Programming", year = "2014", url = "https://resolver.caltech.edu/CaltechAUTHORS:20150430-092047133", id = "https://authors.library.caltech.edu/records/13fkx-c7p18", isbn = "978-1-4799-3001-2", doi = "10.1109/CISS.2014.6814151", pages = "1-4" } @article{https://authors.library.caltech.edu/records/q9azt-at733, author = "Chandrasekaran, Venkat and Jordan, Michael I.", title = "Computational and statistical tradeoffs via convex relaxation", year = "2013", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130603-131602451", id = "https://authors.library.caltech.edu/records/q9azt-at733", issn = "0027-8424", doi = "10.1073/pnas.1302293110", volume = "110", number = "13", pmcid = "PMC3612621", pages = "E1181-E1190" } @article{https://authors.library.caltech.edu/records/739bj-bet81, author = "Saunderson, J. and Chandrasekaran, V. and Parrilo, P. A. and Willsky, A. S.", title = "Diagonal and Low-Rank Matrix Decompositions, Correlation Matrices, and Ellipsoid Fitting", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-133456681", id = "https://authors.library.caltech.edu/records/739bj-bet81", issn = "0895-4798", doi = "10.1137/120872516", volume = "33", number = "4", pages = "1395-1416" } @book{https://authors.library.caltech.edu/records/2r1kp-2rd47, author = "Pilanci, Mert and El Ghaoui, Laurent and Chandrasekaran, Venkat", title = "Recovery of Sparse Probability Measures via Convex Programming", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130107-155151292", id = "https://authors.library.caltech.edu/records/2r1kp-2rd47" } @article{https://authors.library.caltech.edu/records/w276e-jcy72, author = "Chandrasekaran, Venkat and Recht, Benjamin and Parrilo, Pablo A. and Willsky, Alan S.", title = "The Convex Geometry of Linear Inverse Problems", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-152325296", id = "https://authors.library.caltech.edu/records/w276e-jcy72", issn = "1615-3375", doi = "10.1007/s10208-012-9135-7", volume = "12", number = "6", pages = "805-849" } @book{https://authors.library.caltech.edu/records/1jpa7-xjq41, author = "Chandrasekaran, Venkat and Wakin, Michael B. and Baron, Dror and Baraniuk, Richard G.", title = "Surflets: a sparse representation for multidimensional functions containing smooth discontinuities", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121011-131626671", id = "https://authors.library.caltech.edu/records/1jpa7-xjq41", isbn = "0-7803-8280-3", doi = "10.1109/ISIT.2004.1365602", pages = "565-565" } @book{https://authors.library.caltech.edu/records/30y4w-z3y06, author = "Chandrasekaran, Venkat and Johnson, Jason K. and Willsky, Alan S.", title = "Maximum Entropy Relaxation for Graphical Model Selection given Inconsistent Statistics", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121009-080604998", id = "https://authors.library.caltech.edu/records/30y4w-z3y06", isbn = "978-1-4244-1197-9", doi = "10.1109/SSP.2007.4301334", pages = "625-629" } @book{https://authors.library.caltech.edu/records/e0hnq-s2x10, author = "Chandrasekaran, Venkat and Johnson, Jason K. and Willsky, Alan S.", title = "Adaptive Embedded Subgraph Algorithms using Walk-Sum Analysis", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-155412807", id = "https://authors.library.caltech.edu/records/e0hnq-s2x10" } @other{https://authors.library.caltech.edu/records/m5g1p-xyp93, author = "Chandrasekaran, Venkat", title = "Convex Optimization Methods for Graphs and Statistical Modeling", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-130644748", id = "https://authors.library.caltech.edu/records/m5g1p-xyp93" } @article{https://authors.library.caltech.edu/records/w826x-t7e72, author = "Chandrasekaran, Venkat and Parrilo, Pablo A. and Willsky, Alan S.", title = "Convex Graph Invariants", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130110-100237034", id = "https://authors.library.caltech.edu/records/w826x-t7e72", issn = "0036-1445", doi = "10.1137/100816900", volume = "54", number = "3", pages = "513-541" } @article{https://authors.library.caltech.edu/records/96w9p-6n432, author = "Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.", title = "Feedback Message Passing for Inference in Gaussian Graphical Models", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20120820-094221711", id = "https://authors.library.caltech.edu/records/96w9p-6n432", issn = "1053-587X", doi = "10.1109/TSP.2012.2195656", volume = "60", number = "8", pages = "4135-4150" } @article{https://authors.library.caltech.edu/records/a8hmk-wjd18, author = "Chandrasekaran, Venkat and Parrilo, Pablo A. and Willsky, Alan S.", title = "Latent Variable Graphical Model Selection via Convex Optimization", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130207-085454891", id = "https://authors.library.caltech.edu/records/a8hmk-wjd18", issn = "0090-5364", doi = "10.1214/11-AOS949", volume = "40", number = "4", pages = "1935-1967" } @article{https://authors.library.caltech.edu/records/gqqee-ncb30, author = "Chandrasekaran, Venkat and Parrilo, Pablo A. and Willsky, Alan S.", title = "Rejoinder: Latent variable graphical model selection via convex optimization", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20130205-141004858", id = "https://authors.library.caltech.edu/records/gqqee-ncb30", issn = "0090-5364", doi = "10.1214/12-AOS1020", volume = "40", number = "4", pages = "2005-2013" } @article{https://authors.library.caltech.edu/records/6ew45-knh48, author = "Shah, Parikshit and Chandrasekaran, Venkat", title = "Group Symmetry and Covariance Regularization", year = "2012", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-134807001", id = "https://authors.library.caltech.edu/records/6ew45-knh48", issn = "1935-7524", doi = "10.1214/12-EJS723", volume = "6", pages = "1600-1640" } @article{https://authors.library.caltech.edu/records/0t84c-nmc65, author = "Chandrasekaran, Venkat and Sanghavi, Sujay and Parrilo, Pablo A. and Willsky, Alan S.", title = "Rank-Sparsity Incoherence for Matrix Decomposition", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-095909823", id = "https://authors.library.caltech.edu/records/0t84c-nmc65", issn = "1052-6234", doi = "10.1137/090761793", volume = "21", number = "2", pages = "572-596" } @article{https://authors.library.caltech.edu/records/btygz-wy185, author = "Chandrasekaran, Venkat and Chertkov, Misha and Gamarnik, David and Shah, Devavrat and Shin, Jinwoo", title = "Counting Independent Sets Using the Bethe Approximation", year = "2011", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-092632684", id = "https://authors.library.caltech.edu/records/btygz-wy185", issn = "0895-4801", doi = "10.1137/090767145", volume = "25", number = "2", pages = "1012-1034" } @book{https://authors.library.caltech.edu/records/49gfm-x6q43, author = "Liu, Ying and Chandrasekaran, Venkat and Anandkumar, Animashree and Willsky, Alan S.", title = "Feedback Message Passing for Inference in Gaussian Graphical Models", year = "2010", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-153356182", id = "https://authors.library.caltech.edu/records/49gfm-x6q43", isbn = "978-1-4244-6960-4", doi = "10.1109/ISIT.2010.5513321", pages = "1683-1687" } @other{https://authors.library.caltech.edu/records/qgm0v-p5m45, author = "Chandrasekaran, Venkat and Srebro, Nathan and Harsha, Prahladh", title = "Complexity of Inference in Graphical Models", year = "2010", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121011-133225017", id = "https://authors.library.caltech.edu/records/qgm0v-p5m45" } @article{https://authors.library.caltech.edu/records/9sw74-ahs89, author = "Choi, Myung Jin and Chandrasekaran, Venkat", title = "Gaussian Multiresolution Models: Exploiting Sparse Markov and Covariance Structure", year = "2010", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-094406124", id = "https://authors.library.caltech.edu/records/9sw74-ahs89", issn = "1053-587X", doi = "10.1109/TSP.2009.2036042", volume = "58", number = "3", pages = "1012-1024" } @book{https://authors.library.caltech.edu/records/8ea39-50s38, author = "Chandrasekaran, Venkat and Sanghavi, Sujay and Parrilo, Pablo A. and Willsky, Alan S.", title = "Sparse and low-rank matrix decompositions", year = "2009", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-082643123", id = "https://authors.library.caltech.edu/records/8ea39-50s38", isbn = "978-1-4244-5870-7", doi = "10.1109/ALLERTON.2009.5394889", pages = "962-967" } @article{https://authors.library.caltech.edu/records/mfv33-s0m89, author = "Rich, Rebecca L. and Papalia, Giuseppe A. and Flynn, Peter J. and Furneisen, Jamie and Quinn, John and Klein, Joshua S. and Katsamba, Phini S. and Waddell, M. Brent and Scott, Michael and Thompson, Joshua and Berlier, Judie and Corry, Schuyler and Baltzinger, Mireille and Zeder-Lutz, Gabrielle and Schoenemann, Andreas and Clabbers, Anca and Wieckowski, Sebastien and Murphy, Mary M. and Page, Phillip and Ryan, Thomas E. and Duffner, Jay and Ganguly, Tanmoy and Corbin, John and Gautam, Satyen and Anderluh, Gregor and Bavdek, Andrej and Reichmann, Dana and Yadav, Satya P. and Hommema, Eric and Pol, Ewa and Drake, Andrew and Klakamp, Scott and Chapman, Trevor and Kernaghan, Dawn and Miller, Ken and Schuman, Jason and Lindquist, Kevin and Herlihy, Kara and Murphy, Michael B. and Bohnsack, Richard and Andrien, Bruce and Brandani, Pietro and Terwey, Danny and Millican, Rohn and Darling, Ryan J. and Wangae, Liann and Carter, Quincy and Dotzlaf, Joe and Lopez-Sagaseta, Jacinto and Campbell, Islay and Torreri, Paola and Hoos, Sylviane and England, Patrick and Liu, Yang and Abdiche, Yasmina and Malashock, Daniel and Pinkerton, Alanna and Wong, Melanie and Lafer, Eileen and Hinck, Cynthia and Thompson, Kevin and Di Primo, Carmelo and Joyce, Alison and Brooks, Jonathan and Torta, Federico and Bagge Hagel, Anne Birgitte and Krarup, Janus and Pass, Jesper and Ferreira, Monica and Shikov, Sergei and Mikolajczyk, Malgorzata and Abe, Yuki and Barbato, Gaetano and Giannetti, Anthony M. and Krishnamoorthy, Ganeshram and Beusink, Bianca and Satpaev, Daulet and Tsang, Tiffany and Fang, Eric and Partridge, James and Brohawn, Stephen and Horn, James and Pritsch, Otto and Obal, Gonzalo and Nilapwar, Sanjay and Busby, Ben and Gutierrez-Sanchez, Gerardo and Das Gupta, Ruchira and Canepa, Sylvie and Witte, Krista and Nikolovska-Coleska, Zaneta and Cho, Yun Hee and D'Agata, Roberta and Schlick, Kristian and Calvert, Rosy and Munoz, Eva M. and Hernaiz, Maria Jose and Bravman, Tsafir and Dines, Monica and Yang, Min-Hsiang and Puskas, Agnes and Boni, Erica and Li, Jiejin and Wear, Martin and Grinberg, Asya and Baardsnes, Jason and Dolezal, Olan and Gainey, Melicia and Anderson, Henrik and Peng, Jinlin and Lewis, Mark and Spies, Peter and Trinh, Quyhn and Bibikov, Sergei and Raymond, Jill and Yousef, Mohammed and Chandrasekaran, Vidya and Feng, Yuguo and Emerick, Anne and Mundodo, Suparna and Guimaraes, Rejane and McGirr, Katy and Li, Yue-Ji and Hughes, Heather and Mantz, Hubert and Skrabana, Rostislav and Witmer, Mark and Ballard, Joshua and Martin, Loic and Skladal, Petr and Korza, George and Laird-Offringa, Ite and Lee, Charlene S. and Khadir, Abdelkrim and Podlaski, Frank and Neuner, Phillippe and Rothacker, Julie and Rafique, Ashique and Dankbar, Nico and Kainz, Peter and Gedig, Erk and Vuyisich, Momchilo and Boozer, Christina and Ly, Nguyen and Toews, Mark and Uren, Aykut and Kalyuzhniy, Oleksandr and Lewis, Kenneth and Chomey, Eugene and Pak, Brian J. and Myszka, David G.", title = "A global benchmark study using affinity-based biosensors", year = "2009", url = "https://resolver.caltech.edu/CaltechAUTHORS:20090901-094826364", id = "https://authors.library.caltech.edu/records/mfv33-s0m89", issn = "0003-2697", doi = "10.1016/j.ab.2008.11.021", volume = "386", number = "2", pmcid = "PMC3793259", pages = "194-216" } @article{https://authors.library.caltech.edu/records/s0p5j-8pa51, author = "Chandrasekaran, Venkat and Wakin, Michael B. and Baron, Dror and Baraniuk, Richard G.", title = "Representation and Compression of Multidimensional Piecewise Functions Using Surflets", year = "2009", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-161000948", id = "https://authors.library.caltech.edu/records/s0p5j-8pa51", issn = "0018-9448", doi = "10.1109/TIT.2008.2008153", volume = "55", number = "1", pages = "374-400" } @book{https://authors.library.caltech.edu/records/ggrm5-wc586, author = "Choi, Myung Jin and Chandrasekaran, Venkat and Willsky, Alan S.", title = "Exploiting Sparse Markov and Covariance Structure in Multiresolution Models", year = "2009", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-111307673", id = "https://authors.library.caltech.edu/records/ggrm5-wc586", isbn = "978-1-60558-516-1", doi = "10.1145/1553374.1553397", pages = "177-184" } @article{https://authors.library.caltech.edu/records/7a0by-5m747, author = "Choi, Myung Jin and Chandrasekaran, Venkat and Malioutov, Dmitry M. and Johnson, Jason K. and Willsky, Alan S.", title = "Multiscale stochastic modeling for tractable inference and data assimilation", year = "2008", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121004-155614638", id = "https://authors.library.caltech.edu/records/7a0by-5m747", issn = "0045-7825", doi = "10.1016/j.cma.2007.12.021", volume = "197", number = "43-44", pages = "3492-3515" } @book{https://authors.library.caltech.edu/records/kj6yy-vpj18, author = "Chandrasekaran, Venkat and Srebro, Nathan and Harsha, Prahladh", title = "Complexity of Inference in Graphical Models", year = "2008", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121008-154959981", id = "https://authors.library.caltech.edu/records/kj6yy-vpj18", isbn = "0974903949", doi = "10.48550/arXiv.1206.3240", pages = "70-78" } @article{https://authors.library.caltech.edu/records/6fsng-h2381, author = "Chandrasekaran, Venkat and Johnson, Jason K. and Willsky, Alan S.", title = "Estimation in Gaussian Graphical Models Using Tractable Subgraphs: A Walk-Sum Analysis", year = "2008", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121005-083046659", id = "https://authors.library.caltech.edu/records/6fsng-h2381", issn = "1053-587X", doi = "10.1109/TSP.2007.912280", volume = "56", number = "5", pages = "1916-1930" } @article{https://authors.library.caltech.edu/records/xj6yx-gev04, author = "Johnson, Jason K. and Chandrasekaran, Venkat and Willsky, Alan S.", title = "Learning Markov Structure by Maximum Entropy Relaxation", year = "2007", url = "https://resolver.caltech.edu/CaltechAUTHORS:20121009-082035601", id = "https://authors.library.caltech.edu/records/xj6yx-gev04", issn = "2640-3498", volume = "2", pages = "203-210" }