Machine Learning and Analytics

Sang-Yun Oh

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Sang-Yun Oh

Faculty Scientist / Associate Professor

Web: https://syoh.org

University of California Santa Barbara

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Journal Articles

Sang-Yun Oh, Bala Rajaratnam, Joong-Ho Won, "On the Solution Path of Regularized Covariance Estimators", (submitted), 2015,

Sang-Yun Oh, Onkar Dalal, Kshitij Khare, Bala Rajaratnam, "Optimization Methods for Sparse Pseudo-Likelihood Graphical Model Selection", Neural Information Processing Systems, 2014,

Kshitij Khare, Sang-Yun Oh, Bala Rajaratnam, "A convex pseudo-likelihood framework for high dimensional partial correlation estimation with convergence guarantees", Journal of the Royal Statistical Society: Series B (Statistical Methodology), 2014,

Schizophrenia Working Group of the Psychiatric Genomics Consortium, "Biological insights from 108 schizophrenia-associated genetic loci", July 24, 2014, 511:421-427, doi: doi:10.1038/nature13595

Douglas F Levinson, Jianxin Shi, Kai Wang, Sang Oh, Brien Riley, Ann E Pulver, Dieter B Wildenauer, Claudine Laurent, Bryan J Mowry, Pablo V Gejman, Michael J Owen, Kenneth S Kendler, Gerald Nestadt, Sibylle G Schwab, Jacques Mallet, Deborah Nertney, Alan R Sanders, Nigel M Williams, Brandon Wormley, Virginia K Lasseter, Margot Albus, Stephanie Godard-Bauché, Madeline Alexander, Jubao Duan, Michael C O’Donovan, Dermot Walsh, Anthony O’Neill, George N Papadimitriou, Dimitris Dikeos, Wolfgang Maier, Bernard Lerer, Dominique Campion, David Cohen, Maurice Jay, Ayman Fanous, Peter Eichhammer, Jeremy M Silverman, Nadine Norton, Nancy Zhang, Hakon Hakonarson, Cynthia Gao, Ami Citri, Mark Hansen, Stephan Ripke, Frank Dudbridge, Peter A Holmans, "Genome-wide association study of multiplex schizophrenia pedigrees", The American Journal of Psychiatry, September 1, 2012, doi: doi:10.1176/appi.ajp.2012.11091423

Douglas F Levinson, Jubao Duan, Sang Oh, Kai Wang, Alan R Sanders, Jianxin Shi, Nancy Zhang, Bryan J Mowry, Ann Olincy, Farooq Amin, C Robert Cloninger, Jeremy M Silverman, Nancy G Buccola, William F Byerley, Donald W Black, Kenneth S Kendler, Robert Freedman, Frank Dudbridge, Itsik Pe'er, Hakon Hakonarson, Sarah E Bergen, Ayman H Fanous, Peter A Holmans, Pablo V Gejman, "Copy number variants in schizophrenia: confirmation of five previous findings and new evidence for 3q29 microdeletions and VIPR2 duplications", The American Journal of Psychiatry, March 1, 2011, doi: doi:10.1176/appi.ajp.2010.10060876

R. Stompor, A. Balbi, J.D. Borrill, P.G. Ferreira, S. Hanany, A.H. Jaffe, A.T. Lee, S. Oh, B. Rabii, P.L. Richards, G.F. Smoot, C.D. Winant, J.-H.P. Wu, "Making maps of the cosmic microwave background: The MAXIMA example", Physical Review D, January 2002, 65:022003, doi: 10.1103/PhysRevD.65.022003

A.H. Jaffe, P.A.R. Ade, A. Balbi, J.J. Bock, J.R. Bond, J. Borrill, A. Boscaleri, K. Coble, B.P. Crill, P. De Bernardis, P. Farese, P.G. Ferreira, K. Ganga, M. Giacometti, S. Hanany, E. Hivon, V.V. Hristov, A. Iacoangeli, A.E. Lange, A.T. Lee, L. Martinis, S. Masi, P.D. Mauskopf, A. Melchiorri, T. Montroy, C.B. Netterfield, S. Oh, E. Pascale, F. Piacentini, D. Pogosyan, S. Prunet, B. Rabii, S. Rao, P.L. Richards, G. Romeo, J.E. Ruhl, F. Scaramuzzi, D. Sforna, G.F. Smoot, R. Stompor, C.D. Winant, J.H.P. Wu, "Cosmology from MAXIMA-1, BOOMERANG, and COBE DMR cosmic microwave background observations", Physical Review Letters, January 2001, 86:3475-3479, doi: 10.1103/PhysRevLett.86.3475

A. Balbi, P. Ade, J. Bock, J. Borrill, A., P. De Bernardis, P. G. Ferreira, S., V. Hristov, A. H. Jaffe, A. T. Lee, S., E. Pascale, B. Rabii, P. L. Richards, G. F., R. Stompor, C. D. Winant, J. H. P. Wu, "Erratum: Constraints on Cosmological Parameters from MAXIMA-1", Astrophysical Journal Letters, January 2001, 558:L145-L145, doi: 10.1086/323608

J.H.P. Wu, A. Balbi, J. Borrill, P.G. Ferreira, S. Hanany, A.H. Jaffe, A.T. Lee, S. Oh, B. Rabii, P.L. Richards, G.F. Smoot, R. Stompor, C.D. Winant, "Asymmetric beams in cosmic microwave background anisotropy experiments", Astrophysical Journal, Supplement Series, January 2001, 132:1-17, doi: 10.1086/318947

S. Hanany, P. Ade, A. Balbi, J. Bock, J., A. Boscaleri, P. de Bernardis, P. G., V. V. Hristov, A. H. Jaffe, A. E., A. T. Lee, P. D. Mauskopf, C. B. Netterfield, S., E. Pascale, B. Rabii, P. L. Richards, G. F., R. Stompor, C. D. Winant, J. H. P. Wu, "MAXIMA-1: A Measurement of the Cosmic Microwave Background Anisotropy on Angular Scales of 10 -5\deg", Astrophysical Journal Letters, December 2000, 545:L5-L9, doi: 10.1086/317322

A. Balbi, P. Ade, J. Bock, J. Borrill, A. Boscaleri, P. De Bernardis, P.G. Ferreira, S. Hanany, V. Hristov, A.H. Jaffe, A.T. Lee, S. Oh, E. Pascale, B. Rabii, P.L. Richards, G.F. Smoot, R. Stompor, C.D. Winant, J.H.P. Wu, "Constraints on cosmological parameters from MAXIMA-1", Astrophysical Journal, January 2000, 545:L1-L4, doi: 10.1086/317323

Conference Papers

P Koanantakool, A Ali, A Azad, A Buluç, D Morozov, L Oliker, KA Yelick, S-Y Oh, "Communication-Avoiding Optimization Methods for Distributed Massive-Scale Sparse Inverse Covariance Estimation.", Proceedings of Machine Learning Research, PMLR, 2018, 84:1376--1386,

P Koanantakool, A Azad, A Buluc, D Morozov, SY Oh, L Oliker, K Yelick, "Communication-Avoiding Parallel Sparse-Dense Matrix-Matrix Multiplication", Proceedings - 2016 IEEE 30th International Parallel and Distributed Processing Symposium, IPDPS 2016, January 2016, 842--853, doi: 10.1109/IPDPS.2016.117

Bryan W. Reutter, Sang Oh, Grant T. Gullberg, Ronald H. Huesman, "Improved quantitation of dynamic SPECT via fully 4-D joint estimation of compartmental models and blood input function directly from projections", Nuclear Science Symposium Conference Record, 2005 IEEE, October 23, 2005, doi: 10.1109/NSSMIC.2005.1596802

Book Chapters

Bala Rajaratnam, Sang-Yun Oh, Michael T. Tsiang, Richard A. Olshen, "Successive Standardization: Application to Case-Control Studies", Topics in Applied Statistics, ( December 31, 1969) doi: 10.1007/978-1-4614-7846-1_19