Structured Matrix Completion with Applications to Genomic Data Integration.
Structured Matrix Completion with Applications to Genomic Data Integration.
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DOI：
10.1080/01621459.2015.1021005
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发表时间：
2016
影响因子：
3.7
通讯作者：
Zhang A
中科院分区：
文献类型：
--
作者：
Cai T;Cai TT;Zhang A
Matrix completion has attracted significant recent attention in many fields including statistics, applied mathematics and electrical engineering. Current literature on matrix completion focuses primarily on independent sampling models under which the individual observed entries are sampled independently. Motivated by applications in genomic data integration, we propose a new framework of structured matrix completion (SMC) to treat structured missingness by design. Specifically, our proposed method aims at efficient matrix recovery when a subset of the rows and columns of an approximately low-rank matrix are observed. We provide theoretical justification for the proposed SMC method and derive lower bound for the estimation errors, which together establish the optimal rate of recovery over certain classes of approximately low-rank matrices. Simulation studies show that the method performs well in finite sample under a variety of configurations. The method is applied to integrate several ovarian cancer genomic studies with different extent of genomic measurements, which enables us to construct more accurate prediction rules for ovarian cancer survival.
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DOI：
10.1109/tpami.2004.52
发表时间：
2004-08-01
影响因子：
23.6
作者：
Chen, P;Suter, D
通讯作者：
Suter, D
影响因子：
4.5
作者：
Koltchinskii, Vladimir
通讯作者：
Koltchinskii, Vladimir
影响因子：
3
作者：
Candes, Emmanuel J.;Recht, Benjamin
通讯作者：
Recht, Benjamin
影响因子：
7
作者：
Chi EC;Zhou H;Chen GK;Del Vecchyo DO;Lange K
通讯作者：
Lange K
影响因子：
64.8
作者：
Bell, D.;Berchuck, A.;Birrer, M.;Chien, J.;Cramer, D. W.;Dao, F.;Dhir, R.;DiSaia, P.;Gabra, H.;Glenn, P.;Godwin, A. K.;Gross, J.;Hartmann, L.;Huang, M.;Huntsman, D. G.;Iacocca, M.;Imielinski, M.;Kalloger, S.;Karlan, B. Y.;Levine, D. A.;Mills, G. B.;Morrison, C.;Mutch, D.;Olvera, N.;Orsulic, S.;Park, K.;Petrelli, N.;Rabeno, B.;Rader, J. S.;Sikic, B. I.;Smith-McCune, K.;Sood, A. K.;Bowtell, D.;Penny, R.;Testa, J. R.;Chang, K.;Dinh, H. H.;Drummond, J. A.;Fowler, G.;Gunaratne, P.;Hawes, A. C.;Kovar, C. L.;Lewis, L. R.;Morgan, M. B.;Newsham, I. F.;Santibanez, J.;Reid, J. G.;Trevino, L. R.;Wu, Y. -Q.;Wang, M.;Muzny, D. M.;Wheeler, D. A.;Gibbs, R. A.;Getz, G.;Lawrence, M. S.;Cibulskis, K.;Sivachenko, A. Y.;Sougnez, C.;Voet, D.;Wilkinson, J.;Bloom, T.;Ardlie, K.;Fennell, T.;Baldwin, J.;Gabriel, S.;Lander, E. S.;Ding, L.;Fulton, R. S.;Koboldt, D. C.;McLellan, M. D.;Wylie, T.;Walker, J.;O'Laughlin, M.;Dooling, D. J.;Fulton, L.;Abbott, R.;Dees, N. D.;Zhang, Q.;Kandoth, C.;Wendl, M.;Schierding, W.;Shen, D.;Harris, C. C.;Schmidt, H.;Kalicki, J.;Delehaunty, K. D.;Fronick, C. C.;Demeter, R.;Cook, L.;Wallis, J. W.;Lin, L.;Magrini, V. J.;Hodges, J. S.;Eldred, J. M.;Smith, S. M.;Pohl, C. S.;Vandin, F.;Raphael, B. J.;Weinstock, G. M.;Mardis, R.;Wilson, R. K.;Meyerson, M.;Winckler, W.;Getz, G.;Verhaak, R. G. W.;Carter, S. L.;Mermel, C. H.;Saksena, G.;Nguyen, H.;Onofrio, R. C.;Lawrence, M. S.;Hubbard, D.;Gupta, S.;Crenshaw, A.;Ramos, A. H.;Ardlie, K.;Chin, L.;Protopopov, A.;Zhang, Juinhua;Kim, T. M.;Perna, I.;Xiao, Y.;Zhang, H.;Ren, G.;Sathiamoorthy, N.;Park, R. W.;Lee, E.;Park, P. J.;Kucherlapati, R.;Absher, D. M.;Waite, L.;Sherlock, G.;Brooks, J. D.;Li, J. Z.;Xu, J.;Myers, R. M.;Laird, P. W.;Cope, L.;Herman, J. G.;Shen, H.;Weisenberger, D. J.;Noushmehr, H.;Pan, F.;Triche, T., Jr.;Berman, B. P.;Van den Berg, D. J.;Buckley, J.;Baylin, S. B.;Spellman, P. T.;Purdom, E.;Neuvial, P.;Bengtsson, H.;Jakkula, L. R.;Durinck, S.;Han, J.;Dorton, S.;Marr, H.;Choi, Y. G.;Wang, V.;Wang, N. J.;Ngai, J.;Conboy, J. G.;Parvin, B.;Feiler, H. S.;Speed, T. P.;Gray, J. W.;Levine, D. A.;Socci, N. D.;Liang, Y.;Taylor, B. S.;Schultz, N.;Borsu, L.;Lash, A. E.;Brennan, C.;Viale, A.;Sander, C.;Ladanyi, M.;Hoadley, K. A.;Meng, S.;Du, Y.;Shi, Y.;Li, L.;Turman, Y. J.;Zang, D.;Helms, E. B.;Balu, S.;Zhou, X.;Wu, J.;Topal, M. D.;Hayes, D. N.;Perou, C. M.;Getz, G.;Voet, D.;Saksena, G.;Zhang, Junihua;Zhang, H.;Wu, C. J.;Shukla, S.;Cibulskis, K.;Lawrence, M. S.;Sivachenko, A.;Jing, R.;Park, R. W.;Liu, Y.;Park, P. J.;Noble, M.;Chin, L.;Carter, H.;Kim, D.;Karchin, R.;Spellman, P. T.;Purdom, E.;Neuvial, P.;Bengtsson, H.;Durinck, S.;Han, J.;Korkola, J. E.;Heiser, L. M.;Cho, R. J.;Hu, Z.;Parvin, B.;Speed, T. P.;Gray, J. W.;Schultz, N.;Cerami, E.;Taylor, B. S.;Olshen, A.;Reva, B.;Antipin, Y.;Shen, R.;Mankoo, P.;Sheridan, R.;Ciriello, G.;Chang, W. K.;Bernanke, J. A.;Borsu, L.;Levine, D. A.;Ladanyi, M.;Sander, C.;Haussler, D.;Benz, C. C.;Stuart, J. M.;Benz, S. C.;Sanborn, J. Z.;Vaske, C. J.;Zhu, J.;Szeto, C.;Scott, G. K.;Yau, C.;Hoadley, K. A.;Du, Y.;Balu, S.;Hayes, D. N.;Perou, C. M.;Wilkerson, M. D.;Zhang, N.;Akbani, R.;Baggerly, K. A.;Yung, W. K.;Mills, G. B.;Weinstein, J. N.;Penny, R.;Shelton, T.;Grimm, D.;Hatfield, M.;Morris, S.;Yena, P.;Rhodes, P.;Sherman, M.;Paulauskis, J.;Millis, S.;Kahn, A.;Greene, J. M.;Sfeir, R.;Jensen, M. A.;Chen, J.;Whitmore, J.;Alonso, S.;Jordan, J.;Chu, A.;Zhang, Jinghui;Barker, A.;Compton, C.;Eley, G.;Ferguson, M.;Fielding, P.;Gerhard, D. S.;Myles, R.;Schaefer, C.;Shaw, K. R. Mills;Vaught, J.;Vockley, J. B.;Good, P. J.;Guyer, M. S.;Ozenberger, B.;Peterson, J.;Thomson, E.
通讯作者：
Thomson, E.