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Support Vector Machine Mathematics
Classifier Mathematics
Class Mathematics
Margin Mathematics
Support vector machine Business & Economics
Genes Medicine & Life Sciences
Regression Mathematics
Discrimination Mathematics

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Projects 2005 2020

Brain
Imaging techniques
Systems Biology
Genomics
Data integration
Brain
Neuroimaging
Fusion reactions
Pathology
Learning systems
Learning systems
Computer science
Education
Statistics
Students

Research Output 2004 2016

  • 3593 Citations
  • 23 h-Index
  • 57 Article
  • 1 Conference contribution
3 Citations

Graph-guided joint prediction of class label and clinical scores for the Alzheimer’s disease

Yu, G., Liu, Y. & Shen, D. Sep 1 2016 In : Brain Structure and Function. 221, 7, p. 3787-3801 15 p.

Research output: Research - peer-reviewArticle

Alzheimer Disease
Joints
Brain
Datasets
Prodromal Symptoms
584 Citations

Comprehensive genomic characterization of head and neck squamous cell carcinomas

Lawrence, M. S. , Sougnez, C. , Lichtenstein, L. , Cibulskis, K. , Lander, E. , Gabriel, S. B. , Getz, G. , Ally, A. , Balasundaram, M. , Birol, I. , Bowlby, R. , Brooks, D. , Butterfield, Y. S. N. , Carlsen, R. , Cheng, D. , Chu, A. , Dhalla, N. , Guin, R. , Holt, R. A. , Jones, S. J. M. & 291 others Lee, D., Li, H. I., Marra, M. A., Mayo, M., Moore, R. A., Mungall, A. J., Robertson, A. G., Schein, J. E., Sipahimalani, P., Tam, A., Thiessen, N., Wong, T., Protopopov, A., Santoso, N., Lee, S., Parfenov, M., Zhang, J., Mahadeshwar, H. S., Tang, J., Ren, X., Seth, S., Haseley, P., Zeng, D., Yang, L., Xu, A. W., Song, X., Pantazi, A., Bristow, C. A., Hadjipanayis, A., Seidman, J., Chin, L., Park, P. J., Kucherlapati, R., Akbani, R., Casasent, T., Liu, W., Lu, Y., Mills, G., Motter, T., Weinstein, J., Diao, L., Wang, J., Hong Fan, Y., Liu, J., Wang, K., Auman, J. T., Balu, S., Bodenheimer, T., Buda, E., Hayes, D. N., Hoadley, K. A., Hoyle, A. P., Jefferys, S. R., Jones, C. D., Kimes, P. K., Liu, Y., Marron, J. S., Meng, S., Mieczkowski, P. A., Mose, L. E., Parker, J. S., Perou, C. M., Prins, J. F., Roach, J., Shi, Y., Simons, J. V., Singh, D., Soloway, M. G., Tan, D., Veluvolu, U., Walter, V., Waring, S., Wilkerson, M. D., Wu, J., Zhao, N., Cherniack, A. D., Hammerman, P. S., Tward, A. D., Pedamallu, C. S., Saksena, G., Jung, J., Ojesina, A. I., Carter, S. L., Zack, T. I., Schumacher, S. E., Beroukhim, R., Freeman, S. S., Meyerson, M., Cho, J., Noble, M. S., DiCara, D., Zhang, H., Heiman, D. I., Gehlenborg, N., Voet, D., Lin, P., Frazer, S., Stojanov, P., Liu, Y., Zou, L., Kim, J., Muzny, D., Doddapaneni, H. V., Kovar, C., Reid, J., Morton, D., Han, Y., Hale, W., Chao, H., Chang, K., Drummond, J. A., Gibbs, R. A., Kakkar, N., Wheeler, D., Xi, L., Ciriello, G., Ladanyi, M., Lee, W., Ramirez, R., Sander, C., Shen, R., Sinha, R., Weinhold, N., Taylor, B. S., Aksoy, B. A., Dresdner, G., Gao, J., Gross, B., Jacobsen, A., Reva, B., Schultz, N., Sumer, S. O., Sun, Y., Chan, T. A., Morris, L. G., Stuart, J., Benz, S., Ng, S., Benz, C., Yau, C., Baylin, S. B., Cope, L., Danilova, L., Herman, J. G., Bootwalla, M., Maglinte, D. T., Laird, P. W., Triche, T., Weisenberger, D. J., Van Den Berg, D. J., Agrawal, N., Bishop, J., Boutros, P. C., Bruce, J. P., Byers, L. A., Califano, J., Carey, T. E., Chen, Z., Cheng, H., Chiosea, S. I., Cohen, E., Diergaarde, B., Egloff, A. M., El-Naggar, A. K., Ferris, R. L., Frederick, M. J., Grandis, J. R., Guo, Y., Haddad, R. I., Harris, T., Hui, A. B. Y., Lee, J. J., Lippman, S. M., Liu, F. F., McHugh, J. B., Myers, J., Ng, P. K. S., Perez-Ordonez, B., Pickering, C. R., Prystowsky, M., Romkes, M., Saleh, A. D., Sartor, M. A., Seethala, R., Seiwert, T. Y., Si, H., Van Waes, C., Waggott, D. M., Wiznerowicz, M., Yarbrough, W. G., Zhang, J., Zuo, Z., Burnett, K., Crain, D., Gardner, J., Lau, K., Mallery, D., Morris, S., Paulauskis, J., Penny, R., Shelton, C., Shelton, T., Sherman, M., Yena, P., Black, A. D., Bowen, J., Frick, J., Gastier-Foster, J. M., Harper, H. A., Leraas, K., Lichtenberg, T. M., Ramirez, N. C., Wise, L., Zmuda, E., Baboud, J., Jensen, M. A., Kahn, A. B., Pihl, T. D., Pot, D. A., Srinivasan, D., Walton, J. S., Wan, Y., Burton, R. A., Davidsen, T., Demchok, J. A., Eley, G., Ferguson, M. L., Mills Shaw, K. R., Ozenberger, B. A., Sheth, M., Sofia, H. J., Tarnuzzer, R., Wang, Z., Yang, L., Zenklusen, J. C., Saller, C., Tarvin, K., Chen, C., Bollag, R., Weinberger, P., Golusiński, W., Golusiński, P., Ibbs, M., Korski, K., Mackiewicz, A., Suchorska, W., Szybiak, B., Curley, E., Beard, C., Mitchell, C., Sandusky, G., Ahn, J., Khan, Z., Irish, J., Waldron, J., William, W. N., Egea, S., Gomez-Fernandez, C., Herbert, L., Bradford, C. R., Chepeha, D. B., Haddad, A. S., Jones, T. R., Komarck, C. M., Malakh, M., Moyer, J. S., Nguyen, A., Peterson, L. A., Prince, M. E., Rozek, L. S., Taylor, E. G., Walline, H. M., Wolf, G. T., Boice, L., Chera, B. S., Funkhouser, W. K., Gulley, M. L., Hackman, T. G., Hayward, M. C., Huang, M., Rathmell, W. K., Salazar, A. H., Shockley, W. W., Shores, C. G., Thorne, L., Weissler, M. C., Wrenn, S., Zanation, A. M., Brown, B. T., Pham, M. & The Cancer Genome Atlas Network Jan 29 2015 In : Nature. 517, 7536, p. 576-582 7 p.

Research output: Research - peer-reviewArticle

Mutation
Neoplasms
Carcinoma, squamous cell of head and neck
TNF Receptor-Associated Factor 3
cdc Genes
2 Citations

IsoDOT Detects Differential RNA-Isoform Expression/Usage With Respect to a Categorical or Continuous Covariate With High Sensitivity and Specificity

Sun, W., Liu, Y., Crowley, J. J., Chen, T. H., Zhou, H., Chu, H., Huang, S., Kuan, P. F., Li, Y., Miller, D., Shaw, G., Wu, Y., Zhabotynsky, V., McMillan, L., Zou, F., Sullivan, P. F. & De Villena, F. P. M. Jul 3 2015 In : Journal of the American Statistical Association. 110, 511, p. 975-986 12 p.

Research output: Research - peer-reviewArticle

Differential Expression
Categorical
Specificity
Covariates
Gene
4 Citations

SPReM: Sparse Projection Regression Model For High-Dimensional Linear Regression

Sun, Q., Zhu, H., Liu, Y. & Ibrahim, J. G. Jan 2 2015 In : Journal of the American Statistical Association. 110, 509, p. 289-302 14 p.

Research output: Research - peer-reviewArticle

Linear regression
Regression Model
High-dimensional
Regression
Projection

Hypothesis testing for band size detection of high-dimensional banded precision matrices

An, B., Guo, J. & Liu, Y. 2014 In : Biometrika. 101, 2, p. 477-483 7 p.

Research output: Research - peer-reviewArticle

Hypothesis Testing
High-dimensional
Hypothesis testing
testing
Testing