Journal publications:
Year 2006
- Ray, S. and Mallick,
B.K (2006) Functional clustering by Bayesian wavelet methods.
Journal of the Royal Statistical Society, B, 68, 305-332.
- Baladandayuthapani, V.,
Mallick, B., Hong, M., Lupton, J., Turner, N. and Carroll, R (2006) Bayesian hierarchical spatially correlated functional data analysis with
application to colon carcinogenesis. (Submitted)
- Linag, F. and Wang, N.
(2006) Dynamic hierarchical clustering of Gene expression Profiles.
(Submitted)
- Liang, F. (2006), Use of Probit transformation in clustering gene expression profiles.
(Submitted)
- Baladandayuthapani, V.,
Holmes, C., Mallick, B. and Carroll, R. (2006), Modeling nonlinear
gene interactions using Bayesian MARS. In Do, Mueller, Vannucci (eds.)
Bayesian inference for gene expression and proteomics, Cambridge University
Press.
- Sima, C. and Dougherty,
E. R. (2006) Optimal Convex Error Estimators for Classification.
Pattern Recognition (To appear).
Year 2005
- Mallick,
B.K., Ghosh, D. and Ghosh, M. (2005) Bayesian classification of
tumors using gene expression data. Journal of the Royal Statistical
Society, B, 67, 219-234.
- Bae K,
Mallick, B. and Elsik, C. (2005) Prediction of Protein inter-domain
linker regions by a hidden Marko models. Bioinformatics, 21, 2264-2270.
- Sima, C.,
Braga-Neto, U., and Dougherty, E. R. (2005) Superior Feature-Set Ranking
For Small Samples Using Bolstered Error Estimation. Bioinformatics, Vol.
21, No. 7, 1046-1054.
-
Baladandayuthapani, V., Ray, S. and Mallick, B. (2005) Bayesian methods
for DNA microarray data analysis. In Rao, C.R. and Dey, D.K. (eds.),
Handbook in Statistics: Bayesian Statistics, Elseveiver: Amsterdam.
- Fu,
W.,Dougherty, E.R.,Mallick, B. and Carroll, R. (2005) How many
samples are needed to build a classifier-A general sequential approach.
Bioinformatics, 21, 63-70.
- Sima, C.,
Attoor, S., Braga-Neto, U., Lowey, J., Suh, E., and E. R. Dougherty (2005)
Impact of Error Estimation on Feature-Selection Algorithms. Pattern
Recognition. Vol. 38, No. 12, 2472-2482.
- Liang,
F., Liu,C. and Wang,N. (2005) A sequential Bayesian procedure for
differential gene expression. Statistical Sinica (To appear).
- Sima,
C., Attoor, S., Braga-Neto, U., Lowey, J., Suh, E., and E. R. Dougherty
(2005) Error Estimation Confounds Feature Selection in Expression-based
Classification. In Proc. IEEE International Workshop on Genomic Signal
Processing and Statistics, Newport, Rhode Island.
-
Dougherty, E. R., Datta, A., and Sima, C. (2005) Research Issues in
Genomic Signal Processing. IEEE Signal Processing Magazine, 46-68, Vol.
22 No. 6, November, 2005.
Year
2004
- Lee, K.E
and Mallick, B. (2004) Bayesian methods for gene selection in the
survival model with application to DNA microarray data. Sankhya, 66,
756-778.
- Bae, K.
and Mallick, B. (2004) Gene selection using a two-level hierarchical
Bayesian model. Bioinformatics, 20, 3423-3430.
Year
2003
- Lee,
K.E., Sha, N., Dougherty, E., Vannucci, M. and Mallick, B. (2003) Gene Selection: A Bayesian variable selection approach. Bioinformatics,
19, 90-97.