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2004

Journal Article

On a resampling approach for tests on the number of clusters with mixture model-based clustering of tissue samples

McLachlan, GJ and Khan, N (2004). On a resampling approach for tests on the number of clusters with mixture model-based clustering of tissue samples. Journal of Multivariate Analysis, 90 (1), 90-105. doi: 10.1016/j.jmva.2004.02.002

On a resampling approach for tests on the number of clusters with mixture model-based clustering of tissue samples

2004

Journal Article

Clustering objects on subsets of attributes - Discussion

Hand, DJ, Glasbey, C, Husmeier, D, Gower, JC, van Houwelingen, HC, Bugrien, JB, Nason, G, Critchley, F, Hoff, PD, McLachlan, GJ and Bean, RW (2004). Clustering objects on subsets of attributes - Discussion. Journal of The Royal Statistical Society Series B-statistical Methodology, 66 (4), 839-849.

Clustering objects on subsets of attributes - Discussion

2004

Journal Article

Mixture modelling for cluster analysis

McLachlan, G. J. and Chang, S. U. (2004). Mixture modelling for cluster analysis. Statistical Methods In Medical Research, 13 (5), 347-361. doi: 10.1191/0962280204sm372ra

Mixture modelling for cluster analysis

2003

Journal Article

Model-based clustering in gene expression microarrays: an application to breast cancer data

Mar, J.C. and McLachlan, G.J. (2003). Model-based clustering in gene expression microarrays: an application to breast cancer data. International Journal of Software Engineering and Knowledge Engineering, 13 (6), 579-592. doi: 10.1142/S0218194003001482

Model-based clustering in gene expression microarrays: an application to breast cancer data

2003

Journal Article

Model-based clustering in gene expression microarrays: an application to breast cancer data

Mar, J. C. and McLachlan, G. J. (2003). Model-based clustering in gene expression microarrays: an application to breast cancer data. International Journal of Software Engineering And Knowledge Engineering, 13 (6), 579-592. doi: 10.1142/S0218194003001482

Model-based clustering in gene expression microarrays: an application to breast cancer data

2003

Journal Article

An EM-based Semi-Parametric Mixture Model Approach to the Regression Analysis of Competing-Risks Data

Ng, S. K. and McLachlan, G. J. (2003). An EM-based Semi-Parametric Mixture Model Approach to the Regression Analysis of Competing-Risks Data. Statistics In Medicine, 22 (7), 1097-1111. doi: 10.1002/sim.1371

An EM-based Semi-Parametric Mixture Model Approach to the Regression Analysis of Competing-Risks Data

2003

Journal Article

On the Choice of the Number of Blocks with the Incremental EM Algorithm for the Fitting of Normal Mixtures

Ng, S. K. and McLachlan, G. J. (2003). On the Choice of the Number of Blocks with the Incremental EM Algorithm for the Fitting of Normal Mixtures. Statistics And Computing, 13 (1), 45-55. doi: 10.1023/A:1021987710829

On the Choice of the Number of Blocks with the Incremental EM Algorithm for the Fitting of Normal Mixtures

2003

Journal Article

Modelling High-Dimensional Data by Mixtures of Factor Analyzers

McLachlan, G. J., Peel, D. and Bean, R. W. (2003). Modelling High-Dimensional Data by Mixtures of Factor Analyzers. Computational Statistics & Data Analysis, 41 (3-4), 379-388. doi: 10.1016/S0167-9473(02)00183-4

Modelling High-Dimensional Data by Mixtures of Factor Analyzers

2003

Journal Article

On some variants of the EM algorithm for the fitting of finite mixture models

Ng, A.S. K. and McLachlan, G. J. (2003). On some variants of the EM algorithm for the fitting of finite mixture models. Austrian Journal of Statistics, 32 (1 & 2), 143-161.

On some variants of the EM algorithm for the fitting of finite mixture models

2002

Journal Article

Selection bias in gene extraction on the basis of microarray gene-expression data

Ambroise, Christophe and McLachlan, Geoffrey J. (2002). Selection bias in gene extraction on the basis of microarray gene-expression data. Proceedings of the National Academy of Sciences of the United States of America, 99 (10), 6562-6566. doi: 10.1073/pnas.102102699

Selection bias in gene extraction on the basis of microarray gene-expression data

2002

Journal Article

Maximum Likelihood Estimation of Mixture Densities for Binned and Truncated Multivariate Data

Cadez, I. V., Smyth, P., McLachlan, G. J. and McLaren, C. E. (2002). Maximum Likelihood Estimation of Mixture Densities for Binned and Truncated Multivariate Data. Machine Learning, 47 (1), 7-34. doi: 10.1023/A:1013679611503

Maximum Likelihood Estimation of Mixture Densities for Binned and Truncated Multivariate Data

2002

Journal Article

Influence of patient age and implantation technique on the probability of re-replacement of the homograft aortic valve

Ng, S. K., O'Brien, M. F., Harrocks, S. N. and McLachlan, G. J. (2002). Influence of patient age and implantation technique on the probability of re-replacement of the homograft aortic valve. Journal of Heart Valve Disease, 11 (2), 217-223.

Influence of patient age and implantation technique on the probability of re-replacement of the homograft aortic valve

2002

Journal Article

Nearest-neighbor variance estimation (NNVE): Robust covariance estimation via nearest-neighbor cleaning - Comment

McLachlan, G. J. and Hamaty, K. L. (2002). Nearest-neighbor variance estimation (NNVE): Robust covariance estimation via nearest-neighbor cleaning - Comment. Journal of The American Statistical Association, 97 (460), 1009-1011. doi: 10.1198/016214502388618807

Nearest-neighbor variance estimation (NNVE): Robust covariance estimation via nearest-neighbor cleaning - Comment

2002

Journal Article

A mixture model-based approach to the clustering of microarray expression data

McLachlan, GJ, Bean, RW and Peel, D (2002). A mixture model-based approach to the clustering of microarray expression data. Bioinformatics, 18 (3), 413-422. doi: 10.1093/bioinformatics/18.3.413

A mixture model-based approach to the clustering of microarray expression data

2001

Journal Article

MRI based diffusion and perfusion predictive model to estimate stroke evolution

Rose, Stephen E., Chalk, Jonathan B., Griffin, Mark P., Janke, Andrew L., Chen, Fang, Mclachlan, Geoffrey J., Peel, David, Zelaya, Fernando O., Markus, Hugh S., Jones, Derek K., Simmons, Andrew, O'Sullivan, Michael, Jarosz, Jo M., Strugnell, Wendy and Doddrell, David M. (2001). MRI based diffusion and perfusion predictive model to estimate stroke evolution. Magnetic Resonance Imaging, 19 (8), 1043-1053. doi: 10.1016/S0730-725X(01)00435-0

MRI based diffusion and perfusion predictive model to estimate stroke evolution

2001

Journal Article

Letter to the editor

McLachlan, G. J. (2001). Letter to the editor. Journal of Agricultural, Biological, and Environmental Statistics, 6 (2), 302-304. doi: 10.1198/108571101750524797

Letter to the editor

2001

Journal Article

Fitting mixtures of Kent distributions to aid in joint set identification

Peel, D, Whiten, WJ and McLachlan, GJ (2001). Fitting mixtures of Kent distributions to aid in joint set identification. Journal of The American Statistical Association, 96 (453), 56-63. doi: 10.1198/016214501750332974

Fitting mixtures of Kent distributions to aid in joint set identification

2000

Journal Article

Robust Mixture Modelling Using the t Distribution

Peel, D. and McLachlan, G. J. (2000). Robust Mixture Modelling Using the t Distribution. Statistics and Computing, 10 (4), 339-348. doi: 10.1023/A:1008981510081

Robust Mixture Modelling Using the t Distribution

2000

Journal Article

Heterogeneity in schizophrenia; mixture modelling of age-at-first-admission, gender and diagnosis

Welham, J., McLachlan, G., Davies, G. and McGrath, J. (2000). Heterogeneity in schizophrenia; mixture modelling of age-at-first-admission, gender and diagnosis. Acta Psychiatrica Scandinavica, 101 (4), 312-317. doi: 10.1034/j.1600-0447.2000.101004312.x

Heterogeneity in schizophrenia; mixture modelling of age-at-first-admission, gender and diagnosis

2000

Journal Article

Heterogeneity in schizophrenia; mixture modelling of age-at-first admission, gender and diagnosis

Welham, J., McLachlan, G. J., Davies, G. and McGrath, J. J. (2000). Heterogeneity in schizophrenia; mixture modelling of age-at-first admission, gender and diagnosis. Acta Pyschiatrica Scandinavica, 1, 312-317.

Heterogeneity in schizophrenia; mixture modelling of age-at-first admission, gender and diagnosis