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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

2000

Journal Article

Patient-specific Analysis of Sequential Haematological Data by Multiple Linear Regression and Mixture Distribution Modelling

McLaren, C. E., Kambour, E. L., McLachlan, G. J., Lukaski, H. C., Li, X., Brittenham, G. M. and McLaren, G. D. (2000). Patient-specific Analysis of Sequential Haematological Data by Multiple Linear Regression and Mixture Distribution Modelling. Statistics in Medicine, 19 (1), 83-98. doi: 10.1002/(SICI)1097-0258(20000115)19:13.0.CO;2-A

Patient-specific Analysis of Sequential Haematological Data by Multiple Linear Regression and Mixture Distribution Modelling

1999

Journal Article

The EMMIX software for the fitting of mixtures of normal and t-components

McLachlan, G. J., Peel, D., Basford, K. E. and Adams, P. (1999). The EMMIX software for the fitting of mixtures of normal and t-components. Journal of Statistical Software, 4 (2).

The EMMIX software for the fitting of mixtures of normal and t-components

1999

Journal Article

Constrained mixture models in competing risks problems

Ng, SK, McLachlan, GJ, McGiffin, DC and OBrien, MF (1999). Constrained mixture models in competing risks problems. Environmetrics, 10 (6), 753-767. doi: 10.1002/(SICI)1099-095X(199911/12)10:63.3.CO;2-B

Constrained mixture models in competing risks problems

1998

Journal Article

25 years of applied statistics

McLachlan, G (1998). 25 years of applied statistics. Journal of Applied Statistics, 25 (1), 3-22.

25 years of applied statistics

1998

Journal Article

Mathematical classification and clustering.

McLachlan, G (1998). Mathematical classification and clustering.. Psychometrika, 63 (1), 93-95. doi: 10.1007/BF02295440

Mathematical classification and clustering.

1998

Journal Article

On modifications to the long-term survival mixture model in the presence of competing risks

Ng, SK and McLachlan, GJ (1998). On modifications to the long-term survival mixture model in the presence of competing risks. Journal of Statistical Computation And Simulation, 61 (1-2), 77-96. doi: 10.1080/00949659808811903

On modifications to the long-term survival mixture model in the presence of competing risks

1998

Journal Article

Heterogeneity in schizophrenia: A mixture model analysis based on age-of-onset, gender and diagnosis

McLachlan, G, Welham, J and McGrath, J (1998). Heterogeneity in schizophrenia: A mixture model analysis based on age-of-onset, gender and diagnosis. Schizophrenia Research, 29 (1-2), 25-25. doi: 10.1016/S0920-9964(97)88353-3

Heterogeneity in schizophrenia: A mixture model analysis based on age-of-onset, gender and diagnosis