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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

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

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

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

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

Conference Publication

On speeding up the EM algorithm in pattern recognition: A comparison of incremental and multiresolution KD -tree-based approaches

Ng, A.S. K. and McLachlan, G. J. (2002). On speeding up the EM algorithm in pattern recognition: A comparison of incremental and multiresolution KD -tree-based approaches. Proc. of the Sixth Digital Image Computing Techniques & Applications, Melbourne University, 21-22 January. Melbourne: Australian Pattern Recognition Society.

On speeding up the EM algorithm in pattern recognition: A comparison of incremental and multiresolution KD -tree-based approaches

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

2001

Other Outputs

Multivariate analysis: Classification and discriminant analysis

McLachlan, G. J. (2001). Multivariate analysis: Classification and discriminant analysis.

Multivariate analysis: Classification and discriminant analysis

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

Book

Finite mixture models: McLachlan/finite mixture models

McLachlan, Geoffrey and Peel, David (2000). Finite mixture models: McLachlan/finite mixture models. Hoboken, NJ, USA: John Wiley & Sons. doi: 10.1002/0471721182

Finite mixture models: McLachlan/finite mixture models

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

Book

Finite Mixture Models

McLachlan, G. J. and Peel, D. (2000). Finite Mixture Models. New York: John Wiley & Sons.

Finite Mixture Models

2000

Conference Publication

Multivariate mixture models for classification of anemias

McLaren, C. E., Cadez, I. V., Smyth, P. and McLachlan, G. J. (2000). Multivariate mixture models for classification of anemias. 2000 Proceedings of the Biometrics Sect. of the Amer.Stat.Ass, Indianapolis, USA, August 2000. Virginia, USA: American Statistical Association.

Multivariate mixture models for classification of anemias

2000

Conference Publication

Mixture of factor analyzers

McLachlan, G. J. and Peel, D. (2000). Mixture of factor analyzers. Seventh International Conference on Machine Learning (ICML - 2000), California, United States, June 29 - July 2 2000. San Francisco, CA United States: Morgan Kaufmann.

Mixture of factor analyzers

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

Conference Publication

Computing issues for the EM algorithm in mixture models

Mclachlan, G. J. and Peel, D. (1999). Computing issues for the EM algorithm in mixture models. Interface '99, Schaumbury, Illinois, June 1999. Fairfax Station, Virginia: Interface Foundation of North America.

Computing issues for the EM algorithm in mixture models