List of works - Geoffrey McLachlan

A Block EM Algorithm for Multivariate Skew Normal and Skew -Mixture Models

scientific article published on 09 March 2018

A Universal Approximation Theorem for Mixture-of-Experts Models.

scientific article

A benchmark for evaluation of algorithms for identification of cellular correlates of clinical outcomes.

scientific article published on 08 October 2015

A mixture model with random-effects components for clustering correlated gene-expression profiles.

scientific article published on 3 May 2006

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

scientific article

A score test for assessing the cured proportion in the long-term survivor mixture model.

scientific article

Allograft Aortic Valve Replacement: Long-Term Comparative Clinical Analysis of the Viable Cryopreserved and Antibiotic 4°C Stored Valves ⬇️

scientific article published on 01 December 1991

An analysis of valve re-replacement after aortic valve replacement with biologic devices

scientific article published on 01 February 1997

An incremental EM-based learning approach for on-line prediction of hospital resource utilization.

scientific article published on 6 October 2005

Application of Multiple Imputation for Missing Values in Three-Way Three-Mode Multi-Environment Trial Data.

scientific article

Autoantibody profiling to identify biomarkers of key pathogenic pathways in mucinous ovarian cancer.

scientific article published on January 2010

Automated high-dimensional flow cytometric data analysis

scientific article

Bivariate mixture modeling of transferrin saturation and serum ferritin concentration in Asians, African Americans, Hispanics, and whites in the Hemochromatosis and Iron Overload Screening (HEIRS) Study.

scientific article

Cluster analysis and related techniques in medical research

scientific article published on January 1, 1992

Clustering of time-course gene expression profiles using normal mixture models with autoregressive random effects.

scientific article

Clustering.

scientific article published on January 2017

Clustering.

scientific article published in January 2008

Commentary on Steinley and Brusco (2011): recommendations and cautions.

scientific article published in March 2011

Conservation and divergence in Toll-like receptor 4-regulated gene expression in primary human versus mouse macrophages

scientific article

False discovery rate control in magnetic resonance imaging studies via Markov random fields

scientific article published on 7 May 2014

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

scientific article published on 01 April 2000

Inference on differences between classes using cluster-specific contrasts of mixed effects.

scientific article published on 23 June 2014

Integrative mixture of experts to combine clinical factors and gene markers.

scientific article published on 11 March 2010

Iterative Reclassification Procedure for Constructing an Asymptotically Optimal Rule of Allocation in Discriminant Analysis

scientific article published in 1975

Joint modeling and registration of cell populations in cohorts of high-dimensional flow cytometric data

scientific article

Maternity length of stay modelling by gamma mixture regression with random effects.

scientific article published in August 2007

Maximum Pseudolikelihood Estimation for Model-Based Clustering of Time Series Data

scientific article

Mixture models for detecting differentially expressed genes in microarrays.

scientific article published in October 2006

Mixture models for partially unclassified data: a case study of renal venous renin in hypertension.

scientific article

Mixture of time-dependent growth models with an application to blue swimmer crab length-frequency data

scientific article

Mixtures of common t-factor analyzers for clustering high-dimensional microarray data.

scientific article

Mixtures of factor analyzers with common factor loadings: applications to the clustering and visualization of high-dimensional data

scientific article

Modeling of inter-sample variation in flow cytometric data with the joint clustering and matching procedure

scientific article published on 22 October 2015

Multi-level zero-inflated poisson regression modelling of correlated count data with excess zeros

scientific article

Multilevel model with random effects for clustered survival data with multiple failure outcomes

scientific article published on 25 November 2018

Multilevel survival modelling of recurrent urinary tract infections

scientific article published on 09 July 2007

On the classification of microarray gene-expression data.

scientific article

On the role of finite mixture models in survival analysis.

scientific article published on January 1994

Parametric estimation in a genetic mixture model with application to nuclear family data.

scientific article published on March 1994

Partial identification in the statistical matching problem.

scientific article

Relationship of platelet aggregation to bleeding after cardiopulmonary bypass

scientific article published on 01 April 1994

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

scientific article

Statistical Evaluation of Labeled Comparative Profiling Proteomics Experiments Using Permutation Test.

scientific article published in January 2017

Use of the EM algorithm to detect QTL affecting multiple-traits in an across half-sib family analysis

scientific article published on 01 January 2005

Whole-Volume Clustering of Time Series Data from Zebrafish Brain Calcium Images via Mixture Modeling

scientific article published on 06 December 2017

List of works by Geoffrey McLachlan

A Block EM Algorithm for Multivariate Skew Normal and Skew -Mixture Models

A Universal Approximation Theorem for Mixture-of-Experts Models.

A benchmark for evaluation of algorithms for identification of cellular correlates of clinical outcomes.

A mixture model with random-effects components for clustering correlated gene-expression profiles.

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

A score test for assessing the cured proportion in the long-term survivor mixture model.

Allograft Aortic Valve Replacement: Long-Term Comparative Clinical Analysis of the Viable Cryopreserved and Antibiotic 4°C Stored Valves ⬇️

An analysis of valve re-replacement after aortic valve replacement with biologic devices

An incremental EM-based learning approach for on-line prediction of hospital resource utilization.

Application of Multiple Imputation for Missing Values in Three-Way Three-Mode Multi-Environment Trial Data.

Autoantibody profiling to identify biomarkers of key pathogenic pathways in mucinous ovarian cancer.

Automated high-dimensional flow cytometric data analysis

Bivariate mixture modeling of transferrin saturation and serum ferritin concentration in Asians, African Americans, Hispanics, and whites in the Hemochromatosis and Iron Overload Screening (HEIRS) Study.

Cluster analysis and related techniques in medical research

Clustering of time-course gene expression profiles using normal mixture models with autoregressive random effects.

Clustering.

Clustering.

Commentary on Steinley and Brusco (2011): recommendations and cautions.

Conservation and divergence in Toll-like receptor 4-regulated gene expression in primary human versus mouse macrophages

False discovery rate control in magnetic resonance imaging studies via Markov random fields

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

Inference on differences between classes using cluster-specific contrasts of mixed effects.

Integrative mixture of experts to combine clinical factors and gene markers.

Iterative Reclassification Procedure for Constructing an Asymptotically Optimal Rule of Allocation in Discriminant Analysis

Joint modeling and registration of cell populations in cohorts of high-dimensional flow cytometric data

Maternity length of stay modelling by gamma mixture regression with random effects.

Maximum Pseudolikelihood Estimation for Model-Based Clustering of Time Series Data

Mixture models for detecting differentially expressed genes in microarrays.

Mixture models for partially unclassified data: a case study of renal venous renin in hypertension.

Mixture of time-dependent growth models with an application to blue swimmer crab length-frequency data

Mixtures of common t-factor analyzers for clustering high-dimensional microarray data.

Mixtures of factor analyzers with common factor loadings: applications to the clustering and visualization of high-dimensional data

Modeling of inter-sample variation in flow cytometric data with the joint clustering and matching procedure

Multi-level zero-inflated poisson regression modelling of correlated count data with excess zeros

Multilevel model with random effects for clustered survival data with multiple failure outcomes

Multilevel survival modelling of recurrent urinary tract infections

On the classification of microarray gene-expression data.

On the role of finite mixture models in survival analysis.

Parametric estimation in a genetic mixture model with application to nuclear family data.

Partial identification in the statistical matching problem.

Relationship of platelet aggregation to bleeding after cardiopulmonary bypass

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

Statistical Evaluation of Labeled Comparative Profiling Proteomics Experiments Using Permutation Test.

Use of the EM algorithm to detect QTL affecting multiple-traits in an across half-sib family analysis

Whole-Volume Clustering of Time Series Data from Zebrafish Brain Calcium Images via Mixture Modeling