42 results found
Fowler A, Menon V, Heard NA, 2013, DYNAMIC BAYESIAN CLUSTERING, JOURNAL OF BIOINFORMATICS AND COMPUTATIONAL BIOLOGY, Vol: 11, ISSN: 0219-7200
Fowler A, Heard NA, 2013, Dynamic Bayesian clustering of gene expression data, Pages: 165-170
Clusters of time series data may change location and memberships over time; in gene expression data, this occurs as groups of genes or samples respond differently to stimuli or experimental conditions at different times. In order to uncover this underlying temporal structure, we consider dynamic clusters which not only change location but also split and merge over time, enabling cluster memberships to change. Dynamic clustering is applied to both cyclic and developmental gene expression data sets and reveals interesting, time-dependent structures which could not be identified using traditional clustering methods.
Fowler A, Heard NA, 2012, On two-way Bayesian agglomerative clustering of gene expression data, Statistical Analy Data Mining, Vol: 5, Pages: 463-476, ISSN: 1932-1864
Heard NA, 2011, Iterative Reclassification in Agglomerative Clustering, JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS, Vol: 20, Pages: 920-936, ISSN: 1061-8600
Heard NA, Weston DJ, Platanioti K, et al., 2010, BAYESIAN ANOMALY DETECTION METHODS FOR SOCIAL NETWORKS, ANNALS OF APPLIED STATISTICS, Vol: 4, Pages: 645-662, ISSN: 1932-6157
Bushel PR, Heard NA, Gutman R, et al., 2009, Dissecting the fission yeast regulatory network reveals phase-specific control elements of its cell cycle, BMC SYSTEMS BIOLOGY, Vol: 3
Heard NA, Holmes CC, Stephens DA, 2006, A quantitative study of gene regulation involved in the immune response of anopheline mosquitoes: An application of Bayesian hierarchical clustering of curves, JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, Vol: 101, Pages: 18-29, ISSN: 0162-1459
Heard NA, Holmes CC, Stephens DA, et al., 2005, Bayesian coclustering of Anopheles gene expression time series: Study of immune defense response to multiple experimental challenges, PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, Vol: 102, Pages: 16939-16944, ISSN: 0027-8424
Hand DJ, Heard NA, 2005, Finding groups in gene expression data, JOURNAL OF BIOMEDICINE AND BIOTECHNOLOGY, Pages: 215-225, ISSN: 1110-7243
Hand DJ, Adams NM, Heard NA, 2005, Pattern discovery tools for detecting cheating in student coursework, Berlin, Local pattern detection. International seminar. Dagstuhl Castle, Germany, 12 - 16 April 2004, Publisher: Springer-Verlag, Pages: 39-52
Heard NA, 2004, Technology in genetics - Automating the scientific process, HEREDITY, Vol: 93, Pages: 6-7, ISSN: 0018-067X
Holmes CC, Heard NA, 2003, Generalized monotonic regression using random change points, STATISTICS IN MEDICINE, Vol: 22, Pages: 623-638, ISSN: 0277-6715
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