Jeff's Wish List for Paper Presentations
Clustering
Gene shaving' as a method for identifying distinct sets of genes with similar
expression patterns
T Hastie1, R Tibshirani, M B Eisen, A Alizadeh, R Levy, L Staudt, W C Chan,
D Botstein, P Brown
Genome Biology 1(2):research0003.1-0003.21
Article(PDF)
The transcriptional program in the response of human fibroblasts to serum.
Iyer VR, Eisen MB, Ross DT, Schuler G, Moore T, Lee JCF, Trent JM, Staudt LM,
Hudson J Jr, Boguski MS, Lashkari D, Shalon D, Botstein D, Brown PO
Science 1999 Jan 1;283(5398):83-7 Article(PDF)
Detecting Stable Clusters Using Principal Component Analysis
Asa Ben-Hur, Isabelle Guyon
Article(PDF)
Two-way Clustering
Coupled two-way clustering analysis of gene microarray data
Gad Getz, Erel Levine, and Eytan Domany
PNAS Vol. 97, Issue 22, 12079-12084, October 24, 2000
PNAS Abstract
page (including PDF)
Double Conjugated Clustering Applied to Leukemia Microarray Data (2002)
Stanislav Busygin, Gerrit Jacobsen, Ewald Krämer, 2nd SIAM ICDM, Workshop
on clustering high dimensional data
Article(PDF)
Unsupervised feature selection via two-way ordering in gene expression analysis
(2003)
Chris H.Q. Ding, Bioinformatics, Vol. 19 no. 10 2003, pages 12591266
Article(PDF)
Dimensionality Reduction
Singular value decomposition for genome-wide expression data processing and
modeling
Alter, O., P. Brown, and D. Botstein
PNAS 97 (18), 10101-10106, 2000 Article(PDF)
Orly Alter's website, which includes supplementary
figures, data, matlab code, and a realvideo lecture.
Curvilinear Distance Analysis vs. ISOMAP
John Aldo Lee, Amaury Lendasse, Michel Verleysen
ESANN' proceedings - European Symposium on Artificial Neural Networks
Bruges (Belgium), 24-26 April 2002, ISBN 2-930307-02-1, pp. 185-192
Article(PDF)
Mapping physiological states from microarray expresson measurements(2002)
Gregory Stephanopoulos et al., Bioinformatics, Vol. 18, no. 8, 2002,
pp. 1054-1063.
Article(PDF)
Classification
Effective dimension reduction methods for tumor
classification using gene expression data (2003)
A. Antoniadis ., S. Lambert-Lacroix and F. Leblanc, Bioinformatics,
Vol. 19 no. 5 2003, pages 563570.
Article(PDF)
New algorithms for multi-class cancer diagnosis
using tumor gene expression signatures (2003)
A. M. Bagirov ., B. Ferguson, S. Ivkovic, G. Saunders and
J. Yearwood, Bioinformatics, Vol. 19 no. 14 2003, pages 18001807.
Article(PDF)
PCA disjoint models for multiclass cancer
analysis using gene expression data (2003)
S. Bicciato ., A. Luchini and C. Di Bello, Bioinformatics, Vol. 19 no.
5 2003, pages 571578
Article(PDF)