article Open AccessTop 1% cited
Gene Selection for Cancer Classification using Support Vector Machines
Machine Learning · 2002 · Vol. 46(1-3) · pp. 389–422
Gene expression and cancer classificationMolecular Biology Techniques and ApplicationsGenomics and Phylogenetic StudiesClassifier (UML)GeneComputer scienceFeature selectionRedundancy (engineering)Gene selectionSupport vector machineComputational biologysortArtificial intelligence
Funding
- Delft Research Centres
Citations
9,679
FWCI
38.12
field-weighted impact
References
52
Percentile
100%
vs. same field & year
Citations per year
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References
Broad patterns of gene expression revealed by clustering analysis of tumor and normal colon tissues probed by oligonucleotide arrays
Proceedings of the National Academy of Sciences · 1999 · 4,201 citations
Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring
Science · 1999 · 11,587 citations
Support-Vector Networks
Machine Learning · 1995 · 32,108 citations
Nonlinear Component Analysis as a Kernel Eigenvalue Problem
Neural Computation · 1998 · 8,015 citations
Distinct types of diffuse large B-cell lymphoma identified by gene expression profiling
Nature · 2000 · 9,905 citations
Statistical Learning Theory
Technometrics · 1999 · 26,915 citations
Cluster analysis and display of genome-wide expression patterns
Proceedings of the National Academy of Sciences · 1998 · 16,353 citations
Support-vector networks
Machine Learning · 1995 · 39,987 citations
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