Name
Title | ||
|---|---|---|
Artifacts of Markov blanket filtering based on discretized features in small sample size applications |
Abstract | ||
|---|---|---|
Markov blanket filtering based on discretized features (MBF) has been proposed as a feature selection strategy. Critical evaluation of MBF has demonstrated its contradictory and counterintuitive nature, which results in undesirable properties for small sample size applications such as classification based on microarray gene expression data. |
Year | DOI | Venue |
|---|---|---|
2006 | 10.1016/j.patrec.2005.10.019 | Pattern Recognition Letters |
Keywords | Field | DocType |
pattern recognition,undesirable property,feature selection strategy,critical evaluation,small sample size application,microarray gene expression data,discretized feature,counterintuitive nature,feature evaluation and selection,feature selection | Discretization,Counterintuitive,Data mining,Feature selection,Pattern recognition,Computer science,Filter (signal processing),Artificial intelligence,Markov blanket,Microarray gene expression,Sample size determination | Journal |
Volume | Issue | ISSN |
27 | 7 | Pattern Recognition Letters |
Citations | PageRank | References |
4 | 0.41 | 3 |
Authors | ||
3 | ||
Name | Order | Citations | PageRank |
|---|---|---|---|
| Theo A. Knijnenburg | 1 | 58 | 5.56 |
| Marcel J. T. Reinders | 2 | 1556 | 104.09 |
| Lodewyk F A Wessels | 3 | 337 | 22.28 |