 | 2008 |
| 11 |  | Alexander R. Statnikov,
Lily Wang,
Constantin F. Aliferis:
A comprehensive comparison of random forests and support vector machines for microarray-based cancer classification.
BMC Bioinformatics 9: (2008) |
| 2006 |
| 10 |  | Ioannis Tsamardinos,
Alexander R. Statnikov,
Laura E. Brown,
Constantin F. Aliferis:
Generating Realistic Large Bayesian Networks by Tiling.
FLAIRS Conference 2006: 592-597 |
| 2005 |
| 9 |  | Alexander R. Statnikov,
Ioannis Tsamardinos,
Constantin F. Aliferis:
Using the GEMS System for Cancer Diagnosis and Biomarker Discovery from Microarray Gene Expression Data.
AAAI 2005: 1710-1711 |
| 8 |  | Alexander R. Statnikov,
Constantin F. Aliferis,
Ioannis Tsamardinos,
Douglas Hardin,
Shawn Levy:
A comprehensive evaluation of multicategory classification methods for microarray gene expression cancer diagnosis.
Bioinformatics 21(5): 631-643 (2005) |
| 7 |  | Alexander R. Statnikov,
Ioannis Tsamardinos,
Yerbolat Dosbayev,
Constantin F. Aliferis:
GEMS: A system for automated cancer diagnosis and biomarker discovery from microarray gene expression data.
I. J. Medical Informatics 74(7-8): 491-503 (2005) |
| 2003 |
| 6 |  | Ioannis Tsamardinos,
Constantin F. Aliferis,
Alexander R. Statnikov:
Algorithms for Large Scale Markov Blanket Discovery.
FLAIRS Conference 2003: 376-381 |
| 5 |  | Constantin F. Aliferis,
Ioannis Tsamardinos,
P. Massion,
Alexander R. Statnikov,
N. Fananapazir,
Douglas Hardin:
Machine Learning Models for Classification of Lung Cancer and Selection of Genomic Markers Using Array Gene Expression Data.
FLAIRS Conference 2003: 67-71 |
| 4 |  | Lewis Frey,
Douglas H. Fisher,
Ioannis Tsamardinos,
Constantin F. Aliferis,
Alexander R. Statnikov:
Identifying Markov Blankets with Decision Tree Induction.
ICDM 2003: 59-66 |
| 3 |  | Ioannis Tsamardinos,
Constantin F. Aliferis,
Alexander R. Statnikov:
Time and sample efficient discovery of Markov blankets and direct causal relations.
KDD 2003: 673-678 |
| 2 |  | Constantin F. Aliferis,
Ioannis Tsamardinos,
Alexander R. Statnikov,
Laura E. Brown:
Causal Explorer: A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery.
METMBS 2003: 371-376 |
| 1 |  | Constantin F. Aliferis,
Ioannis Tsamardinos,
P. Massion,
Alexander R. Statnikov,
Douglas Hardin:
Why Classification Models Using Array Gene Expression Data Perform So Well: A Preliminary Investigation of Explanatory Factors.
METMBS 2003: 47-53 |