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Journal Articles
- 2011
[j17]Ray L. Somorjai, Brion Dolenko, Aleksander E. Nikulin, W. Roberson, N. Thiessen:
Class proximity measures - Dissimilarity-based classification and display of high-dimensional data. J. Biomed. Informatics 44(5): 775-788 (2011)- 2008
- [j16]Idowu O. Oduntan, Michel Toulouse
, Richard Baumgartner, Christopher Bowman, Ray L. Somorjai, Teodor Gabriel Crainic:
A multilevel tabu search algorithm for the feature selection problem in biomedical data. Comput. Math. Appl. 55(5): 1019-1033 (2008) - 2007
- [j15]Ray L. Somorjai, Brion Dolenko, Marina Mandelzweig:
Direct classification of high-dimensional data in low-dimensional projected feature spaces - Comparison of several classification methodologies. J. Biomed. Informatics 40(2): 131-138 (2007) - 2006
- [j14]Richard Baumgartner, Ray L. Somorjai:
Data complexity assessment in undersampled classification of high-dimensional biomedical data. Pattern Recognit. Lett. 27(12): 1383-1389 (2006) - 2005
- [j13]Erinija Pranckeviciene, Ray L. Somorjai, Richard Baumgartner, Moongu Jeon:
Identification of signatures in biomedical spectra using domain knowledge. Artif. Intell. Medicine 35(3): 215-226 (2005) - 2004
- [j12]Ray L. Somorjai, Brion Dolenko, Aleksander B. Demko, Marina Mandelzweig, Aleksander E. Nikulin, Richard Baumgartner, Nicolino J. Pizzi:
Mapping high-dimensional data onto a relative distance plane - an exact method for visualizing and characterizing high-dimensional patterns. J. Biomed. Informatics 37(5): 366-379 (2004) - 2003
- [j11]Ray L. Somorjai, B. Dolenko, Richard Baumgartner:
Class prediction and discovery using gene microarray and proteomics mass spectroscopy data: curses, caveats, cautions. Bioinform. 19(12): 1484-1491 (2003) - 2002
- [j10]Ray L. Somorjai:
Exploratory data analysis in functional neuroimaging. Artif. Intell. Medicine 25(1): 1-3 (2002) - [j9]Ray L. Somorjai, Rodrigo A. Vivanco, Nicolino J. Pizzi:
A novel, direct spatio-temporal approach for analyzing fMRI experiments. Artif. Intell. Medicine 25(1): 5-17 (2002) - [j8]Mario Jarmasz, Ray L. Somorjai:
Exploring regions of interest with cluster analysis (EROICA) using a spectral peak statistic for selecting and testing the significance of fMRI activation time-series. Artif. Intell. Medicine 25(1): 45-67 (2002) - 2001
- [j7]Nicolino J. Pizzi, Rodrigo A. Vivanco, Ray L. Somorjai:
EvIdent(TM): a functional magnetic resonance image analysis system. Artif. Intell. Medicine 21(1-3): 263-269 (2001) - 2000
- [j6]Norm E. Davison, Hadass Eviatar, Ray L. Somorjai:
Snakes simplified. Pattern Recognit. 33(10): 1651-1664 (2000) - 1996
- [j5]Peter A. Zhilkin, Ray L. Somorjai:
Application of Several Methods of Classification Fusion to Magnetic Resonance Spectra. Connect. Sci. 8(3): 427-442 (1996) - [j4]Hadass Eviatar, Ray L. Somorjai:
A fast, simple active contour algorithm for biomedical images. Pattern Recognit. Lett. 17(9): 969-974 (1996) - 1995
- [j3]Nicolino J. Pizzi, L. P. Choo, James R. Mansfield, Michael Jackson, W. C. Halliday, Henry H. Mantsch, Ray L. Somorjai:
Neural network classification of infrared spectra of control and Alzheimer's diseased tissue. Artif. Intell. Medicine 7(1): 67-79 (1995) - [j2]Heather Gordon, Nicolino J. Pizzi, Jon M. Gerrard, Ray L. Somorjai:
Assessment of Bleeding Predispositions in Tonsillectomy/Adenoidectomy Patients Using Non-Metric Clustering. Int. J. Pattern Recognit. Artif. Intell. 9(3): 557-564 (1995) - 1979
- [j1]H. Katz, Roderich Walters, Ray L. Somorjai:
Rotational dynamics of large molecules. Comput. Chem. 3(1): 25-32 (1979)
Conference and Workshop Papers
- 2007
- [c12]Erinija Pranckeviciene, Ray L. Somorjai, Muoi N. Tran:
Feature/Model Selection by the Linear Programming SVM Combined with State-of-Art Classifiers: What Can We Learn About the Data. IJCNN 2007: 1627-1632 - [c11]Erinija Pranckeviciene, Ray L. Somorjai:
Liknon Feature Selection for Microarrays. WILF 2007: 580-587 - 2006
- [c10]Erinija Pranckeviciene, Tin Kam Ho, Ray L. Somorjai:
Class Separability in Spaces Reduced By Feature Selection. ICPR (3) 2006: 254-257 - [c9]Erinija Pranckeviciene, Ray L. Somorjai:
On Classification Models of Gene Expression Microarrays: The Simpler the Better. IJCNN 2006: 3572-3579 - 2005
- [c8]A. Bamgbade, Ray L. Somorjai, Brion Dolenko, Erinija Pranckeviciene, Aleksander E. Nikulin, Richard Baumgartner:
Evidence Accumulation to Identify Discriminatory Signatures in Biomedical Spectra. AIME 2005: 463-467 - [c7]Sarunas Raudys, Richard Baumgartner, Ray L. Somorjai:
On Understanding and Assessing Feature Selection Bias. AIME 2005: 468-472 - [c6]Erinija Pranckeviciene, Richard Baumgartner, Ray L. Somorjai:
Using Domain Knowledge for in the Random Subspace Method: Application: Application to the Classification of Biomedical Spectra. Multiple Classifier Systems 2005: 336-345 - 2004
- [c5]Erinija Pranckeviciene, Richard Baumgartner, Ray L. Somorjai:
Consensus-Based Identification of Spectral Signatures for Classification of High-Dimensional Biomedical Spectra. ICPR (2) 2004: 319-322 - [c4]Erinija Pranckeviciene, Richard Baumgartner, Ray L. Somorjai, Christopher Bowman:
Control of Sparseness for Feature Selection. SSPR/SPR 2004: 707-715 - 2003
- [c3]Sarunas Raudys, Ray L. Somorjai, Richard Baumgartner:
Reducing the Overconfidence of Base Classifiers when Combining Their Decisions. Multiple Classifier Systems 2003: 65-73 - 2002
- [c2]Ray L. Somorjai, Arunas Janeliunas, Richard Baumgartner, Sarunas Raudys:
Comparison of Two Classification Methodologies on a Real-World Biomedical Problem. SSPR/SPR 2002: 433-441 - 2001
- [c1]Nicolino J. Pizzi, Murray E. Alexander, Rodrigo A. Vivanco, Raymond L. Somorjai:
Fast noniterative registration of magnetic resonance images. Medical Imaging: Image Processing 2001
Parts in Books or Collections
- 2004
- [p1]Raymund L. Somorjai, Murray E. Alexander, Richard Baumgartner, Stephanie Booth, Christopher Bowman, Aleksander B. Demko, Brion Dolenko, Marina Mandelzweig, Aleksander E. Nikulin, Nicolino J. Pizzi, Erinija Pranckeviciene, Arthur R. Summers, Peter Zhilkin:
A Data-Driven, Flexible Machine Learning Strategy for the Classification of Biomedical Data. Artificial Intelligence Methods And Tools For Systems Biology 2004: 67-85
Coauthor Index
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