-
1
-
-
0037076322
-
Selection bias in gene extraction on the basis of microarray gene-expression data
-
Ambroise C, McLachlan GJ (2002) Selection bias in gene extraction on the basis of microarray gene-expression data. Proc Natl Acad Sci USA 99: 6562-6566.
-
(2002)
Proc Natl Acad Sci USA
, vol.99
, pp. 6562-6566
-
-
Ambroise, C.1
McLachlan, G.J.2
-
2
-
-
0001195789
-
Classification into two multivariate normal distributions with different covariance matrices
-
Anderson TW, Bahadur RR (1962) Classification into two multivariate normal distributions with different covariance matrices. Ann Math Statist 33: 420-431.
-
(1962)
Ann Math Statist
, vol.33
, pp. 420-431
-
-
Anderson, T.W.1
Bahadur, R.R.2
-
4
-
-
68049109165
-
1H magnetic resonance spectroscopy of fecal extracts
-
1H magnetic resonance spectroscopy of fecal extracts. NMR Med 22(6): 593-600.
-
(2009)
NMR Med
, vol.22
, Issue.6
, pp. 593-600
-
-
Bezabeh, T.1
Somorjai, R.2
Dolenko, B.3
Bryskina, N.4
Levin, B.5
Bernstein, C.N.6
Jeyrajah, E.7
Steinhart, A.H.8
Rubin, D.9
Smith, I.C.P.10
-
5
-
-
0035478854
-
Random forests
-
Breiman L (2001) Random forests. Mach Learn 45: 5-32.
-
(2001)
Mach Learn
, vol.45
, pp. 5-32
-
-
Breiman, L.1
-
6
-
-
2342539622
-
Nuclear magnetic resonance processing. MestRe-C: a software package for desktop computers
-
Cobas JC, Sardina FJ (2003) Nuclear magnetic resonance processing. MestRe-C: a software package for desktop computers. Concepts Magn Reson A 19A: 80-96.
-
(2003)
Concepts Magn Reson A
, vol.19 A
, pp. 80-96
-
-
Cobas, J.C.1
Sardina, F.J.2
-
7
-
-
58149412516
-
Weighted kappa: nominal scale agreement with provision for scaled disagreement or partial credit
-
Cohen J (1968) Weighted kappa: nominal scale agreement with provision for scaled disagreement or partial credit. Psychol Bull 70: 213-220.
-
(1968)
Psychol Bull
, vol.70
, pp. 213-220
-
-
Cohen, J.1
-
9
-
-
0017368046
-
On the possible orderings in the measurement selection problem
-
Cover TM, van Campenhout JM (1977) On the possible orderings in the measurement selection problem. IEEE Trans Syst Man Cybern SMC 7([9]): 657-661.
-
(1977)
IEEE Trans Syst Man Cybern SMC
, vol.7
, Issue.9
, pp. 657-661
-
-
Cover, T.M.1
van Campenhout, J.M.2
-
10
-
-
84873244027
-
Time well spent: preprocessing of MR spectra for greater classification accuracy
-
Third Scientific Meeting, Nice, France, 19-25 August, #1936
-
Dolenko B, Somorjai RL (1995) Time well spent: preprocessing of MR spectra for greater classification accuracy. Proceedings of Society of Magnetic Resonance, Third Scientific Meeting, Nice, France, 19-25 August, #1936.
-
(1995)
Proceedings of Society of Magnetic Resonance
-
-
Dolenko, B.1
Somorjai, R.L.2
-
11
-
-
0035076190
-
Small sample issues for microarray-based classification
-
Dougherty ER (2001) Small sample issues for microarray-based classification. Comp Funct Genom 2: 28-34.
-
(2001)
Comp Funct Genom
, vol.2
, pp. 28-34
-
-
Dougherty, E.R.1
-
14
-
-
34748839546
-
Proposed minimum reporting standards for data analysis in metabolomics
-
Goodacre R, Broadhurst D, Smilde A, Kristal BS, Baker JD, Beger R, Bessant C, Connor S, Capuani G, Craig A, Ebbels T, Kell DB, Manetti C, Newton J, Paternostro G, Somorjai R, Sjöström M, Trygg J, Wulfert F (2007) Proposed minimum reporting standards for data analysis in metabolomics. Metabolomic 3: 231-241.
-
(2007)
Metabolomic
, vol.3
, pp. 231-241
-
-
Goodacre, R.1
Broadhurst, D.2
Smilde, A.3
Kristal, B.S.4
Baker, J.D.5
Beger, R.6
Bessant, C.7
Connor, S.8
Capuani, G.9
Craig, A.10
Ebbels, T.11
Kell, D.B.12
Manetti, C.13
Newton, J.14
Paternostro, G.15
Somorjai, R.16
Sjöström, M.17
Trygg, J.18
Wulfert, F.19
-
15
-
-
0027580356
-
Very simple classification rules perform very well on most commonly used datasets
-
Holte RC (1993) Very simple classification rules perform very well on most commonly used datasets. Mach Learn 11: 63-91.
-
(1993)
Mach Learn
, vol.11
, pp. 63-91
-
-
Holte, R.C.1
-
16
-
-
0000263797
-
Projection pursuit
-
Huber PJ (1985) Projection pursuit. Ann Stat 13: 435-475.
-
(1985)
Ann Stat
, vol.13
, pp. 435-475
-
-
Huber, P.J.1
-
20
-
-
0023918627
-
Nonlinear methods for discrimination and their application to classification of protein structures
-
Klein P, Somorjai RL (1988) Nonlinear methods for discrimination and their application to classification of protein structures. J Theor Biol 130: 461-468.
-
(1988)
J Theor Biol
, vol.130
, pp. 461-468
-
-
Klein, P.1
Somorjai, R.L.2
-
21
-
-
0031381525
-
Wrappers for feature subset selection
-
Kohavi R, John GH (1997) Wrappers for feature subset selection. Artif Intell 97: 273-324.
-
(1997)
Artif Intell
, vol.97
, pp. 273-324
-
-
Kohavi, R.1
John, G.H.2
-
22
-
-
0001927585
-
On information and sufficiency
-
Kullbach S, Leibler RA (1951) On information and sufficiency. Ann Math Statist 22: 79-86.
-
(1951)
Ann Math Stat
, vol.22
, pp. 79-86
-
-
Kullbach, S.1
Leibler, R.A.2
-
23
-
-
78651535118
-
Combining pattern classifiers-methods and algorithms
-
New York
-
Kuncheva, LI (2004) Combining pattern classifiers-methods and algorithms. Wiley-Interscience, New York.
-
(2004)
Wiley-Interscience
-
-
Kuncheva, L.I.1
-
24
-
-
35848934618
-
Accurate diagnosis and prognosis of human cancers by proton MRS and a three stage classification strategy
-
Lean CL, Somorjai RL, Smith ICP, Russell P, Mountford CE (2002) Accurate diagnosis and prognosis of human cancers by proton MRS and a three stage classification strategy. Annu Rep NMR Spectrosc 48: 71-111.
-
(2002)
Annu Rep NMR Spectrosc
, vol.48
, pp. 71-111
-
-
Lean, C.L.1
Somorjai, R.L.2
Smith, I.C.P.3
Russell, P.4
Mountford, C.E.5
-
25
-
-
0000145036
-
Genetic algorithm-guided optimal attribute selection: a novel preprocessor for classifying MR spectra
-
Third Scientific Meeting, Nice, France, 19-25 August, #1940
-
Nikulin A, Brière KM, Friesen L, Smith ICP, Somorjai RL (1995) Genetic algorithm-guided optimal attribute selection: a novel preprocessor for classifying MR spectra. Proceedings of the Society of Magnetic Resonance, Third Scientific Meeting, Nice, France, 19-25 August, #1940.
-
(1995)
Proceedings of the Society of Magnetic Resonance
-
-
Nikulin, A.1
Brière, K.M.2
Friesen, L.3
Smith, I.C.P.4
Somorjai, R.L.5
-
26
-
-
0031926888
-
Near-optimal region selection for feature space reduction: novel preprocessing methods for classifying MR spectra
-
Our software, GA_ORS is available on request
-
Nikulin AE, Dolenko B, Bezabeh T, Somorjai RL (1998) Near-optimal region selection for feature space reduction: novel preprocessing methods for classifying MR spectra. NMR Biomed 11: 209-216. Our software, GA_ORS is available on request.
-
(1998)
NMR Biomed
, vol.11
, pp. 209-216
-
-
Nikulin, A.E.1
Dolenko, B.2
Bezabeh, T.3
Somorjai, R.L.4
-
27
-
-
85131970312
-
The dissimilarity representation for pattern recognition foundations and applications
-
World Scientific, River Edge, NJ
-
Pe{ogonek}kalska E, Duin RPW (2005) The dissimilarity representation for pattern recognition foundations and applications. Series in machine perception artificial intelligence, vol. 64. World Scientific, River Edge, NJ.
-
(2005)
Series in machine perception artificial intelligence
, vol.64
-
-
Pekalska, E.1
Duin, R.P.W.2
-
28
-
-
0027375098
-
Estimation of metabolite concentrations from localized in vivo proton NMR spectra
-
Provencher SW (1993) Estimation of metabolite concentrations from localized in vivo proton NMR spectra. Magn Reson Med 30: 672-679.
-
(1993)
Magn Reson Med
, vol.30
, pp. 672-679
-
-
Provencher, S.W.1
-
30
-
-
0037245343
-
Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification
-
Simon R, Radmacher MD, Dobbin K, McShane LM (2003) Pitfalls in the use of DNA microarray data for diagnostic and prognostic classification. J Natl Cancer Inst 95: 14-18.
-
(2003)
J Natl Cancer Inst
, vol.95
, pp. 14-18
-
-
Simon, R.1
Radmacher, M.D.2
Dobbin, K.3
McShane, L.M.4
-
31
-
-
84873248851
-
-
North-Holland: Elsevier
-
Sjöström M, Eriksson L, Hellberg S, Jonsson J, Skagerberg B, Wold S (1986) PLS discriminant plots. Proceedings of PARC in Practice, Amsterdam, June 19-21, 1985. Elsevier, North-Holland.
-
(1986)
Proceedings of PARC in Practice, Amsterdam, June 19-21, 1985
-
-
Sjöström, M.1
Eriksson, L.2
Hellberg, S.3
Jonsson, J.4
Skagerberg, B.5
Wold, S.6
-
33
-
-
0028873141
-
Computerized consensus diagnosis: a classification strategy for the robust analysis of MR spectra. I. Application to 1H spectra of thyroid neoplasms
-
Somorjai RL, Nikulin AE, Pizzi N, Jackson D, Scarth G, Dolenko B, Gordon H, Russell P, Lean CL, Delbridge L, Mountford CE, Smith ICP (1995) Computerized consensus diagnosis: a classification strategy for the robust analysis of MR spectra. I. Application to 1H spectra of thyroid neoplasms. Magn Reson Med 33: 257-263.
-
(1995)
Magn Reson Med
, vol.33
, pp. 257-263
-
-
Somorjai, R.L.1
Nikulin, A.E.2
Pizzi, N.3
Jackson, D.4
Scarth, G.5
Dolenko, B.6
Gordon, H.7
Russell, P.8
Lean, C.L.9
Delbridge, L.10
Mountford, C.E.11
Smith, I.C.P.12
-
34
-
-
0006066223
-
1H MR Spectra
-
1H MR Spectra. J Med Biochem 3: 17-24.
-
(1999)
J Med Biochem
, vol.3
, pp. 17-24
-
-
Somorjai, R.L.1
Dolenko, B.2
Halliday, W.3
Fowler, D.4
Hill, N.5
Ross, I.6
Brière, K.M.7
Smith, I.C.P.8
-
35
-
-
0037185960
-
Distinguishing normal from rejecting renal allografts: application of a three-stage classification strategy to MR and IR spectra of urine
-
Somorjai RL, Dolenko B, Nikulin A, Nickerson P, Rush D, Shaw A, de Glogowski M, Rendell J, Deslauriers R (2002) Distinguishing normal from rejecting renal allografts: application of a three-stage classification strategy to MR and IR spectra of urine. Vibr Spectrosc 28: 97-102.
-
(2002)
Vibr Spectrosc
, vol.28
, pp. 97-102
-
-
Somorjai, R.L.1
Dolenko, B.2
Nikulin, A.3
Nickerson, P.4
Rush, D.5
Shaw, A.6
de Glogowski, M.7
Rendell, J.8
Deslauriers, R.9
-
36
-
-
0042923097
-
Class prediction and discovery using gene microarray and proteomics mass spectroscopy data: curses, caveats, cautions
-
Somorjai RL, Dolenko B, Baumgartner R (2003) Class prediction and discovery using gene microarray and proteomics mass spectroscopy data: curses, caveats, cautions. Bioinformatics 19: 1484-1491.
-
(2003)
Bioinformatics
, vol.19
, pp. 1484-1491
-
-
Somorjai, R.L.1
Dolenko, B.2
Baumgartner, R.3
-
37
-
-
21844464895
-
A data-driven, flexible machine learning strategy for the classification of biomedical data
-
Chapter 5 In: Dubitzky W and Azuaje F (eds), Springer, New York
-
Somorjai RL, Alexander M, Baumgartner R, Booth S, Bowman C, Demko A, Dolenko B, Mandelzweig M, Nikulin AE, Pizzi N, Pranckeviciene E, Summers R, Zhilkin P (2004a) A data-driven, flexible machine learning strategy for the classification of biomedical data. Chapter 5 In: Dubitzky W and Azuaje F (eds) Artificial intelligence methods and tools for systems biology computational biology series, vol. 5 Springer, New York, pp 67-85.
-
(2004)
Artificial intelligence methods and tools for systems biology computational biology series
, vol.5
, pp. 67-85
-
-
Somorjai, R.L.1
Alexander, M.2
Baumgartner, R.3
Booth, S.4
Bowman, C.5
Demko, A.6
Dolenko, B.7
Mandelzweig, M.8
Nikulin, A.E.9
Pizzi, N.10
Pranckeviciene, E.11
Summers, R.12
Zhilkin, P.13
-
38
-
-
5644298754
-
Mapping high-dimensional data onto a relative distance plane-an exact method for visualizing and characterizing high-dimensional patterns
-
Somorjai RL, Demko A, Mandelzweig M, Dolenko B, Nikulin AE, Baumgartner R, Pizzi N (2004b) Mapping high-dimensional data onto a relative distance plane-an exact method for visualizing and characterizing high-dimensional patterns. J Biomed Inf 37: 366-379.
-
(2004)
J Biomed Inf
, vol.37
, pp. 366-379
-
-
Somorjai, R.L.1
Demko, A.2
Mandelzweig, M.3
Dolenko, B.4
Nikulin, A.E.5
Baumgartner, R.6
Pizzi, N.7
-
39
-
-
33847677992
-
Direct classification of high-dimensional data in low-dimensional projected feature spaces-comparison of several classification methodologies
-
Somorjai RL, Dolenko B, Mandelzweig M (2007) Direct classification of high-dimensional data in low-dimensional projected feature spaces-comparison of several classification methodologies. J Biomed Inf 40: 131-138.
-
(2007)
J Biomed Inf
, vol.40
, pp. 131-138
-
-
Somorjai, R.L.1
Dolenko, B.2
Mandelzweig, M.3
|