-
1
-
-
34547187749
-
Classification by Ensembles From Random Partitions of High- Dimensional Data
-
Ahn, H., Moon, H., Fazzari, M. J., Lim, N., Chen, J. J., and Kodell, R. L. (2007), "Classification by Ensembles From Random Partitions of High- Dimensional Data," Computational Statistics & Data Analysis, 51, 6166-6179.
-
(2007)
Computational Statistics & Data Analysis
, vol.51
, pp. 6166-6179
-
-
Ahn, H.1
Moon, H.2
Fazzari, M.J.3
Lim, N.4
Chen, J.J.5
Kodell, R.L.6
-
2
-
-
0033536012
-
Broad Patterns of Gene Expression Revealed by Clustering Analysis of Tumor and Normal Colon Tissues Probed by Oligonucleotide Arrays
-
Alon, U., Barkai, N., Notterman, D. A., Gish, K., Ybarra, S., Mack, D., and Levine, A. J. (1999), "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 of the United States of America, 96, 6745-6750.
-
(1999)
Proceedings of the National Academy of Sciences of the United States of America
, vol.96
, pp. 6745-6750
-
-
Alon, U.1
Barkai, N.2
Notterman, D.A.3
Gish, K.4
Ybarra, S.5
Mack, D.6
Levine, A.J.7
-
3
-
-
74049113874
-
-
Baggerly, K. A., and Scott, D. W. (1999), Discussion of Multivariate Analysis by Data Depth: Descriptive Statistics, Graphics and Inference, by R. Y. Liu, J. M. Parelius, and K. Singh, The Annals of Statistics, 27, 841-843.
-
Baggerly, K. A., and Scott, D. W. (1999), Discussion of "Multivariate Analysis by Data Depth: Descriptive Statistics, Graphics and Inference," by R. Y. Liu, J. M. Parelius, and K. Singh, The Annals of Statistics, 27, 841-843.
-
-
-
-
4
-
-
84867943034
-
Fast Approximations for Sums of Distances, Clustering and the Fermat-Weber Problem
-
Bose, P., Maheshwari, A., and Morin, P. (2003), "Fast Approximations for Sums of Distances, Clustering and the Fermat-Weber Problem," Computational Geometry: Theory and Applications, 24, 135-146.
-
(2003)
Computational Geometry: Theory and Applications
, vol.24
, pp. 135-146
-
-
Bose, P.1
Maheshwari, A.2
Morin, P.3
-
5
-
-
77953082808
-
Basic Properties of Strong Mixing Conditions. A Survey and Some Open Questions
-
Bradley, R. C. (2005), "Basic Properties of Strong Mixing Conditions. A Survey and Some Open Questions," Probability Surveys, 2, 107-144.
-
(2005)
Probability Surveys
, vol.2
, pp. 107-144
-
-
Bradley, R.C.1
-
6
-
-
0003802343
-
-
Belmont, CA: Wadsworth
-
Breiman, L., Friedman, J. H., Olshen, R. A., and Stone, C. J. (1984), Classification and Regression Trees, Belmont, CA: Wadsworth.
-
(1984)
Classification and Regression Trees
-
-
Breiman, L.1
Friedman, J.H.2
Olshen, R.A.3
Stone, C.J.4
-
7
-
-
27944493276
-
Classification of Microarrays to Nearest Centroids
-
Dabney, A. R. (2005), "Classification of Microarrays to Nearest Centroids," Bioinformatics, 21, 4148-4154.
-
(2005)
Bioinformatics
, vol.21
, pp. 4148-4154
-
-
Dabney, A.R.1
-
8
-
-
33750406992
-
-
Working Paper 267, University of Washington
-
Dabney, A. R., and Storey, J. D. (2005), "Optimal Feature Selection for Nearest Centroid Classifiers, With Applications to Gene Expression Microarrays," Working Paper 267, University of Washington.
-
(2005)
Optimal Feature Selection for Nearest Centroid Classifiers, With Applications to Gene Expression Microarrays
-
-
Dabney, A.R.1
Storey, J.D.2
-
9
-
-
41549151596
-
Optimality Driven Nearest Centroid Classification From Genomic Data
-
- (2007), "Optimality Driven Nearest Centroid Classification From Genomic Data," PLoS One, 2, e1002.
-
(2007)
PLoS One
, vol.2
-
-
Dabney, A.R.1
Storey, J.D.2
-
10
-
-
38549090693
-
Robust Clustering in High Dimensional Data Using Statistical Depths
-
Ding, Y., Dang, X., Peng, H., and Wilkins, D. (2007), "Robust Clustering in High Dimensional Data Using Statistical Depths," BMC Bioinformatics,8, S8.
-
(2007)
BMC Bioinformatics
, vol.8
-
-
Ding, Y.1
Dang, X.2
Peng, H.3
Wilkins, D.4
-
11
-
-
0001597702
-
Breakdown Properties of Location Estimates Based on Halfspace Depth and Projected Outlyingness
-
Donoho, D. L., and Gasko, M. (1992), "Breakdown Properties of Location Estimates Based on Halfspace Depth and Projected Outlyingness," The Annals of Statistics, 20, 1803-1827.
-
(1992)
The Annals of Statistics
, vol.20
, pp. 1803-1827
-
-
Donoho, D.L.1
Gasko, M.2
-
12
-
-
0036489046
-
Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data
-
Dudoit, S., Fridlyand, J., and Speed, T. P. (2002), "Comparison of Discrimination Methods for the Classification of Tumors Using Gene Expression Data," Journal of the American Statistical Association, 97, 77-87.
-
(2002)
Journal of the American Statistical Association
, vol.97
, pp. 77-87
-
-
Dudoit, S.1
Fridlyand, J.2
Speed, T.P.3
-
13
-
-
53849089038
-
High Dimensional Classification Using Features Annealed Independence Rules
-
Fan, J., and Fan, Y. (2008), "High Dimensional Classification Using Features Annealed Independence Rules," The Annals of Statistics, 36, 2605-2637.
-
(2008)
The Annals of Statistics
, vol.36
, pp. 2605-2637
-
-
Fan, J.1
Fan, Y.2
-
14
-
-
53849086824
-
Sure Independence Screening for Ultra-High Dimensional Feature Space (with discussion)
-
Fan, J., and Lv, J. (2008), "Sure Independence Screening for Ultra-High Dimensional Feature Space" (with discussion), Journal of the Royal Statistical Society, Ser. B, 70, 849-911.
-
(2008)
Journal of the Royal Statistical Society, Ser. B
, vol.70
, pp. 849-911
-
-
Fan, J.1
Lv, J.2
-
15
-
-
46749110035
-
Text Mining Infrastructure in R
-
Feinerer, I., Hornik, K., and Meyer, D. (2008), "Text Mining Infrastructure in R," Journal ofStatistical Software, 25, 1-54.
-
(2008)
Journal ofStatistical Software
, vol.25
, pp. 1-54
-
-
Feinerer, I.1
Hornik, K.2
Meyer, D.3
-
16
-
-
0010815870
-
Robust Estimation of Multivariate Location by Minimizing pth Power Deviations,
-
unpublished Ph.D. thesis, Princeton University
-
Gentleman, W. M. (1965), "Robust Estimation of Multivariate Location by Minimizing pth Power Deviations," unpublished Ph.D. thesis, Princeton University.
-
(1965)
-
-
Gentleman, W.M.1
-
17
-
-
28844439821
-
On Data Depth and Distribution-Free Discriminant Analysis Using Separating Surfaces
-
Ghosh, A. K., and Chaudhuri, P. (2005), "On Data Depth and Distribution-Free Discriminant Analysis Using Separating Surfaces," Bernoulli, 11, 1-27.
-
(2005)
Bernoulli
, vol.11
, pp. 1-27
-
-
Ghosh, A.K.1
Chaudhuri, P.2
-
18
-
-
0033569406
-
Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring
-
Golub, T. R., Slonim, D. K., Tamayo, P., Huard, C., Gaasenbeek, M., Mesirov, J. P., Coller, H., Loh, M. L., Downing, J. R., Caligiuri, M. A., Bloomfield, C. D., and Lander, E. S. (1999), "Molecular Classification of Cancer: Class Discovery and Class Prediction by Gene Expression Monitoring," Science, 286, 531-537.
-
(1999)
Science
, vol.286
, pp. 531-537
-
-
Golub, T.R.1
Slonim, D.K.2
Tamayo, P.3
Huard, C.4
Gaasenbeek, M.5
Mesirov, J.P.6
Coller, H.7
Loh, M.L.8
Downing, J.R.9
Caligiuri, M.A.10
Bloomfield, C.D.11
Lander, E.S.12
-
19
-
-
0036735386
-
Translation of Microarray Data Into Clinically Relevant Cancer Diagnostic Tests Using Gene Expression Ratios in Lung Cancer and Mesothelioma
-
Gordon, G. J., Jensen, R. V., Hsiao, L. L., Gullans, S. R., Blumenstock, J. E., Ramaswamy, S., Richards, W. G., Sugarbaker, D. J., and Bueno, R. (2002), "Translation of Microarray Data Into Clinically Relevant Cancer Diagnostic Tests Using Gene Expression Ratios in Lung Cancer and Mesothelioma," Cancer Research, 62, 4963-4967.
-
(2002)
Cancer Research
, vol.62
, pp. 4963-4967
-
-
Gordon, G.J.1
Jensen, R.V.2
Hsiao, L.L.3
Gullans, S.R.4
Blumenstock, J.E.5
Ramaswamy, S.6
Richards, W.G.7
Sugarbaker, D.J.8
Bueno, R.9
-
20
-
-
33745561205
-
An Introduction to Variable and Feature Selection
-
Guyon, I., and Elisseeff, A. (2003), "An Introduction to Variable and Feature Selection," Journal of Machine Learning Research, 3, 1157-1182.
-
(2003)
Journal of Machine Learning Research
, vol.3
, pp. 1157-1182
-
-
Guyon, I.1
Elisseeff, A.2
-
21
-
-
68849102598
-
Tilting Methods for Assessing the Influence of Components in a Classifier
-
Hall, P., Titterington, D. M., and Xue, J.-H. (2009), "Tilting Methods for Assessing the Influence of Components in a Classifier," Journal of the Royal Statistical Society, Ser. B, 71, 783-803.
-
(2009)
Journal of the Royal Statistical Society, Ser. B
, vol.71
, pp. 783-803
-
-
Hall, P.1
Titterington, D.M.2
Xue, J.-H.3
-
22
-
-
33745886270
-
Classifier Technology and the Illusion of Progress (with discussion)
-
Hand, D. J. (2006), "Classifier Technology and the Illusion of Progress" (with discussion), Statistical Science, 21, 1-34.
-
(2006)
Statistical Science
, vol.21
, pp. 1-34
-
-
Hand, D.J.1
-
23
-
-
0035528674
-
Idiot's Bayes-Not so Stupid After All?
-
Hand, D. J., and Yu, K. (2001), "Idiot's Bayes-Not so Stupid After All?" International Statistical Review, 69, 385-398.
-
(2001)
International Statistical Review
, vol.69
, pp. 385-398
-
-
Hand, D.J.1
Yu, K.2
-
24
-
-
54549099006
-
Performance of Feature- Selection Methods in the Classification of High-Dimension Data
-
Hua, J., Tembe, W. D., and Dougherty, E. R. (2009), "Performance of Feature- Selection Methods in the Classification of High-Dimension Data," Pattern Recognition, 42, 409-424.
-
(2009)
Pattern Recognition
, vol.42
, pp. 409-424
-
-
Hua, J.1
Tembe, W.D.2
Dougherty, E.R.3
-
26
-
-
3042853652
-
Nonparametric Inference for Stochastic Linear Hypotheses: Application to High-Dimensional Data
-
Kowalski, J., and Powell, J. (2004), "Nonparametric Inference for Stochastic Linear Hypotheses: Application to High-Dimensional Data," Biometrika, 91, 393-408.
-
(2004)
Biometrika
, vol.91
, pp. 393-408
-
-
Kowalski, J.1
Powell, J.2
-
28
-
-
0001767349
-
On a Notion of Data Depth Based on Random Simplices
-
Liu, R. Y. (1990), "On a Notion of Data Depth Based on Random Simplices," The Annals of Statistics, 18, 405-414.
-
(1990)
The Annals of Statistics
, vol.18
, pp. 405-414
-
-
Liu, R.Y.1
-
29
-
-
74049134459
-
-
Liu, R. Y., and Singh, K. (1999), Rejoinder: Multivariate Analysis by Data Depth: Descriptive Statistics, Graphics and inference, by R. Y. Liu, J. M. Parelius, and K. Singh, The Annals ofStatistics, 27, 854-858.
-
Liu, R. Y., and Singh, K. (1999), "Rejoinder: Multivariate Analysis by Data Depth: Descriptive Statistics, Graphics and inference," by R. Y. Liu, J. M. Parelius, and K. Singh, The Annals ofStatistics, 27, 854-858.
-
-
-
-
30
-
-
23244454640
-
Analysis of Variance of Cross-Validation Estimators of the Generalization Error
-
Markatou, M., Tian, H., Biswas, S., and Hripcsak, G. (2005), "Analysis of Variance of Cross-Validation Estimators of the Generalization Error," Journal of Machine Learning Research, 6, 1127-1168.
-
(2005)
Journal of Machine Learning Research
, vol.6
, pp. 1127-1168
-
-
Markatou, M.1
Tian, H.2
Biswas, S.3
Hripcsak, G.4
-
31
-
-
1442307390
-
An Asymptotic Expansion for the Variance of the Errors of Misclassification of the Linear Discriminant Function
-
McLachlan, G. J. (1972), "An Asymptotic Expansion for the Variance of the Errors of Misclassification of the Linear Discriminant Function," Australian Journal ofStatistics, 14, 68-72.
-
(1972)
Australian Journal ofStatistics
, vol.14
, pp. 68-72
-
-
McLachlan, G.J.1
-
32
-
-
85042336383
-
The Bias of the Apparent Error Rate in Discriminant Analysis
-
- (1976), "The Bias of the Apparent Error Rate in Discriminant Analysis," Biometrika, 63, 239-244.
-
(1976)
Biometrika
, vol.63
, pp. 239-244
-
-
McLachlan, G.J.1
-
33
-
-
34248510329
-
Classification Methods for the Development of Genomic Signatures From High-Dimensional Data
-
Moon, H., Ahn, H., Kodell, R. L., Lin, C. J., Baek, S., and Chen, J. J. (2006), "Classification Methods for the Development of Genomic Signatures From High-Dimensional Data," Genome Biology, 7, R121.1-R121.7.
-
(2006)
Genome Biology
, vol.7
-
-
Moon, H.1
Ahn, H.2
Kodell, R.L.3
Lin, C.J.4
Baek, S.5
Chen, J.J.6
-
34
-
-
0042847140
-
Inference for the Generalization Error
-
Nadeau, C., and Bengio, Y. (2003), "Inference for the Generalization Error," Machine Learning, 52, 239-281.
-
(2003)
Machine Learning
, vol.52
, pp. 239-281
-
-
Nadeau, C.1
Bengio, Y.2
-
35
-
-
38449123027
-
Microarray Data Classification Using Automatic SVM Kernel Selection
-
Nahar, J., Ali, S., and Chen, Y. P. (2007), "Microarray Data Classification Using Automatic SVM Kernel Selection," DNA and Cell Biology, 26, 707-712.
-
(2007)
DNA and Cell Biology
, vol.26
, pp. 707-712
-
-
Nahar, J.1
Ali, S.2
Chen, Y.P.3
-
36
-
-
0000107573
-
Descriptive Statistics for Multivariate Distributions
-
Oja, H. (1983), "Descriptive Statistics for Multivariate Distributions," Statistics & Probability Letters, 1, 327-333.
-
(1983)
Statistics & Probability Letters
, vol.1
, pp. 327-333
-
-
Oja, H.1
-
37
-
-
37249080278
-
Penalized Logistic Regression for Detecting Gene Interactions
-
Park, M. Y., and Hastie, T. (2008), "Penalized Logistic Regression for Detecting Gene Interactions," Biostatistics, 9, 30-50.
-
(2008)
Biostatistics
, vol.9
, pp. 30-50
-
-
Park, M.Y.1
Hastie, T.2
-
38
-
-
0002442796
-
Machine Learning in Automated Text Categorization
-
Sebastiani, F. (2002), "Machine Learning in Automated Text Categorization," ACM Computing Surveys, 34, 1-47.
-
(2002)
ACM Computing Surveys
, vol.34
, pp. 1-47
-
-
Sebastiani, F.1
-
39
-
-
19044391072
-
Gene Expression Correlates of Clinical Prostate Cancer Behavior
-
Singh, D., Febbo, P. G., Ross, K., Jackson, D. G., Manola, J., Ladd, C., Tamayo, P., Renshaw, A. A., D'Amico, A. V., Richie, J. P., Lander, E. S., Loda, M., Kantoff, P. W., Golub, T. R., and Sellers, W. R. (2002), "Gene Expression Correlates of Clinical Prostate Cancer Behavior," Cancer Cell, 1, 203-209.
-
(2002)
Cancer Cell
, vol.1
, pp. 203-209
-
-
Singh, D.1
Febbo, P.G.2
Ross, K.3
Jackson, D.G.4
Manola, J.5
Ladd, C.6
Tamayo, P.7
Renshaw, A.A.8
D'Amico, A.V.9
Richie, J.P.10
Lander, E.S.11
Loda, M.12
Kantoff, P.W.13
Golub, T.R.14
Sellers, W.R.15
-
40
-
-
33947525422
-
Margin Trees for High-Dimensional Classification
-
Tibshirani, R., and Hastie, T. (2007), "Margin Trees for High-Dimensional Classification," Journal of Machine Learning Research, 8, 637-652.
-
(2007)
Journal of Machine Learning Research
, vol.8
, pp. 637-652
-
-
Tibshirani, R.1
Hastie, T.2
-
41
-
-
0037076272
-
Diagnosis of Multiple Cancer Types by Shrunken Centroids of Gene Expression
-
Tibshirani, R., Hastie, T., Narasimhan, B., and Chu, G. (2002), "Diagnosis of Multiple Cancer Types by Shrunken Centroids of Gene Expression," Proceedings ofthe National Academy of Sciences of the United States of America, 99, 6567-6572.
-
(2002)
Proceedings ofthe National Academy of Sciences of the United States of America
, vol.99
, pp. 6567-6572
-
-
Tibshirani, R.1
Hastie, T.2
Narasimhan, B.3
Chu, G.4
-
42
-
-
2342533421
-
Class Prediction by Nearest Shrunken Centroids, With Applications to DNA Microarrays
-
- (2003), "Class Prediction by Nearest Shrunken Centroids, With Applications to DNA Microarrays," Statistical Science, 18, 104-117.
-
(2003)
Statistical Science
, vol.18
, pp. 104-117
-
-
Tibshirani, R.1
Hastie, T.2
Narasimhan, B.3
Chu, G.4
-
43
-
-
38849091390
-
Hybrid Huberized Support Vector Machines for Microarray Classification and Gene Selection
-
Wang, L., Zhu, J., and Zou, H. (2008), "Hybrid Huberized Support Vector Machines for Microarray Classification and Gene Selection," Bioinformatics, 24, 412-419.
-
(2008)
Bioinformatics
, vol.24
, pp. 412-419
-
-
Wang, L.1
Zhu, J.2
Zou, H.3
-
44
-
-
34249649636
-
Improved Centroids Estimation for the Nearest Shrunken Centroid Classifier
-
Wang, S., and Zhu, J. (2007), "Improved Centroids Estimation for the Nearest Shrunken Centroid Classifier," Bioinformatics 23, 972-979.
-
(2007)
Bioinformatics
, vol.23
, pp. 972-979
-
-
Wang, S.1
Zhu, J.2
-
45
-
-
34548589669
-
Identification of Genomic Classifiers that Distinguish Induction Failure in T-Lineage Acute Lymphoblastic Leukemia: A Report From the Children's Oncology Group
-
Winter, S. S., Jiang, Z., Khawaja, H. M., Griffin, T., Devidas, M., Asselin, B. L., and Larson, R. S. (2007), "Identification of Genomic Classifiers that Distinguish Induction Failure in T-Lineage Acute Lymphoblastic Leukemia: A Report From the Children's Oncology Group," Blood, 110, 1429-1438.
-
(2007)
Blood
, vol.110
, pp. 1429-1438
-
-
Winter, S.S.1
Jiang, Z.2
Khawaja, H.M.3
Griffin, T.4
Devidas, M.5
Asselin, B.L.6
Larson, R.S.7
-
46
-
-
1542787400
-
-
Yeung, K. Y., and Bumgarner, R. E. (2003), Multiclass Classification of Microarray Data With Repeated Measurements: Application to Cancer, Genome Biology, 4, R83. Zucknick, M., Richardson, S., and Stronach, E. A. (2008), Comparing the Characteristics of Gene Expression Profiles Derived by Univariate and Multivariate Classification Methods, Statistical Applications in Genetics and Molecular Biology, 7, Article 7.
-
Yeung, K. Y., and Bumgarner, R. E. (2003), "Multiclass Classification of Microarray Data With Repeated Measurements: Application to Cancer," Genome Biology, 4, R83. Zucknick, M., Richardson, S., and Stronach, E. A. (2008), "Comparing the Characteristics of Gene Expression Profiles Derived by Univariate and Multivariate Classification Methods," Statistical Applications in Genetics and Molecular Biology, 7, Article 7.
-
-
-
|