-
1
-
-
18944391930
-
Microarrays and breast cancer clinical studies: forgetting what we have not yet learnt
-
Ahmed, A.A. and Brenton, J.D. (2005) ‘Microarrays and breast cancer clinical studies: forgetting what we have not yet learnt’, Breast Cancer Res., Vol. 7, No. 3, pp.96–99.
-
(2005)
Breast Cancer Res.
, vol.7
, Issue.3
, pp. 96-99
-
-
Ahmed, A.A.1
Brenton, J.D.2
-
3
-
-
0009736454
-
Multistrategy constructive induction: AQ17-MCI
-
Harpers Ferry, WV Morgan Kaufmann
-
Bloedorn, E., Michalski, R.S. and Wnek, J. (1993) ‘Multistrategy constructive induction: AQ17-MCI’, Proceedings of the 2nd International Workshop on Multi-strategy Learning, Harpers Ferry, WV, Morgan Kaufmann, pp.188–203.
-
(1993)
Proceedings of the 2nd International Workshop on Multi-strategy Learning
, pp. 188-203
-
-
Bloedorn, E.1
Michalski, R.S.2
Wnek, J.3
-
4
-
-
0030211964
-
Bagging predictors
-
Breiman, L. (1996) ‘Bagging predictors’, Machine Learning, Vol. 24, No. 2, pp.123–140.
-
(1996)
Machine Learning
, vol.24
, Issue.2
, pp. 123-140
-
-
Breiman, L.1
-
5
-
-
28344454000
-
Molecular classification and molecular forecasting of breast cancer: ready for clinical application?
-
Brenton, J.D., Carey, L.A., Ahmed, A.A. and Caldas, C. (2005) ‘Molecular classification and molecular forecasting of breast cancer: ready for clinical application?’, J. Clin. Oncol, Vol. 23, No. 29, pp.7350–7360.
-
(2005)
J. Clin. Oncol
, vol.23
, Issue.29
, pp. 7350-7360
-
-
Brenton, J.D.1
Carey, L.A.2
Ahmed, A.A.3
Caldas, C.4
-
6
-
-
33748693297
-
On behalf of the TRANSBIG consortium. validation and clinical utility of a 70-gene prognostic signature for women with node-negative breast cancer
-
Buyse, M., Loi, S., van’t Veer, L., Viale, G., Delorenzi, M., Glas, A.M., d’Assignies, M.S., Bergh, J., Lidereau, R., Ellis, P., Harris, A., Bogaerts, J., Therasse, P., Floore, A., Amakrane, M., Piette, F., Rutgers, E., Sotiriou, C., Cardoso, F. and Piccart, M.J. (2006) ‘On behalf of the TRANSBIG consortium. validation and clinical utility of a 70-gene prognostic signature for women with node-negative breast cancer’, J. Natl. Cancer. Inst., Vol. 98, No. 17, pp.1183–1192.
-
(2006)
J. Natl. Cancer. Inst.
, vol.98
, Issue.17
, pp. 1183-1192
-
-
Buyse, M.1
Loi, S.2
van’t Veer, L.3
Viale, G.4
Delorenzi, M.5
Glas, A.M.6
d’Assignies, M.S.7
Bergh, J.8
Lidereau, R.9
Ellis, P.10
Harris, A.11
Bogaerts, J.12
Therasse, P.13
Floore, A.14
Amakrane, M.15
Piette, F.16
Rutgers, E.17
Sotiriou, C.18
Cardoso, F.19
Piccart, M.J.20
more..
-
7
-
-
80053403826
-
Ensemble methods in machine learning
-
Kittler, J. and Roli, F. (Eds.)
-
Dietterich, T.G. (2000) ‘Ensemble methods in machine learning’, in Kittler, J. and Roli, F. (Eds.): 1st Int. Workshop on Multiple Classifier Systems, in Lecture Notes in Computer Science, Vol. 1857, pp.1–15.
-
(2000)
1st Int. Workshop on Multiple Classifier Systems, in Lecture Notes in Computer Science
, vol.1857
, pp. 1-15
-
-
Dietterich, T.G.1
-
8
-
-
33646410663
-
Severe class imbalance: Why better algorithms aren’t the answer
-
Gama, J., Camacho, R., Brazdil, P.B., Jorge, A.M. and Torgo, L. (Eds.) LNCS (LNAI), Springer, Heidelberg
-
Drummond, C. and Holte, R.C. (2005) ‘Severe class imbalance: Why better algorithms aren’t the answer’, in Gama, J., Camacho, R., Brazdil, P.B., Jorge, A.M. and Torgo, L. (Eds.): ECML 2005, LNCS (LNAI), Vol. 3720, Springer, Heidelberg, pp.539–546.
-
(2005)
ECML 2005
, vol.3720
, pp. 539-546
-
-
Drummond, C.1
Holte, R.C.2
-
9
-
-
3843116922
-
Good old clinical markers have similar power in breast cancer prognosis as microarray gene expression profilers
-
Edén, P., Ritz, C., Rose, C., Fernö, M. and Peterson, C. (2004) ‘Good old clinical markers have similar power in breast cancer prognosis as microarray gene expression profilers’, Eur. J. Cancer, Vol. 40, No. 12, pp.1837–1841.
-
(2004)
Eur. J. Cancer
, vol.40
, Issue.12
, pp. 1837-1841
-
-
Edén, P.1
Ritz, C.2
Rose, C.3
Fernö, M.4
Peterson, C.5
-
10
-
-
13444282534
-
Outcome signature genes in breast cancer: Is there a unique set?
-
Ein-Dor, L., Kela, I., Getz, G., Givol, D. and Domany, E. (2005) ‘Outcome signature genes in breast cancer: Is there a unique set?’, Bioinformatics, Vol. 21, No. 2, pp.171–178.
-
(2005)
Bioinformatics
, vol.21
, Issue.2
, pp. 171-178
-
-
Ein-Dor, L.1
Kela, I.2
Getz, G.3
Givol, D.4
Domany, E.5
-
12
-
-
0031211090
-
Decision-theoretic generalization of on-line learning and an application to boosting
-
Freund, Y. and Schapire, R.E. (1997) ‘Decision-theoretic generalization of on-line learning and an application to boosting’, Journal of Computer and System Sciences, Vol. 55, No. 1, pp.119–139.
-
(1997)
Journal of Computer and System Sciences
, vol.55
, Issue.1
, pp. 119-139
-
-
Freund, Y.1
Schapire, R.E.2
-
13
-
-
21244501361
-
A theoretical and experimental analysis of linear combiners for multiple classifier systems
-
Fumera, G. and Roli, F. (2005) ‘A theoretical and experimental analysis of linear combiners for multiple classifier systems’, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 27, No. 6, pp.942–956.
-
(2005)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.27
, Issue.6
, pp. 942-956
-
-
Fumera, G.1
Roli, F.2
-
15
-
-
0001940458
-
Adaptive mixtures of local experts
-
Jacobs, R.A., Jordan, M.I., Nowlan, S.J. and Hinton, G.E. (1991) ‘Adaptive mixtures of local experts’, Neural Computation, Vol. 3, pp.79–87.
-
(1991)
Neural Computation
, vol.3
, pp. 79-87
-
-
Jacobs, R.A.1
Jordan, M.I.2
Nowlan, S.J.3
Hinton, G.E.4
-
16
-
-
0032021555
-
On combining classifiers
-
Kittler, J., Hatef, M., Duin, R.P.W. and Matas, J. (1998) ‘On combining classifiers’, IEEE Trans. Pattern Analysis and Machine Intelligence, Vol. 20, pp.226–239.
-
(1998)
IEEE Trans. Pattern Analysis and Machine Intelligence
, vol.20
, pp. 226-239
-
-
Kittler, J.1
Hatef, M.2
Duin, R.P.W.3
Matas, J.4
-
17
-
-
0034830461
-
Decision templates for multiple classifier fusion: an experimental comparison
-
Kuncheva, L.I., Bezdek, J.C. and Duin, R. (2001) ‘Decision templates for multiple classifier fusion: an experimental comparison’, Pattern Recognition, Vol. 34, No. 2, pp.299–314.
-
(2001)
Pattern Recognition
, vol.34
, Issue.2
, pp. 299-314
-
-
Kuncheva, L.I.1
Bezdek, J.C.2
Duin, R.3
-
18
-
-
0026992322
-
An analysis of Bayesian classifiers
-
Langley, P., Iba, W. and Thompson, K. (1992) ‘An analysis of Bayesian classifiers’, Proc. 10th National Conf. on Artificial Intelligence, pp.399–406.
-
(1992)
Proc. 10th National Conf. on Artificial Intelligence
, pp. 399-406
-
-
Langley, P.1
Iba, W.2
Thompson, K.3
-
19
-
-
33847348449
-
A gene-expression signature to predict survival in breast cancer across independent data sets
-
Naderi, A., Teschendorff, A.E., Barbosa-Morais, N.L., Pinder, S.E., Green, A.R., Powe, D.G., Robertson, J.F., Aparicio, S., Ellis, I.O., Brenton, J.D. and Caldas, C. (2007) ‘A gene-expression signature to predict survival in breast cancer across independent data sets’, Oncogene, Vol. 26, No. 10, pp.1507–1516.
-
(2007)
Oncogene
, vol.26
, Issue.10
, pp. 1507-1516
-
-
Naderi, A.1
Teschendorff, A.E.2
Barbosa-Morais, N.L.3
Pinder, S.E.4
Green, A.R.5
Powe, D.G.6
Robertson, J.F.7
Aparicio, S.8
Ellis, I.O.9
Brenton, J.D.10
Caldas, C.11
-
20
-
-
0034680102
-
Molecular portraits of human breast tumours
-
Perou, C.M., Sørlie, T., Eisen, M.B., van de Rijn, M., Jeffrey, S.S., Rees, C.A., Pollack, J.R., Ross, D.T., Johnsen, H., Akslen, L.A., Fluge, O., Pergamenschikov, A., Williams, C., Zhu, S.X., Lønning, P.E., Børresen-Dale, A.L., Brown, P.O. and Botstein, D. (2000) ‘Molecular portraits of human breast tumours’, Nature, Vol. 406, No. 6797, pp.747–752.
-
(2000)
Nature
, vol.406
, Issue.6797
, pp. 747-752
-
-
Perou, C.M.1
Sørlie, T.2
Eisen, M.B.3
van de Rijn, M.4
Jeffrey, S.S.5
Rees, C.A.6
Pollack, J.R.7
Ross, D.T.8
Johnsen, H.9
Akslen, L.A.10
Fluge, O.11
Pergamenschikov, A.12
Williams, C.13
Zhu, S.X.14
Lønning, P.E.15
Børresen-Dale, A.L.16
Brown, P.O.17
Botstein, D.18
-
21
-
-
33748611921
-
Ensemble based systems in decision making
-
Polikar, R. (2006) ‘Ensemble based systems in decision making’, IEEE Circuits and Systems Mag., Vol. 6, No. 3, pp.21–45.
-
(2006)
IEEE Circuits and Systems Mag.
, vol.6
, Issue.3
, pp. 21-45
-
-
Polikar, R.1
-
22
-
-
0002900357
-
The case against accuracy estimation for comparing induction algorithms
-
Provost, F.J., Fawcett, T. and Kohavi, R. (1998) ‘The case against accuracy estimation for comparing induction algorithms’, Proceedings of the Fifteenth International Conference on Machine Learning, pp.445–453.
-
(1998)
Proceedings of the Fifteenth International Conference on Machine Learning
, pp. 445-453
-
-
Provost, F.J.1
Fawcett, T.2
Kohavi, R.3
-
23
-
-
27144463192
-
On comparing classifiers: pitfalls to avoid and a recommended approach
-
Salzberg, S.L. (1997) ‘On comparing classifiers: pitfalls to avoid and a recommended approach’, Data Mining and Knowledge Discovery, Vol. 1, pp.317–327.
-
(1997)
Data Mining and Knowledge Discovery
, vol.1
, pp. 317-327
-
-
Salzberg, S.L.1
-
24
-
-
0025448521
-
The strength of weak learnability
-
Schapire, R.E. (1990) ‘The strength of weak learnability’, Machine Learning, Vol. 5, No. 2, pp.197–227.
-
(1990)
Machine Learning
, vol.5
, Issue.2
, pp. 197-227
-
-
Schapire, R.E.1
-
25
-
-
0035845511
-
Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications
-
Sørlie, T., Perou, C.M., Tibshirani, R., Aas, T., Geisler, S., Johnsen, H., Hastie, T., Eisen, M.B., van de Rijn, M., Jeffrey, S.S., Thorsen, T., Quist, H., Matese, J.C., Brown, P.O., Botstein, D., Eystein Lønning, P. and Børresen-Dale, A.L. (2001) ‘Gene expression patterns of breast carcinomas distinguish tumor subclasses with clinical implications’, Proc. Natl. Acad. Sci. U.S.A., Vol. 98, No. 19, pp.10869–10874.
-
(2001)
Proc. Natl. Acad. Sci. U.S.A.
, vol.98
, Issue.19
, pp. 10869-10874
-
-
Sørlie, T.1
Perou, C.M.2
Tibshirani, R.3
Aas, T.4
Geisler, S.5
Johnsen, H.6
Hastie, T.7
Eisen, M.B.8
van de Rijn, M.9
Jeffrey, S.S.10
Thorsen, T.11
Quist, H.12
Matese, J.C.13
Brown, P.O.14
Botstein, D.15
Eystein Lønning, P.16
Børresen-Dale, A.L.17
-
26
-
-
0033343146
-
Issues in stacked generalization
-
Ting, K.M. and Witten, I.H. (1999) ‘Issues in stacked generalization’, Journal of Artificial Intelligence Research, Vol. 10, No. 271, p.189.
-
(1999)
Journal of Artificial Intelligence Research
, vol.10
, Issue.271
, pp. 189
-
-
Ting, K.M.1
Witten, I.H.2
-
27
-
-
18244409687
-
Gene expression profiling predicts clinical outcome of breast cancer
-
Van’t Veer, L.J., Dai, H., van de Vijver, M.J., He, Y.D., Hart, A.A., Mao, M., Peterse, H.L., van der Kooy, K., Marton, M.J., Witteveen, A.T., Schreiber, G.J., Kerkhoven, R.M., Roberts, C., Linsley, P.S., Bernards, R. and Friend, S.H. (2002) ‘Gene expression profiling predicts clinical outcome of breast cancer’, Nature, Vol. 415, No. 6871, pp.530–536.
-
(2002)
Nature
, vol.415
, Issue.6871
, pp. 530-536
-
-
Van’t Veer, L.J.1
Dai, H.2
van de Vijver, M.J.3
He, Y.D.4
Hart, A.A.5
Mao, M.6
Peterse, H.L.7
van der Kooy, K.8
Marton, M.J.9
Witteveen, A.T.10
Schreiber, G.J.11
Kerkhoven, R.M.12
Roberts, C.13
Linsley, P.S.14
Bernards, R.15
Friend, S.H.16
-
28
-
-
0037137519
-
A gene-expression signature as a predictor of survival in breast cancer
-
van de Vijver, M.J., He, Y.D., van’t Veer, L.J., Dai, H., Hart, A.A., Voskuil, D.W., Schreiber, G.J., Peterse, J.L., Roberts, C., Marton, M.J., Parrish, M., Atsma, D., Witteveen, A., Glas, A., Delahaye, L., van der Velde, T., Bartelink, H., Rodenhuis, S., Rutgers, E.T., Friend, S.H. and Bernards, R. (2002) ‘A gene-expression signature as a predictor of survival in breast cancer’, N Engl. J. Med., Vol. 347, No. 25, pp.1999–2009.
-
(2002)
N Engl. J. Med.
, vol.347
, Issue.25
, pp. 1999-2009
-
-
van de Vijver, M.J.1
He, Y.D.2
van’t Veer, L.J.3
Dai, H.4
Hart, A.A.5
Voskuil, D.W.6
Schreiber, G.J.7
Peterse, J.L.8
Roberts, C.9
Marton, M.J.10
Parrish, M.11
Atsma, D.12
Witteveen, A.13
Glas, A.14
Delahaye, L.15
van der Velde, T.16
Bartelink, H.17
Rodenhuis, S.18
Rutgers, E.T.19
Friend, S.H.20
Bernards, R.21
more..
-
29
-
-
13844310310
-
Gene-expression profiles to predict distant metastasis of lymph-node-negative primary breast cancer
-
Wang, Y., Klijn, J.G., Zhang, Y., Sieuwerts, A.M., Look, M.P., Yang, F., Talantov, D., Timmermans, M., Meijer-van Gelder, M.E., Yu, J., Jatkoe, T., Berns, E.M., Atkins, D. and Foekens, J.A. (2005) ‘Gene-expression profiles to predict distant metastasis of lymph-node-negative primary breast cancer’, Lancet, Vol. 365, No. 9460, pp.671–679.
-
(2005)
Lancet
, vol.365
, Issue.9460
, pp. 671-679
-
-
Wang, Y.1
Klijn, J.G.2
Zhang, Y.3
Sieuwerts, A.M.4
Look, M.P.5
Yang, F.6
Talantov, D.7
Timmermans, M.8
Meijer-van Gelder, M.E.9
Yu, J.10
Jatkoe, T.11
Berns, E.M.12
Atkins, D.13
Foekens, J.A.14
-
31
-
-
0026692226
-
Stacked generalization
-
Wolpert, D.H. (1992) ‘Stacked generalization’, Neural Networks, Vol. 5, pp.241–259.
-
(1992)
Neural Networks
, vol.5
, pp. 241-259
-
-
Wolpert, D.H.1
-
32
-
-
0031118203
-
No free lunch theorems for optimization
-
Wolpert, D.H. and MacReady, W.G. (1997) ‘No free lunch theorems for optimization’, IEEE Transactions on Evolutionary Computation, Vol. 1, No. 1, pp.67–82.
-
(1997)
IEEE Transactions on Evolutionary Computation
, vol.1
, Issue.1
, pp. 67-82
-
-
Wolpert, D.H.1
MacReady, W.G.2
|