-
1
-
-
0036749277
-
Support vector machines are universally consistent
-
Steinwart I. Support vector machines are universally consistent. J. Complexity 18 (2002) 768-791
-
(2002)
J. Complexity
, vol.18
, pp. 768-791
-
-
Steinwart, I.1
-
2
-
-
4644257995
-
Statistical behaviour and consistency of classification methods based on convex risk minimization
-
Zhang T. Statistical behaviour and consistency of classification methods based on convex risk minimization. Ann. Statist. 32 (2004) 56-134
-
(2004)
Ann. Statist.
, vol.32
, pp. 56-134
-
-
Zhang, T.1
-
3
-
-
12444265838
-
Consistency of support vector machines and other regularized kernel machines
-
Steinwart I. Consistency of support vector machines and other regularized kernel machines. IEEE Trans. Inform. Theory 51 (2005) 128-142
-
(2005)
IEEE Trans. Inform. Theory
, vol.51
, pp. 128-142
-
-
Steinwart, I.1
-
4
-
-
42449093653
-
Consistency and robustness of kernel based regression
-
Christmann A., and Steinwart I. Consistency and robustness of kernel based regression. Bernoulli 13 (2007) 799-819
-
(2007)
Bernoulli
, vol.13
, pp. 799-819
-
-
Christmann, A.1
Steinwart, I.2
-
5
-
-
84879394399
-
Support vector machine soft margin classifiers: Error analysis
-
Chen D.R., Wu Q., Ying Y.M., and Zhou D.X. Support vector machine soft margin classifiers: Error analysis. J. Mach. Learn. Res. 5 (2004) 1143-1175
-
(2004)
J. Mach. Learn. Res.
, vol.5
, pp. 1143-1175
-
-
Chen, D.R.1
Wu, Q.2
Ying, Y.M.3
Zhou, D.X.4
-
7
-
-
48849115978
-
Statistical performance of support vector machines
-
Blanchard G., Bousquet O., and Massart P. Statistical performance of support vector machines. Ann. Statist. 36 (2008) 489-531
-
(2008)
Ann. Statist.
, vol.36
, pp. 489-531
-
-
Blanchard, G.1
Bousquet, O.2
Massart, P.3
-
9
-
-
34247197035
-
Fast rates for support vector machines using Gaussian kernels
-
Steinwart I., and Scovel C. Fast rates for support vector machines using Gaussian kernels. Ann. Statist. 35 (2007) 575-607
-
(2007)
Ann. Statist.
, vol.35
, pp. 575-607
-
-
Steinwart, I.1
Scovel, C.2
-
10
-
-
0033243867
-
Limits to classification and regression estimation from ergodic processes
-
Nobel A.B. Limits to classification and regression estimation from ergodic processes. Ann. Statist. 27 (1999) 262-273
-
(1999)
Ann. Statist.
, vol.27
, pp. 262-273
-
-
Nobel, A.B.1
-
12
-
-
0030667578
-
On consistency in nonparametric estimation under mixing conditions
-
Irle A. On consistency in nonparametric estimation under mixing conditions. J. Multivariate Anal. 60 (1997) 123-147
-
(1997)
J. Multivariate Anal.
, vol.60
, pp. 123-147
-
-
Irle, A.1
-
13
-
-
0003624357
-
-
Springer, New York
-
Györfi L., Kohler M., Krzyżak A., and Walk H. A Distribution-Free Theory of Nonparametric Regression (2002), Springer, New York
-
(2002)
A Distribution-Free Theory of Nonparametric Regression
-
-
Györfi, L.1
Kohler, M.2
Krzyzak, A.3
Walk, H.4
-
14
-
-
0031647695
-
Memory-universal prediction of stationary random processes
-
Modha D.S., and Masry E. Memory-universal prediction of stationary random processes. IEEE Trans. Inform. Theory 44 (1998) 117-133
-
(1998)
IEEE Trans. Inform. Theory
, vol.44
, pp. 117-133
-
-
Modha, D.S.1
Masry, E.2
-
15
-
-
0033904367
-
Nonparametric time series prediction through adaptive model selection
-
Meir R. Nonparametric time series prediction through adaptive model selection. Mach. Learn. 39 (2000) 5-34
-
(2000)
Mach. Learn.
, vol.39
, pp. 5-34
-
-
Meir, R.1
-
16
-
-
0004246497
-
-
Springer, Berlin
-
Györfi L., Härdle W., Sarda P., and Vieu P. Nonparametric Curve Estimation from Time Series (1989), Springer, Berlin
-
(1989)
Nonparametric Curve Estimation from Time Series
-
-
Györfi, L.1
Härdle, W.2
Sarda, P.3
Vieu, P.4
-
18
-
-
0001506674
-
Asymptotically mean stationary measures
-
Gray R.M., and Kieffer J.C. Asymptotically mean stationary measures. Ann. Probab. 8 (1980) 962-973
-
(1980)
Ann. Probab.
, vol.8
, pp. 962-973
-
-
Gray, R.M.1
Kieffer, J.C.2
-
23
-
-
55049109137
-
Iterated random maps and some classes of markov processes
-
Shanbhag D.N., and Rao C.R. (Eds), North-Holland
-
Bhattacharya R., and Waymire E.C. Iterated random maps and some classes of markov processes. In: Shanbhag D.N., and Rao C.R. (Eds). Handbook of Statistics vol. 19 (2001), North-Holland 145-170
-
(2001)
Handbook of Statistics
, vol.19
, pp. 145-170
-
-
Bhattacharya, R.1
Waymire, E.C.2
-
24
-
-
0003781238
-
-
Cambridge University Press
-
Norris J.R. Markov Chains (1997), Cambridge University Press
-
(1997)
Markov Chains
-
-
Norris, J.R.1
-
25
-
-
5844297152
-
Theory of reproducing kernels
-
Aronszajn N. Theory of reproducing kernels. Trans. Amer. Math. Soc. 68 (1950) 337-404
-
(1950)
Trans. Amer. Math. Soc.
, vol.68
, pp. 337-404
-
-
Aronszajn, N.1
-
29
-
-
0010786475
-
On the influence of the kernel on the consistency of support vector machines
-
Steinwart I. On the influence of the kernel on the consistency of support vector machines. J. Mach. Learn. Res. 2 (2001) 67-93
-
(2001)
J. Mach. Learn. Res.
, vol.2
, pp. 67-93
-
-
Steinwart, I.1
-
31
-
-
77953082808
-
Basic properties of strong mixing conditions. A survey and some open questions
-
Bradley R.C. Basic properties of strong mixing conditions. A survey and some open questions. Probab. Surveys 2 (2005) 107-144
-
(2005)
Probab. Surveys
, vol.2
, pp. 107-144
-
-
Bradley, R.C.1
-
32
-
-
0007023303
-
Remarks on the foundations of measures of dependence
-
Puri M.L., Vilaplana J.P., and Wertz W. (Eds), Wiley
-
Bradley R.C., Bryc W., and Janson S. Remarks on the foundations of measures of dependence. In: Puri M.L., Vilaplana J.P., and Wertz W. (Eds). New Perspectives in Theoretical and Applied Statistics (1987), Wiley 421-437
-
(1987)
New Perspectives in Theoretical and Applied Statistics
, pp. 421-437
-
-
Bradley, R.C.1
Bryc, W.2
Janson, S.3
-
33
-
-
0000033883
-
Almost sure invariance principles for weakly dependent vector-valued random variables
-
Dehling H., and Philipp W. Almost sure invariance principles for weakly dependent vector-valued random variables. Ann. Probab. 10 (1982) 689-701
-
(1982)
Ann. Probab.
, vol.10
, pp. 689-701
-
-
Dehling, H.1
Philipp, W.2
-
34
-
-
55049137017
-
-
R.C. Bradley, Introduction to strong mixing conditions, volume 1, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
R.C. Bradley, Introduction to strong mixing conditions, volume 1, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
-
-
-
36
-
-
55049116919
-
-
R.C. Bradley, Introduction to strong mixing conditions, volume 2, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
R.C. Bradley, Introduction to strong mixing conditions, volume 2, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
-
-
-
37
-
-
55049139169
-
-
R.C. Bradley, Introduction to strong mixing conditions, volume 3, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
R.C. Bradley, Introduction to strong mixing conditions, volume 3, Technical Report, Department of Mathematics, Indiana University, Bloomington, Custom Publishing of I.U., Bloomington, 2005
-
-
-
-
39
-
-
33645505792
-
Convexity, classification, and risk bounds
-
Bartlett P.L., Jordan M.I., and McAuliffe J.D. Convexity, classification, and risk bounds. J. Amer. Statist. Assoc. 101 (2006) 138-156
-
(2006)
J. Amer. Statist. Assoc.
, vol.101
, pp. 138-156
-
-
Bartlett, P.L.1
Jordan, M.I.2
McAuliffe, J.D.3
-
40
-
-
51049122462
-
A new concentration result for regularized risk minimizers
-
High Dimensional Probability IV. Giné E., Koltchinskii V., Li W., and Zinn J. (Eds), Institute of Mathematical Statistics, Beachwood, OH
-
Steinwart I., Hush D., and Scovel C. A new concentration result for regularized risk minimizers. In: Giné E., Koltchinskii V., Li W., and Zinn J. (Eds). High Dimensional Probability IV. Lecture Notes-Monograph Series vol. 51 (2006), Institute of Mathematical Statistics, Beachwood, OH 260-275
-
(2006)
Lecture Notes-Monograph Series
, vol.51
, pp. 260-275
-
-
Steinwart, I.1
Hush, D.2
Scovel, C.3
-
41
-
-
33750691840
-
Convergence and consistency of regularized boosting algorithms with stationary β-mixing observations
-
Weiss Y., Schölkopf B., and Platt J. (Eds), MIT Press, Cambridge, MA
-
Lozano A.C., Kulkarni S.R., and Schapire R.E. Convergence and consistency of regularized boosting algorithms with stationary β-mixing observations. In: Weiss Y., Schölkopf B., and Platt J. (Eds). Advances in Neural Information Processing Systems vol. 18 (2006), MIT Press, Cambridge, MA
-
(2006)
Advances in Neural Information Processing Systems
, vol.18
-
-
Lozano, A.C.1
Kulkarni, S.R.2
Schapire, R.E.3
-
44
-
-
23244462944
-
Some properties of regularized kernel methods
-
DeVito E., Rosasco L., Caponnetto A., Piana M., and Verri A. Some properties of regularized kernel methods. J. Mach. Learn. Res. 5 (2004) 1363-1390
-
(2004)
J. Mach. Learn. Res.
, vol.5
, pp. 1363-1390
-
-
DeVito, E.1
Rosasco, L.2
Caponnetto, A.3
Piana, M.4
Verri, A.5
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