-
1
-
-
0242321167
-
On properly positive Hermitian matrices
-
E. H. Moore, "On properly positive Hermitian matrices", Bull. Amer. Math. Soc., vol. 23, no. 59, pp. 66-67, 1916.
-
(1916)
Bull. Amer. Math. Soc.
, vol.23
, Issue.59
, pp. 66-67
-
-
Moore, E.H.1
-
2
-
-
84959714104
-
The theory of reproducing kernels and their applications
-
N. Aronszajn, "The theory of reproducing kernels and their applications", Cambridge Phil. Soc. Proc., vol. 39, pp. 133-153, 1943.
-
(1943)
Cambridge Phil. Soc. Proc.
, vol.39
, pp. 133-153
-
-
Aronszajn, N.1
-
3
-
-
33744507616
-
-
Statistics Dept., Stanford Univ., Stanford, CA, Tech. Rep
-
E. Parzen, "Statistical inference on time series by Hilbert space methods", Statistics Dept., Stanford Univ., Stanford, CA, Tech. Rep. 23, 1959.
-
(1959)
Statistical Inference on Time Series by Hilbert Space Methods
, pp. 23
-
-
Parzen, E.1
-
4
-
-
0000461110
-
An approach to time series analysis
-
Dec.
-
E. Parzen, "An approach to time series analysis", Ann. Math. Stat., vol. 32, no. 4, pp. 951-989, Dec. 1961.
-
(1961)
Ann. Math. Stat.
, vol.32
, Issue.4
, pp. 951-989
-
-
Parzen, E.1
-
5
-
-
0010105203
-
Extraction and detection problems and reproducing kernel Hilbert spaces
-
E. Parzen, "Extraction and detection problems and reproducing kernel Hilbert spaces", SIAM J. Contr., vol. 1, pp. 35-62, 1962.
-
(1962)
SIAM J. Contr.
, vol.1
, pp. 35-62
-
-
Parzen, E.1
-
6
-
-
0015125548
-
RKHS approach to detection and estimation problems-Part I: Deterministic signals in Gaussian noise
-
Sep.
-
T. Kailath, "RKHS approach to detection and estimation problems-Part I: Deterministic signals in Gaussian noise", IEEE Trans. Inf. Theory, vol. IT-17, pp. 530-549, Sep. 1971.
-
(1971)
IEEE Trans. Inf. Theory
, vol.IT-17
, pp. 530-549
-
-
Kailath, T.1
-
7
-
-
0016441290
-
An RKHS approach to detection and estimation problems-Part II: Gaussian signal detection
-
Jan.
-
T. Kailath and H. Weinert, "An RKHS approach to detection and estimation problems-Part II: Gaussian signal detection", IEEE Trans. Inf. Theory, vol. IT-21, pp. 15-23, Jan. 1975.
-
(1975)
IEEE Trans. Inf. Theory
, vol.IT-21
, pp. 15-23
-
-
Kailath, T.1
Weinert, H.2
-
8
-
-
0015431650
-
An RKHS approach to detection and estimation problems-Part III: Generalized innovations representations and a likelihood-ratio formula
-
Nov.
-
T. Kailath and D. Duttweiler, "An RKHS approach to detection and estimation problems-Part III: Generalized innovations representations and a likelihood-ratio formula", IEEE Trans. Inf. Theory, vol. IT-18, pp. 730-745, Nov. 1972.
-
(1972)
IEEE Trans. Inf. Theory
, vol.IT-18
, pp. 730-745
-
-
Kailath, T.1
Duttweiler, D.2
-
9
-
-
0015559779
-
RKHS approach to detection and estimation problems-Part IV: Non-Gaussian detection
-
Jan.
-
D. Duttweiler and T. Kailath, "RKHS approach to detection and estimation problems-Part IV: Non-Gaussian detection", IEEE Trans. Inf. Theory, vol. IT-19, pp. 19-28, Jan. 1973.
-
(1973)
IEEE Trans. Inf. Theory
, vol.IT-19
, pp. 19-28
-
-
Duttweiler, D.1
Kailath, T.2
-
10
-
-
61549123164
-
RKHS approach to detection and estimation problems-Part V: Parameter estimation
-
Jan.
-
D. Duttweiler and T. Kailath, "RKHS approach to detection and estimation problems-Part V: Parameter estimation", IEEE Trans. Inf. Theory, vol. IT-19, pp. 29-37, Jan. 1973.
-
(1973)
IEEE Trans. Inf. Theory
, vol.IT-19
, pp. 29-37
-
-
Duttweiler, D.1
Kailath, T.2
-
12
-
-
0020809262
-
A generalized Fock space framework for nonlinear system and signal analysis
-
Sep.
-
R. J. DeFigueiredo, "A generalized Fock space framework for nonlinear system and signal analysis", IEEE Trans. Circuits Syst., vol. CAS-30, pp. 637-647, Sep. 1983.
-
(1983)
IEEE Trans. Circuits Syst.
, vol.CAS-30
, pp. 637-647
-
-
DeFigueiredo, R.J.1
-
15
-
-
27144489164
-
A tutorial on support vector machines for pattern recognition
-
C. Burges, "A tutorial on support vector machines for pattern recognition", Data Mining Knowl. Disc., vol. 2, no. 2, pp. 121-167, 1998. (Pubitemid 128695475)
-
(1998)
Data Mining and Knowledge Discovery
, vol.2
, Issue.2
, pp. 121-167
-
-
Burges, C.J.C.1
-
16
-
-
0038259114
-
Classes of kernels for machine learning: A statistics perspective
-
M. G. Genton, "Classes of kernels for machine learning: A statistics perspective", J. Mach. Learn. Res., vol. 2, pp. 299-312, 2001.
-
(2001)
J. Mach. Learn. Res.
, vol.2
, pp. 299-312
-
-
Genton, M.G.1
-
17
-
-
79952721943
-
Classification and generalization capabilities of linear threshold units
-
Feb.
-
T. M. Cover, "Classification and generalization capabilities of linear threshold units", Rome Air Force, Italy, Tech. Rep. RADC-TDR-64-32, Feb. 1964.
-
(1964)
Rome Air Force, Italy, Tech. Rep. RADC-TDR-64-32
-
-
Cover, T.M.1
-
19
-
-
0347243182
-
Nonlinear Component Analysis as a Kernel Eigenvalue Problem
-
B. Schölkopf, A. Smola, and K.-R. Müller, "Nonlinear component analysis as a kernel eigenvalue problem", Neur. Comput., vol. 10, pp. 1299-1319, 1998. (Pubitemid 128463674)
-
(1998)
Neural Computation
, vol.10
, Issue.5
, pp. 1299-1319
-
-
Scholkopf, B.1
Smola, A.2
Muller, K.-R.3
-
20
-
-
0011812771
-
Kernel independent component analysis
-
F. R. Bach and M. I. Jordan, "Kernel independent component analysis", J. Mach. Learn. Res., vol. 3, pp. 1-48, 2002.
-
(2002)
J. Mach. Learn. Res.
, vol.3
, pp. 1-48
-
-
Bach, F.R.1
Jordan, M.I.2
-
21
-
-
0000986833
-
Information theoretic learning
-
S. Haykin, Ed. New York: Wiley
-
J. C. Principe, D. Xu, and J. W. Fisher, "Information theoretic learning", in Unsupervised Adaptive Filtering, S. Haykin, Ed. New York: Wiley, 2000, pp. 265-319.
-
(2000)
Unsupervised Adaptive Filtering
, pp. 265-319
-
-
Principe, J.C.1
Xu, D.2
Fisher, J.W.3
-
22
-
-
85032751845
-
From linear adaptive filtering to nonlinear information processing
-
Nov.
-
D. Erdogmus and J. C. Principe, "From linear adaptive filtering to nonlinear information processing", IEEE Signal Process. Mag., vol. 23, pp. 14-33, Nov. 2006.
-
(2006)
IEEE Signal Process. Mag.
, vol.23
, pp. 14-33
-
-
Erdogmus, D.1
Principe, J.C.2
-
23
-
-
0012929517
-
On measures of entropy and information
-
Budapest, Hungary: Akademiai Kiado
-
A. Rényi, "On measures of entropy and information", in Selected Papers of A. Rényi. Budapest, Hungary: Akademiai Kiado, 1976, vol. 2, pp. 565-580.
-
(1976)
Selected Papers of A. Rényi
, vol.2
, pp. 565-580
-
-
Rényi, A.1
-
24
-
-
0036472386
-
Information theoretic clustering
-
DOI 10.1109/34.982897
-
E. Gokcay and J. C. Principe, "Information theoretic clustering", IEEE Trans. Pattern Anal. Machine Intell., vol. 24, pp. 158-171, Feb. 2002. (Pubitemid 34198206)
-
(2002)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.24
, Issue.2
, pp. 158-171
-
-
Gokcay, E.1
Principe, J.C.2
-
25
-
-
79952730134
-
An information theoretic perspective to Mercer kernel-based clustering
-
to be published
-
R. Jenssen and T. Eltoft, "An information theoretic perspective to Mercer kernel-based clustering", Neurocomputing, 2008. to be published.
-
(2008)
Neurocomputing
-
-
Jenssen, R.1
Eltoft, T.2
-
26
-
-
33746475260
-
Feature extraction using information-theoretic learning
-
DOI 10.1109/TPAMI.2006.186
-
I. Hild, K. E. D. Erdogmus, K. Torkkola, and J. Principe, "Feature extraction using information-theoretic learning", IEEE Trans. Pattern Anal. Machine Intell., vol. 28, pp. 1385-1392, Sep. 2006. (Pubitemid 44132646)
-
(2006)
IEEE Transactions on Pattern Analysis and Machine Intelligence
, vol.28
, Issue.9
, pp. 1385-1392
-
-
Hild II, K.E.1
Erdogmus, D.2
Torkkola, K.3
Principe, J.C.4
-
27
-
-
0036647905
-
An error-entropy minimization algorithm for supervised training of nonlinear adaptive systems
-
DOI 10.1109/TSP.2002.1011217, PII S1053587X02056593
-
D. Erdogmus and J. C. Principe, "An error-entropy minimization algorithm for supervised training of nonlinear adaptive systems", IEEE Trans. Signal Process., vol. 50, no. 7, pp. 1780-1786, Jul. 2002. (Pubitemid 34882696)
-
(2002)
IEEE Transactions on Signal Processing
, vol.50
, Issue.7
, pp. 1780-1786
-
-
Erdogmus, D.1
Principe, J.C.2
-
28
-
-
13244292375
-
Stochastic blind equalization based on PDF fitting using Parzen estimator
-
DOI 10.1109/TSP.2004.840767
-
M. Lazaro, I. Santamaria, D. Erdogmus, K. Hild, C. Pantaleon, and J. Principe, "Stochastic blind equalization based on pdf fitting using Parzen estimator", IEEE Trans. Signal Process., vol. 53, no. 2, pp. 696-704, Feb. 2005. (Pubitemid 40181763)
-
(2005)
IEEE Transactions on Signal Processing
, vol.53
, Issue.2
, pp. 696-704
-
-
Lazaro, M.1
Santamaria, I.2
Erdogmus, D.3
Hild, K.E.4
Pantaleon, C.5
Principe, J.C.6
-
29
-
-
33846338472
-
Some equivalences between kernel methods and information theoretic methods
-
DOI 10.1007/s11265-006-9771-8
-
R. Jenssen, D. Erdogmus, J. Principe, and T. Eltoft, "Some equivalences between kernel methods and information theoretic methods", J. VLSI Signal Process., vol. 45, pp. 49-65, 2006. (Pubitemid 46132343)
-
(2006)
Journal of VLSI Signal Processing Systems for Signal, Image, and Video Technology
, vol.45
, Issue.1-2
, pp. 49-65
-
-
Jenssen, R.1
Eltoft, T.2
Erdogmus, D.3
Principe, J.C.4
-
30
-
-
0000971462
-
Sur la notion de la moyenne
-
A. N. Kolmogorov, "Sur la notion de la moyenne", Atti della Reale Accademia Nazionale dei Lincei, Serie VI, Rendiconti, vol. 12, pp. 388-391, 1930.
-
(1930)
Atti Della Reale Accademia Nazionale dei Lincei, Serie VI, Rendiconti
, vol.12
, pp. 388-391
-
-
Kolmogorov, A.N.1
-
31
-
-
0001473437
-
On estimation of a probability density function and mode
-
Sept
-
E. Parzen, "On estimation of a probability density function and mode", Ann. Math. Statist., vol. 33, no. 3, pp. 1065-1076, Sept. 1962.
-
(1962)
Ann. Math. Statist.
, vol.33
, Issue.3
, pp. 1065-1076
-
-
Parzen, E.1
-
32
-
-
0001927585
-
On information and sufficiency
-
S. Kullback and R. A. Leibler, "On information and sufficiency", Ann. Math. Statist., vol. 22, no. 1, pp. 79-86, 1951.
-
(1951)
Ann. Math. Statist.
, vol.22
, Issue.1
, pp. 79-86
-
-
Kullback, S.1
Leibler, R.A.2
-
33
-
-
84892189639
-
A novel measure for independent component analysis
-
D. Xu, J. C. Principe, J. W. Fisher, and H. C. Wu, "A novel measure for independent component analysis", in Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP), 1998, vol. 2, pp. 12-15.
-
(1998)
Proc. IEEE Int. Conf. Acoust., Speech, Signal Process. (ICASSP)
, vol.2
, pp. 12-15
-
-
Xu, D.1
Principe, J.C.2
Fisher, J.W.3
Wu, H.C.4
-
34
-
-
33646555919
-
The Laplacian PDF distance: A cost function for clustering in a kernel feature space
-
R. Jenssen, D. Erdogmus, J. C. Principe, and T. Eltoft, "The Laplacian PDF distance: A cost function for clustering in a kernel feature space", in Advances in Neural Information Processing Systems (NIPS). Cambridge, MA: MIT Press, 2004. pp. 625-632.
-
(2004)
Advances in Neural. Information Processing Systems (NIPS). Cambridge, MA: MIT Press
, pp. 625-632
-
-
Jenssen, R.1
Erdogmus, D.2
Principe, J.C.3
Eltoft, T.4
-
35
-
-
0001500115
-
Functions of positive and negative type, and their connection with the theory of integral equations
-
J. Mercer, "Functions of positive and negative type, and their connection with the theory of integral equations", Phil. Trans. Roy. Soc. London, vol. 209, pp. 415-446, 1909.
-
(1909)
Phil. Trans. Roy. Soc. London
, vol.209
, pp. 415-446
-
-
Mercer, J.1
-
36
-
-
33750503776
-
The Cauchy-Schwarz divergence and Parzen windowing: Connections to graph theory and Mercer kernels
-
DOI 10.1016/j.jfranklin.2006.03.018, PII S0016003206000767
-
R. Jenssen, J. C. Principe, D. Erdogmus, and T. Eltoft, "The Cauchy-Schwarz divergence and Parzen windowing: Connections to graph theory and Mercer kernels", J. Franklin Inst., vol. 343, pp. 614-629, 2006. (Pubitemid 44665871)
-
(2006)
Journal of the Franklin Institute
, vol.343
, Issue.6 SPEC. ISS.
, pp. 614-629
-
-
Jenssen, R.1
Principe, J.C.2
Erdogmus, D.3
Eltoft, T.4
-
37
-
-
33744538091
-
Generalized correlation function: Definition, properties, and application to blind equalization
-
DOI 10.1109/TSP.2006.872524
-
I. Santamaria, P. Pokharel, and J. C. Príncipe, "Generalized correlation function: Definition, properties, and application to blind equalization", IEEE Trans. Signal Process., vol. 54, no. 6, pp. 2187-2197, Jun. 2006. (Pubitemid 43811412)
-
(2006)
IEEE Transactions on Signal Processing
, vol.54
, Issue.6
, pp. 2187-2197
-
-
Santamaria, I.1
Pokharel, P.P.2
Principe, J.C.3
-
39
-
-
85148036176
-
A kernel method for the two-sample-problem
-
A. Gretton, K. Borgwardt, M. Rasch, B. Schölkopf, and A. Smola, "A kernel method for the two-sample-problem", in Advances in Neural Information Processing Systems (NIPS), Vancouver, BC, Canada, 2006.
-
(2006)
Advances in Neural. Information Processing Systems (NIPS), Vancouver, BC, Canada
-
-
Gretton, A.1
Borgwardt, K.2
Rasch, M.3
Schölkopf, B.4
Smola, A.5
-
41
-
-
21344460395
-
An infinite-dimensional geometric structure on the space of all the probability measures equivalent to a given one
-
B. Pistone and C. Sempi, "An infinite-dimensional geometric structure on the space of all probability measures equivalent toa given one", Ann. Statist., vol. 23, no. 5, pp. 1543-1561, 1995. (Pubitemid 126033100)
-
(1995)
Annals of Statistics
, vol.23
, Issue.5
, pp. 1543-1561
-
-
Pistone, G.1
Sempi, C.2
-
42
-
-
0001915002
-
Information and accuracy attainable in the estimation of statistical parameters
-
C. R. Rao, "Information and accuracy attainable in the estimation of statistical parameters", Bull. Cal. Math. Soc., vol. 37, pp. 81-91, 1945.
-
(1945)
Bull. Cal. Math. Soc.
, vol.37
, pp. 81-91
-
-
Rao, C.R.1
-
43
-
-
18544365764
-
Probability product kernels
-
T. Jebara, R. Kondor, and A. Howard, "Probability product kernels", J. Mach. Learn. Res., vol. 5, pp. 819-844, 2004.
-
(2004)
J. Mach. Learn. Res.
, vol.5
, pp. 819-844
-
-
Jebara, T.1
Kondor, R.2
Howard, A.3
|