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Volumn 86, Issue 11, 1998, Pages 2210-2239

Deterministic annealing for clustering, compression, classification, regression, and related optimization problems

Author keywords

Classification; Clustering; Compression; Deterministic annealing; Maximum entropy; Optimization methods; Regression; Vector quantization

Indexed keywords

PATTERN RECOGNITION; RANDOM PROCESSES; REGRESSION ANALYSIS; SIGNAL DISTORTION; SIMULATED ANNEALING; VECTOR QUANTIZATION;

EID: 0032202775     PISSN: 00189219     EISSN: None     Source Type: Journal    
DOI: 10.1109/5.726788     Document Type: Article
Times cited : (702)

References (110)
  • 1
    • 0016355478 scopus 로고
    • A new look at statistical model identification
    • Dec.
    • H. Akaike, "A new look at statistical model identification," IEEE Trans. Automat. Contr., vol. 19, pp. 713-723, Dec. 1974.
    • (1974) IEEE Trans. Automat. Contr. , vol.19 , pp. 713-723
    • Akaike, H.1
  • 2
    • 0015287895 scopus 로고
    • An algorithm for calculating the capacity of an arbitrary discrete memorylcss channel
    • Jan.
    • S. Arimoto, "An algorithm for calculating the capacity of an arbitrary discrete memorylcss channel," IEEE Trans. Inform. Theory, vol. IT-18, pp. 14-20, Jan. 1972.
    • (1972) IEEE Trans. Inform. Theory , vol.IT-18 , pp. 14-20
    • Arimoto, S.1
  • 3
    • 0023670188 scopus 로고
    • The design of joint source and channel trellis waveform coders
    • Nov.
    • E. Ayanoglu and R. M. Gray, "The design of joint source and channel trellis waveform coders," IEEE Trans. Inform. Theory, vol. IT-33, pp. 855-865, Nov. 1987.
    • (1987) IEEE Trans. Inform. Theory , vol.IT-33 , pp. 855-865
    • Ayanoglu, E.1    Gray, R.M.2
  • 4
    • 0014060964 scopus 로고
    • A clustering technique for summarizing multivariatc data
    • Mar.
    • G. Ball and D. Hall, "A clustering technique for summarizing multivariatc data," Behav. Sci., vol. 12, pp. 153-155, Mar. 1967.
    • (1967) Behav. Sci. , vol.12 , pp. 153-155
    • Ball, G.1    Hall, D.2
  • 5
    • 0000353178 scopus 로고
    • A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains
    • L. E. Baum, T. Petrie, G. Soules, and N. Weiss, "A maximization technique occurring in the statistical analysis of probabilistic functions of Markov chains," Ann. Math. Statist., vol. 41, no. 1, pp. 164-171, 1970.
    • (1970) Ann. Math. Statist. , vol.41 , Issue.1 , pp. 164-171
    • Baum, L.E.1    Petrie, T.2    Soules, G.3    Weiss, N.4
  • 7
  • 8
    • 0020102221 scopus 로고
    • Minimum entropy quantizers and permutation codes
    • Mar.
    • _, "Minimum entropy quantizers and permutation codes," IEEE Trans. Inform. Theory, vol. IT-28, pp. 149-157, Mar. 1982.
    • (1982) IEEE Trans. Inform. Theory , vol.IT-28 , pp. 149-157
  • 9
    • 0018918224 scopus 로고
    • A convergence theorem for the fuzzy ISODATA clustering algorithms
    • Jan.
    • J. C. Bezdek, "A convergence theorem for the fuzzy ISODATA clustering algorithms," IEEE Trans. Pattern Anal. Machine Intell., vol. PAMI-2, pp. 1-8, Jan. 1980.
    • (1980) IEEE Trans. Pattern Anal. Machine Intell. , vol.PAMI-2 , pp. 1-8
    • Bezdek, J.C.1
  • 10
    • 0026679383 scopus 로고
    • Mean field annealing: A formalism for constructing GNC-like algorithms
    • Jan.
    • G. L. Bilbro, W. E. Snyder, S. J. Gamier, and J. W. Gault, "Mean field annealing: A formalism for constructing GNC-like algorithms," IEEE Trans. Neural Networks, vol. 3, pp. 131-138, Jan. 1992.
    • (1992) IEEE Trans. Neural Networks , vol.3 , pp. 131-138
    • Bilbro, G.L.1    Snyder, W.E.2    Gamier, S.J.3    Gault, J.W.4
  • 11
    • 0015376113 scopus 로고
    • Computation of channel capacity and rate-distortion functions
    • July
    • R. E. Blahut, "Computation of channel capacity and rate-distortion functions," IEEE Trans. Inform. Theory, vol. IT-18, pp. 460-473, July 1972.
    • (1972) IEEE Trans. Inform. Theory , vol.IT-18 , pp. 460-473
    • Blahut, R.E.1
  • 14
    • 0027629328 scopus 로고
    • Vector quantization with complexity costs
    • July
    • J. Buhmann and H. Kuhnel, "Vector quantization with complexity costs," IEEE Trans. Inform. Theory, vol. 39, pp. 1133-1145, July 1993.
    • (1993) IEEE Trans. Inform. Theory , vol.39 , pp. 1133-1145
    • Buhmann, J.1    Kuhnel, H.2
  • 16
    • 0001659837 scopus 로고
    • Gradient algorithms for designing predictive vector quantizers
    • Aug.
    • [ 16] P.-C. Chang and R. M. Gray, "Gradient algorithms for designing predictive vector quantizers," IEEE Trans. Acoustics, Speech, Signal Processing, vol. ASSP-34, pp. 679-690, Aug. 1986.
    • (1986) IEEE Trans. Acoustics, Speech, Signal Processing , vol.ASSP-34 , pp. 679-690
    • Chang, P.-C.1    Gray, R.M.2
  • 17
    • 0026375444 scopus 로고
    • Self-organizing network for regression: Efficient implementation and comparative evaluation
    • V. Cherkassky, Y. Lee, and H. Lari-Najafi, "Self-organizing network for regression: Efficient implementation and comparative evaluation," in Proc. Int. Joint Conf. Neural Networks, 1991, vol. 1, pp. 79-84.
    • (1991) Proc. Int. Joint Conf. Neural Networks , vol.1 , pp. 79-84
    • Cherkassky, V.1    Lee, Y.2    Lari-Najafi, H.3
  • 18
    • 0026135919 scopus 로고
    • Optimal partitioning for classification and regression trees
    • Apr.
    • P. A. Chou, "Optimal partitioning for classification and regression trees," IEEE Trans. Pattern Anal. Machine Intell., vol. 13, pp. 340-354, Apr. 1991.
    • (1991) IEEE Trans. Pattern Anal. Machine Intell. , vol.13 , pp. 340-354
    • Chou, P.A.1
  • 20
    • 0024626309 scopus 로고
    • Optimal pruning with applications to tree-structured source coding and modeling
    • Mar.
    • _, "Optimal pruning with applications to tree-structured source coding and modeling," IEEE Trans. Inform. Theory, vol. 35, pp. 299-315, Mar. 1989.
    • (1989) IEEE Trans. Inform. Theory , vol.35 , pp. 299-315
  • 21
    • 0002629270 scopus 로고
    • Maximum-likelihood from incomplete data via the EM algorithm
    • A. P. Dempster, N. M. Laird, and D. B. Rubin, "Maximum-likelihood from incomplete data via the EM algorithm," J. Roy. Stat. Soc., vol. 39, no. 1, pp. 1-38, 1977.
    • (1977) J. Roy. Stat. Soc. , vol.39 , Issue.1 , pp. 1-38
    • Dempster, A.P.1    Laird, N.M.2    Rubin, D.B.3
  • 22
    • 0029243867 scopus 로고
    • Neural network approaches to image compression
    • Feb.
    • R. D. Dony and S. Haykin, "Neural network approaches to image compression," Proc. IEEE, vol. 83, pp. 288-303, Feb. 1995.
    • (1995) Proc. IEEE , vol.83 , pp. 288-303
    • Dony, R.D.1    Haykin, S.2
  • 24
    • 0019587295 scopus 로고
    • Joint source and channel trellis encoding
    • July
    • J. G. Dunham and R. M. Gray, "Joint source and channel trellis encoding," IEEE Trans. Inform. Theory, vol. IT-27, pp. 516-519, July 1981.
    • (1981) IEEE Trans. Inform. Theory , vol.IT-27 , pp. 516-519
    • Dunham, J.G.1    Gray, R.M.2
  • 25
    • 0015644825 scopus 로고
    • A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters
    • J. C. Dunn, "A fuzzy relative of the ISODATA process and its use in detecting compact well-separated clusters," J. Cybern., vol. 3, no. 3, pp. 32-57, 1974.
    • (1974) J. Cybern. , vol.3 , Issue.3 , pp. 32-57
    • Dunn, J.C.1
  • 26
    • 0000155356 scopus 로고
    • An analysis of the elastic net approach to the travelling salesman problem
    • R. Durbin, R. Szeliski, and A. Yuille, "An analysis of the elastic net approach to the travelling salesman problem," Neural Computation, vol. 1, no. 3, pp. 348-358, 1989.
    • (1989) Neural Computation , vol.1 , Issue.3 , pp. 348-358
    • Durbin, R.1    Szeliski, R.2    Yuille, A.3
  • 27
    • 0023657610 scopus 로고
    • An analogue approach to the travelling salesman problem using an elastic net method
    • R. Durbin and D. Willshaw, "An analogue approach to the travelling salesman problem using an elastic net method," Nature, vol. 326, pp. 689-691, 1987.
    • (1987) Nature , vol.326 , pp. 689-691
    • Durbin, R.1    Willshaw, D.2
  • 28
    • 0025465114 scopus 로고
    • A study of vector quantization for noisy channels
    • July
    • N. Farvardin, "A study of vector quantization for noisy channels," IEEE Trans. Inform. Theory, vol. 36, pp. 799-809, July 1990.
    • (1990) IEEE Trans. Inform. Theory , vol.36 , pp. 799-809
    • Farvardin, N.1
  • 29
    • 0021422549 scopus 로고
    • Optimum quantizer performance for a class of non-Gaussian memoryless sources
    • May
    • N. Farvardin and J. W. Modestino, "Optimum quantizer performance for a class of non-Gaussian memoryless sources," IEEE Trans. Inform. Theory, vol. IT-30, pp. 485-497, May 1984.
    • (1984) IEEE Trans. Inform. Theory , vol.IT-30 , pp. 485-497
    • Farvardin, N.1    Modestino, J.W.2
  • 30
    • 0025993181 scopus 로고
    • On the performance and complexity of channel-optimized vector quantizers
    • Jan.
    • N. Farvardin and V. Vaishampayan, "On the performance and complexity of channel-optimized vector quantizers," IEEE Trans. Inform. Theory, vol. 37, pp. 155-160, Jan. 1991.
    • (1991) IEEE Trans. Inform. Theory , vol.37 , pp. 155-160
    • Farvardin, N.1    Vaishampayan, V.2
  • 33
    • 0026151642 scopus 로고
    • Parallel and deterministic algorithms from MRFs: Surface reconstruction
    • May
    • D. Geiger and F. Girosi, "Parallel and deterministic algorithms from MRFs: Surface reconstruction," IEEE Trans. Pattern Anal. Machine Intell., vol. 13, pp. 401-412, May 1991.
    • (1991) IEEE Trans. Pattern Anal. Machine Intell. , vol.13 , pp. 401-412
    • Geiger, D.1    Girosi, F.2
  • 34
    • 0021518209 scopus 로고
    • Stochastic relaxation, Gibbs distribution, and the Bayesian restoration of images
    • Nov.
    • S. Geman and D. Geman, "Stochastic relaxation, Gibbs distribution, and the Bayesian restoration of images," IEEE Trans. Pattern Anal. Machine Intell., vol. 6, pp. 721-741, Nov. 1984.
    • (1984) IEEE Trans. Pattern Anal. Machine Intell. , vol.6 , pp. 721-741
    • Geman, S.1    Geman, D.2
  • 35
    • 0025492049 scopus 로고
    • Optimal nonlinear interpolative vector quantizers
    • Sept.
    • A. Gersho, "Optimal nonlinear interpolative vector quantizers," IEEE Trans. Commun., vol. COM-38, pp. 1285-1287, Sept. 1990.
    • (1990) IEEE Trans. Commun. , vol.COM-38 , pp. 1285-1287
    • Gersho, A.1
  • 37
    • 0030125842 scopus 로고    scopus 로고
    • A graduated assignment algorithm for graph matching
    • Apr.
    • S. Gold and A. Rangarajan, "A graduated assignment algorithm for graph matching," IEEE Trans. Pattern Anal. Machine Intell., vol. 18, pp. 377-388, Apr. 1996.
    • (1996) IEEE Trans. Pattern Anal. Machine Intell. , vol.18 , pp. 377-388
    • Gold, S.1    Rangarajan, A.2
  • 38
    • 0000787409 scopus 로고    scopus 로고
    • Phase transitions in stochastic self-organizing maps
    • T. Graepel, M. Burger, and K. Obermayer, "Phase transitions in stochastic self-organizing maps," Phys. Rev. E, vol. 56, no. 4, pp. 3876-3890, 1997.
    • (1997) Phys. Rev. E , vol.56 , Issue.4 , pp. 3876-3890
    • Graepel, T.1    Burger, M.2    Obermayer, K.3
  • 40
    • 0003911982 scopus 로고
    • Boston, MA: Kluwer
    • _, Source Coding Theory. Boston, MA: Kluwer, 1990.
    • (1990) Source Coding Theory
  • 41
    • 0020098912 scopus 로고
    • Multiple local minima in vector quantizers
    • Mar.
    • R. M. Gray and E. D. Karnin, "Multiple local minima in vector quantizers," IEEE Trans. Inform. Theory, vol. IT-28, pp. 256-261, Mar. 1982.
    • (1982) IEEE Trans. Inform. Theory , vol.IT-28 , pp. 256-261
    • Gray, R.M.1    Karnin, E.D.2
  • 42
    • 0022298295 scopus 로고
    • A tutorial survey of theory and applications of simulated annealing
    • B. Hajek, "A tutorial survey of theory and applications of simulated annealing," in Proc. 24th IEEE Conf. Decision and Control, 1985, pp. 755-760.
    • (1985) Proc. 24th IEEE Conf. Decision and Control , pp. 755-760
    • Hajek, B.1
  • 46
    • 85156205564 scopus 로고
    • Using pairs of data points to define splits for decision trees
    • G. E. Hinton and M. Revow, "Using pairs of data points to define splits for decision trees," Neural Inform. Processing Syst., vol. 8, pp. 507-513, 1995.
    • (1995) Neural Inform. Processing Syst. , vol.8 , pp. 507-513
    • Hinton, G.E.1    Revow, M.2
  • 50
    • 0027554445 scopus 로고
    • Learning piecewise control strategies in a modular neural network architecture
    • Mar./Apr.
    • R. A. Jacobs and M. I. Jordan, "Learning piecewise control strategies in a modular neural network architecture," IEEE Trans. Syst., Man, Cybern., vol. 23, pp. 337-345, Mar./Apr. 1993.
    • (1993) IEEE Trans. Syst., Man, Cybern. , vol.23 , pp. 337-345
    • Jacobs, R.A.1    Jordan, M.I.2
  • 52
    • 0043054809 scopus 로고
    • Information theory and statistical mechanics
    • R. D. Rosenkrantz, Ed. Dordrecht, The Netherlands: Kluwer
    • E. T. Jaynes, "Information theory and statistical mechanics," in Papers on Probability, Statistics and Statistical Physics, R. D. Rosenkrantz, Ed. Dordrecht, The Netherlands: Kluwer, 1989.
    • (1989) Papers on Probability, Statistics and Statistical Physics
    • Jaynes, E.T.1
  • 53
    • 0000262562 scopus 로고
    • Hierarchical mixtures of experts and the EM algorithm
    • M. I. Jordan and R. A. Jacobs, "Hierarchical mixtures of experts and the EM algorithm," Neural Computation, vol. 6, no. 2, pp. 181-214, 1994.
    • (1994) Neural Computation , vol.6 , Issue.2 , pp. 181-214
    • Jordan, M.I.1    Jacobs, R.A.2
  • 54
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • S. Kirkpatrick, C. D. Gelatt, and M. P. Vecchi, "Optimization by simulated annealing," Science, vol. 220, pp. 671-680, 1983.
    • (1983) Science , vol.220 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.D.2    Vecchi, M.P.3
  • 55
    • 0000430580 scopus 로고    scopus 로고
    • Deterministic annealing for density estimation by multivariate normal mixtures
    • M. Kloppenburg and P. Tavan, "Deterministic annealing for density estimation by multivariate normal mixtures," Phys. Rev. E, vol. 55, no. 3, pp. 2089-2092, 1997.
    • (1997) Phys. Rev. E , vol.55 , Issue.3 , pp. 2089-2092
    • Kloppenburg, M.1    Tavan, P.2
  • 56
    • 0024124595 scopus 로고
    • Statistical pattern recognition with neural networks: Benchmarking studies
    • T. Kohonen, G. Barna, and R. Chrisley, "Statistical pattern recognition with neural networks: Benchmarking studies," in Proc. IEEE Int. Conf. Neural Networks, 1988, vol. I, pp. 61-68.
    • (1988) Proc. IEEE Int. Conf. Neural Networks , vol.1 , pp. 61-68
    • Kohonen, T.1    Barna, G.2    Chrisley, R.3
  • 57
    • 0021410074 scopus 로고
    • A construction of vector quantizers for noisy channels
    • H. Kumazawa, M. Kasahara, and T. Namekawa, "A construction of vector quantizers for noisy channels," Electron. Commun. Japan, vol. 67, no. 4, pp. 39-47, 1984.
    • (1984) Electron. Commun. Japan , vol.67 , Issue.4 , pp. 39-47
    • Kumazawa, H.1    Kasahara, M.2    Namekawa, T.3
  • 58
    • 0001407623 scopus 로고
    • Quantizating for noisy channels
    • Apr.
    • A. Kurtenbach and P. Wintz, "Quantizating for noisy channels," IEEE Trans. Commun., vol. COM-17, pp. 291-302, Apr. 1969.
    • (1969) IEEE Trans. Commun. , vol.COM-17 , pp. 291-302
    • Kurtenbach, A.1    Wintz, P.2
  • 59
    • 0018918171 scopus 로고
    • An algorithm for vector quantizer design
    • Jan.
    • Y. Linde, A. Buzo, and R. M. Gray, "An algorithm for vector quantizer design," IEEE Trans. Commun., vol. COM-28, pp. 84-95, Jan. 1980.
    • (1980) IEEE Trans. Commun. , vol.COM-28 , pp. 84-95
    • Linde, Y.1    Buzo, A.2    Gray, R.M.3
  • 60
    • 0020102027 scopus 로고
    • Least squares quantization in PCM
    • Mar.
    • S. P. Lloyd, "Least squares quantization in PCM," IEEE Trans. Inform. Theory, vol. IT-28, pp. 129-137, Mar. 1982.
    • (1982) IEEE Trans. Inform. Theory , vol.IT-28 , pp. 129-137
    • Lloyd, S.P.1
  • 62
    • 0025448895 scopus 로고
    • Derivation of a class of training algorithms
    • June
    • _, "Derivation of a class of training algorithms," IEEE Trans. Neural Networks, vol. 1, pp. 229-232, June 1990.
    • (1990) IEEE Trans. Neural Networks , vol.1 , pp. 229-232
  • 64
    • 0027632248 scopus 로고
    • 'Neuralgas' network for vector quantization and its application to time-series prediction
    • July
    • T. M. Martinetz, S. G. Berkovich, and K. J. Schulten, "'Neuralgas' network for vector quantization and its application to time-series prediction," IEEE Trans. Neural Networks, vol. 4, pp. 558-569, July 1993.
    • (1993) IEEE Trans. Neural Networks , vol.4 , pp. 558-569
    • Martinetz, T.M.1    Berkovich, S.G.2    Schulten, K.J.3
  • 65
    • 84937350296 scopus 로고
    • Quantizing for minimum distortion
    • Mar.
    • J. Max, "Quantizing for minimum distortion," IRE Trans. Inform. Theory, vol. IT-6, pp. 7-12, Mar. 1960.
    • (1960) IRE Trans. Inform. Theory , vol.IT-6 , pp. 7-12
    • Max, J.1
  • 66
    • 0015810240 scopus 로고
    • Instabilities of regression estimates relating air pollution to mortality
    • G. C. McDonald and R. C. Schwing, "Instabilities of regression estimates relating air pollution to mortality," Technometrics, vol. 15, pp. 463-482, 1973.
    • (1973) Technometrics , vol.15 , pp. 463-482
    • McDonald, G.C.1    Schwing, R.C.2
  • 70
    • 0030412880 scopus 로고    scopus 로고
    • A global optimization technique for statistical classifier design
    • Dec.
    • D. Miller, A. V. Rao, K. Rose, and A. Gersho, "A global optimization technique for statistical classifier design," IEEE Trans. Signal Processing, vol. 44, pp. 3108-3122, Dec. 1996.
    • (1996) IEEE Trans. Signal Processing , vol.44 , pp. 3108-3122
    • Miller, D.1    Rao, A.V.2    Rose, K.3    Gersho, A.4
  • 71
    • 33646939046 scopus 로고
    • An improved sequential search multistage vector quantizer
    • D. Miller and K. Rose, "An improved sequential search multistage vector quantizer," in Proc. IEEE Data Computers Conf. 1993, pp. 12-21.
    • (1993) Proc. IEEE Data Computers Conf. , pp. 12-21
    • Miller, D.1    Rose, K.2
  • 72
    • 0028378357 scopus 로고
    • Combined source-channel vector quantization using deterministic annealing
    • Feb.
    • _, "Combined source-channel vector quantization using deterministic annealing," IEEE Trans. Commun., vol. 42, pp 347-356, Feb. 1994.
    • (1994) IEEE Trans. Commun. , vol.42 , pp. 347-356
  • 73
    • 0012292950 scopus 로고    scopus 로고
    • Hierarchical, unsupervised learning with growing via phase transitions
    • _, "Hierarchical, unsupervised learning with growing via phase transitions," Neural Computation, vol. 8, no. 2, pp. 425-450, 1996.
    • (1996) Neural Computation , vol.8 , Issue.2 , pp. 425-450
  • 74
    • 0005236957 scopus 로고
    • Deterministic annealing for trellis quantizer and HMM design using Baum-Welch re-estimation
    • D. Miller, K. Rose, and P. A. Chou, "Deterministic annealing for trellis quantizer and HMM design using Baum-Welch re-estimation," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, 1994, vol. V, pp. 261-264.
    • (1994) Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing , vol.5 , pp. 261-264
    • Miller, D.1    Rose, K.2    Chou, P.A.3
  • 75
    • 0000672424 scopus 로고
    • Fast learning in locally-tuned processing units
    • J. Moody and C. J. Darken, "Fast learning in locally-tuned processing units," Neural Computation, vol. 1, no. 2, pp. 281-294, 1989.
    • (1989) Neural Computation , vol.1 , Issue.2 , pp. 281-294
    • Moody, J.1    Darken, C.J.2
  • 76
    • 0026898938 scopus 로고
    • On the training of radial basis function classifiers
    • M. T. Musavi, W. Ahmed, K. H. Chan, K. B. Fans, and D. M. Hummels, "On the training of radial basis function classifiers," Neural Networks, vol. 5, no. 4, pp. 595-604, 1992.
    • (1992) Neural Networks , vol.5 , Issue.4 , pp. 595-604
    • Musavi, M.T.1    Ahmed, W.2    Chan, K.H.3    Fans, K.B.4    Hummels, D.M.5
  • 79
    • 0029746563 scopus 로고    scopus 로고
    • A generalized VQ method for combined compression , and estimation
    • _, "A generalized VQ method for combined compression , and estimation," in Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing, 1996, vol. IV, pp. 2032-2035.
    • (1996) Proc. IEEE Int. Conf. Acoustics, Speech, Signal Processing , vol.4 , pp. 2032-2035
  • 81
    • 0031359644 scopus 로고    scopus 로고
    • A deterministic annealing approach to discriminative hidden Markov model design
    • Amelia Island, FL, Sept.
    • _, "A deterministic annealing approach to discriminative hidden Markov model design," in Proc. IEEE Workshop Neural Networks in Signal Processing, Amelia Island, FL, Sept. 1997, pp. 266-275.
    • (1997) Proc. IEEE Workshop Neural Networks in Signal Processing , pp. 266-275
  • 82
    • 0031272103 scopus 로고    scopus 로고
    • Mixture of experts regression modeling by deterministic annealing
    • Nov.
    • A. Rao, D. Miller, K. Rose, and A. Gersho, "Mixture of experts regression modeling by deterministic annealing," IEEE Trans. Signal Processing, vol. 45, pp. 2811-2820, Nov. 1997.
    • (1997) IEEE Trans. Signal Processing , vol.45 , pp. 2811-2820
    • Rao, A.1    Miller, D.2    Rose, K.3    Gersho, A.4
  • 83
    • 0000696616 scopus 로고
    • Neural networks and related methods for classification
    • Nov.
    • B. D. Ripley, "Neural networks and related methods for classification," J. Roy. Stat. Soc., Ser. B, vol. 56, no. 3, pp. 409-456, Nov. 1994.
    • (1994) J. Roy. Stat. Soc., Ser. B , vol.56 , Issue.3 , pp. 409-456
    • Ripley, B.D.1
  • 84
    • 0026260871 scopus 로고
    • A greedy tree growing algorithm for the design of variable rate vector quantizers
    • Nov.
    • E. A. Riskin and R. M. Gray, "A greedy tree growing algorithm for the design of variable rate vector quantizers," IEEE Trans. Signal Processing, vol. 39, pp. 2500-2507, Nov. 1991.
    • (1991) IEEE Trans. Signal Processing , vol.39 , pp. 2500-2507
    • Riskin, E.A.1    Gray, R.M.2
  • 85
    • 0000318553 scopus 로고
    • Stochastic complexity and modeling
    • J. Rissanen, "Stochastic complexity and modeling," Ann. Statist., vol. 14, pp. 1080-1100, 1986.
    • (1986) Ann. Statist. , vol.14 , pp. 1080-1100
    • Rissanen, J.1
  • 87
    • 0028550580 scopus 로고
    • A mapping approach to rate-distortion computation and analysis
    • Nov.
    • _, "A mapping approach to rate-distortion computation and analysis," IEEE Trans. Inform. Theory, vol. 40, pp. 1939-1952, Nov. 1994.
    • (1994) IEEE Trans. Inform. Theory , vol.40 , pp. 1939-1952
  • 88
    • 0025585402 scopus 로고
    • A deterministic annealing approach to clustering
    • K. Rose, E. Gurewitz, and G. C. Fox, "A deterministic annealing approach to clustering," Pattern Recognition Lett., vol. 11, no. 9, pp. 589-594, 1990.
    • (1990) Pattern Recognition Lett. , vol.11 , Issue.9 , pp. 589-594
    • Rose, K.1    Gurewitz, E.2    Fox, G.C.3
  • 89
    • 0000389568 scopus 로고
    • Statistical mechanics and phase transitions in clustering
    • _, "Statistical mechanics and phase transitions in clustering," Phys. Rev. Lett., vol. 65, no. 8, pp. 945-948, 1990.
    • (1990) Phys. Rev. Lett. , vol.65 , Issue.8 , pp. 945-948
  • 90
    • 84899025015 scopus 로고
    • Vector quantization by deterministic annealing
    • July
    • _, "Vector quantization by deterministic annealing," IEEE Trans. Inform. Theory, vol. 38, pp. 1249-1257, July 1992.
    • (1992) IEEE Trans. Inform. Theory , vol.38 , pp. 1249-1257
  • 91
    • 0027649303 scopus 로고
    • Constrained clustering as an optimization method
    • Aug.
    • _, "Constrained clustering as an optimization method," IEEE Trans. Pattern Anal. Machine Intell., vol. 15, pp. 785-794, Aug. 1993.
    • (1993) IEEE Trans. Pattern Anal. Machine Intell. , vol.15 , pp. 785-794
  • 92
    • 33646898799 scopus 로고
    • Constrained clustering for data assignment problems with examples of module placement
    • San Diego, CA, May
    • K. Rose and D. Miller, "Constrained clustering for data assignment problems with examples of module placement," in Proc. IEEE Int. Symp. Circuits and Systems, San Diego, CA, May 1992, pp. 1937-1940.
    • (1992) Proc. IEEE Int. Symp. Circuits and Systems , pp. 1937-1940
    • Rose, K.1    Miller, D.2
  • 95
    • 84856043672 scopus 로고
    • A mathematical theory of communication
    • C. E. Shannon, "A mathematical theory of communication," Bell Syst. Tech. J., vol. 27, pp. 379-423, 623-656, 1948.
    • (1948) Bell Syst. Tech. J. , vol.27 , pp. 379-423
    • Shannon, C.E.1
  • 96
    • 0003214704 scopus 로고
    • Coding theorems for a discrete source with a fidelity criterion
    • _, "Coding theorems for a discrete source with a fidelity criterion," IRE Nat. Conv: Rec., pt. 4, pp. 142-163, 1959.
    • (1959) IRE Nat. Conv: Rec. , Issue.4 PART , pp. 142-163
  • 97
    • 0018877134 scopus 로고
    • Axiomatic derivation of the principle of maximum entropy and the principle of minimum cross-entropy
    • Jan.
    • J. E. Shore and R. W. Johnson, "Axiomatic derivation of the principle of maximum entropy and the principle of minimum cross-entropy," IEEE Trans. Inform. Theory, vol. IT-26, pp. 26-37, Jan. 1980.
    • (1980) IEEE Trans. Inform. Theory , vol.IT-26 , pp. 26-37
    • Shore, J.E.1    Johnson, R.W.2
  • 98
    • 36149034729 scopus 로고
    • Statistical mechanics as the underlying theory of elastic and neural optimization
    • P. D. Simic, "Statistical mechanics as the underlying theory of elastic and neural optimization," Network, vol. I, no. 1, pp. 89-103, 1990.
    • (1990) Network , vol.1 , Issue.1 , pp. 89-103
    • Simic, P.D.1
  • 99
    • 0000440915 scopus 로고
    • Constrained nets for graph matching and other quadratic assianment problems
    • _, "Constrained nets for graph matching and other quadratic assianment problems," Neural Computation, vol. 3, no. 2, pp. 268-281, 1991.
    • (1991) Neural Computation , vol.3 , Issue.2 , pp. 268-281
  • 100
    • 0023669879 scopus 로고
    • Nonconvex optimization by fast simulated annealing
    • Nov.
    • H. Szu and R. Hartley, "Nonconvex optimization by fast simulated annealing," Proc. IEEE, vol. 75, pp. 1538-1540, Nov. 1987.
    • (1987) Proc. IEEE , vol.75 , pp. 1538-1540
    • Szu, H.1    Hartley, R.2
  • 101
    • 0028480967 scopus 로고
    • Supervised and unsupervised learning in radial basis function classifiers
    • L. Tarassenko and S. Roberts, "Supervised and unsupervised learning in radial basis function classifiers," Proc. Inst. Elect. Eng.-Visual Image Signal Processing, vol. 141, no. 4, pp. 210-216, 1994.
    • (1994) Proc. Inst. Elect. Eng.-Visual Image Signal Processing , vol.141 , Issue.4 , pp. 210-216
    • Tarassenko, L.1    Roberts, S.2
  • 104
    • 85153955450 scopus 로고
    • Non-linear prediction of acoustic vectors using hierarchical mixtures of experts
    • S. R. Waterhouse and A. J. Robinson, "Non-linear prediction of acoustic vectors using hierarchical mixtures of experts," in Proc. Neural Inform. Processing Syst., vol. 7, pp. 835-842, 1994.
    • (1994) Proc. Neural Inform. Processing Syst. , vol.7 , pp. 835-842
    • Waterhouse, S.R.1    Robinson, A.J.2
  • 105
    • 0029446195 scopus 로고
    • Nonlinear gated experts for time series: Discovering regimes and avoiding overfilling
    • A. S. Weigend, M. Mangeas, and A. N. Srivastava, "Nonlinear gated experts for time series: Discovering regimes and avoiding overfilling," Int. J. Neural Syst., vol. 6, no. 4, pp. 373-399, 1995.
    • (1995) Int. J. Neural Syst. , vol.6 , Issue.4 , pp. 373-399
    • Weigend, A.S.1    Mangeas, M.2    Srivastava, A.N.3
  • 106
    • 0002449582 scopus 로고
    • Clustering data by melting
    • Y.-F. Wong, "Clustering data by melting," Neural Computation, vol. 5, no. 1, pp. 89-104, 1993.
    • (1993) Neural Computation , vol.5 , Issue.1 , pp. 89-104
    • Wong, Y.-F.1
  • 107
    • 0026821121 scopus 로고
    • Competitive learning and soft competition for vector quantizer design
    • Feb.
    • E. Yair, K. Zeger, and A. Gersho, "Competitive learning and soft competition for vector quantizer design," IEEE Trans. Signal Processing, vol. 40, pp. 294-309, Feb. 1992.
    • (1992) IEEE Trans. Signal Processing , vol.40 , pp. 294-309
    • Yair, E.1    Zeger, K.2    Gersho, A.3
  • 108
    • 0002595644 scopus 로고
    • Generalized deformable models, statistical physics, and matching problems
    • A. L. Yuille, "Generalized deformable models, statistical physics, and matching problems," Neural Computation, vol. 2, no. 1, pp. 1-24, 1990.
    • (1990) Neural Computation , vol.2 , Issue.1 , pp. 1-24
    • Yuille, A.L.1
  • 109
    • 0024136886 scopus 로고
    • Vector quantizer design for memoryless noisy channels
    • Philadelphia
    • K. Zeger and A. Gersho, "Vector quantizer design for memoryless noisy channels," in Proc. IEEE Int. Conf. Communications, Philadelphia, 1988, pp. 1693-1597.
    • (1988) Proc. IEEE Int. Conf. Communications , pp. 1693-11597
    • Zeger, K.1    Gersho, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.