T. Hofmann and J. Buhmann, "Competitive learning algorithms for robust vector quantization," IEEE Transactions on Signal Processing, vol. 46, no. 6, pp. 1665--1675, 1998. Home/Search Document Details and Download
Summary Related Articles Check |
This paper is cited in the following contexts:
Soft-to-Hard Model Transition in Clustering: A Review - Baraldi, Schenato (1999) (Correct)
....Neural Gas model [3] and in the Maximum Entropy clustering method [3] To derive an explicit formula of learning rate coefficient ffl(t) in the sequential update mode, an approach alternative to Eq. 8) is to separate out from Eq. 6) the contribution from the (m 1)th data point [4] p. 46) [24]. This gives C (t 1) j = C (t) j fi (t) j Delta (X (t) Gamma C (t) j ) j = 1; c; 9) where fi (t) j = k j (d(X (t) C (t) P t T=1 k j (d(X (T ) C (T ) 10) i.e. Eqs. 9) and (10) are a special case of Eq. 8) when ffl(t) 1 P t T=1 k j (d(X (T ) ....
....form of Eq. 19) suggests that the parameter update strategy given by Eqs. 18) and (20) is, in fact, a deterministic annealing procedure with oe as the temperature and E mec as the free energy [3] The temperature controls the amplitude of noise artificially introduced in the optimization process [24], such that at a high temperature regime Eq. 19) is convex (i.e. without local minima) By starting at a high temperature which, during the adaptation process, is carefully lowered to zero, cost function (1) is recovered while its local minima are avoided [3] In theory, oe 1= ln t, where t ....
T. Hofmann and J. M. Buhmann, "Competitive learning algorithms for robust vector quantization," IEEE Trans. on Signal Processing, vol. 46, no. 6, pp. 1665-1675, 1998.
Novel Algorithms for Nonlinear Channel Equalization Using.. - Souza, Barreto, Mota (2005) (Correct)
No context found.
T. Hofmann and J. Buhmann, "Competitive learning algorithms for robust vector quantization," IEEE Transactions on Signal Processing, vol. 46, no. 6, pp. 1665--1675, 1998.
In Proc. Int. Conf. Pattern Recognition, ICPR'04.. - Irisa Inria Campus (2004) (Correct)
No context found.
T. Hofmann and J. M. Buhmann. Competitive learning algorithms for robust vector quantization. IEEE Trans. on Signal Processing, 46(6):1665--1675, June 1998.
Constructive Feedforward ART Clustering Networks - Part II - Baraldi, Alpaydn (2002) (8 citations) (Correct)
No context found.
T. Hofmann and J. M. Buhmann, "Competitive learning algorithms for robust vector quantization," IEEE Trans. Signal Processing, vol. 46, pp. 1665--1675, 1998.
Fully Automatic Clustering System - Patanč, Russo (1 citation) (Correct)
No context found.
T. Hofmann and J. M. Buhmann, \Competitive learning algorithms for robust vector quantization," IEEE Transactions on Signal Processing, vol. 46, no. 6, pp. 1665-1675, 1998.
Unsupervised Learning on Traditional and Distributed Systems - Patanč (Correct)
No context found.
T. Hofmann and J. M. Buhmann, \Competitive learning algorithms for robust vector quantization," IEEE Transactions on Signal Processing, vol. 46, no. 6, pp. 1665-1675, 1998.
Online articles have much greater impact More about CiteSeer.IST Add search form to your site Submit documents Feedback
CiteSeer.IST - Copyright Penn State and NEC