نتایج جستجو برای: vibration partition function

تعداد نتایج: 1287058  

2011
Guillaume Desjardins Aaron C. Courville Yoshua Bengio

Markov Random Fields (MRFs) have proven very powerful both as density estimators and feature extractors for classification. However, their use is often limited by an inability to estimate the partition function Z. In this paper, we exploit the gradient descent training procedure of restricted Boltzmann machines (a type of MRF) to track the log partition function during learning. Our method reli...

Journal: :Math. Comput. 2007
Neil J. Calkin Jimena Davis Kevin James Elizabeth Perez Charles H. Swannack

In this paper we discuss efficient algorithms for computing the values of the partition function and implement these algorithms in order to conduct a numerical study of some conjectures related to the partition function. We present the distribution of p(N) for N ≤ 109 for primes up to 103 and small powers of 2 and 3.

2014
Adrian Weller Tony Jebara

When belief propagation (BP) converges, it does so to a stationary point of the Bethe free energy F , and is often strikingly accurate. However, it may converge only to a local optimum or may not converge at all. An algorithm was recently introduced by Weller and Jebara for attractive binary pairwise MRFs which is guaranteed to return an !-approximation to the global minimum of F in polynomial ...

Journal: :Journal of High Energy Physics 2010

Journal: :Transactions of the American Mathematical Society 1938

Journal: :Bulletin of the American Mathematical Society 1947

Journal: :Journal of Physics A: Mathematical and Theoretical 2012

Journal: :Journal of Physics A: Mathematical and Theoretical 2018

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