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» Convex Factorization Machines
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TIT
2010
158views Education» more  TIT 2010»
14 years 7 months ago
Belief propagation, Dykstra's algorithm, and iterated information projections
Belief propagation is shown to be an instance of a hybrid between two projection algorithms in the convex programming literature: Dykstra's algorithm with cyclic Bregman proje...
John MacLaren Walsh, Phillip A. Regalia
81
Voted
ICASSP
2011
IEEE
14 years 4 months ago
Bound-ratio minimization of filter bank frames by periodic precoding
Frame (upper and lower) bound ratio is a key factor of numerical stability of frame systems. While tight frames, of which the minimal ratio 1 is achieved, are much preferred in ma...
Li Chai, Jingxin Zhang
151
Voted
CORR
2012
Springer
225views Education» more  CORR 2012»
13 years 8 months ago
Compressive Principal Component Pursuit
We consider the problem of recovering a target matrix that is a superposition of low-rank and sparse components, from a small set of linear measurements. This problem arises in co...
John Wright, Arvind Ganesh, Kerui Min, Yi Ma
77
Voted
DATE
2000
IEEE
83views Hardware» more  DATE 2000»
15 years 5 months ago
Wave Steered FSMs
In this paper we address the problem of designing very high throughput finite state machines (FSMs). The presence of loops in sequential circuits prevents a straightforward and g...
Luca Macchiarulo, Shih-Ming Shu, Malgorzata Marek-...
75
Voted
NIPS
1998
15 years 1 months ago
Convergence of the Wake-Sleep Algorithm
The W-S (Wake-Sleep) algorithm is a simple learning rule for the models with hidden variables. It is shown that this algorithm can be applied to a factor analysis model which is a...
Shiro Ikeda, Shun-ichi Amari, Hiroyuki Nakahara