[PDF][PDF] Walk-sums and belief propagation in Gaussian graphical models
We present a new framework based on walks in a graph for analysis and inference in
Gaussian graphical models. The key idea is to decompose the correlation between each …
Gaussian graphical models. The key idea is to decompose the correlation between each …
Distribution of centrality measures on undirected random networks via the cavity method
The Katz centrality of a node in a complex network is a measure of the node's importance as
far as the flow of information across the network is concerned. For ensembles of locally tree …
far as the flow of information across the network is concerned. For ensembles of locally tree …
Consensus propagation
We propose consensus propagation, an asynchronous distributed protocol for averaging
numbers across a network. We establish convergence, characterize the convergence rate …
numbers across a network. We establish convergence, characterize the convergence rate …
Graphical models for visual object recognition and tracking
EB Sudderth - 2006 - dspace.mit.edu
We develop statistical methods which allow effective visual detection, categorization, and
tracking of objects in complex scenes. Such computer vision systems must be robust to wide …
tracking of objects in complex scenes. Such computer vision systems must be robust to wide …
Distributed fusion in sensor networks
Distributed fusion in sensor networks Page 1 ©IMAGEST A T E IEEE SIGNAL PROCESSING
MAGAZINE [42] JULY 2006 1053-5888/06/$20.00©2006IEEE Distributed Fusion in Sensor …
MAGAZINE [42] JULY 2006 1053-5888/06/$20.00©2006IEEE Distributed Fusion in Sensor …
Distributed clock synchronization for wireless sensor networks using belief propagation
In this paper, we study the global clock synchronization problem for wireless sensor
networks. Based on belief propagation, we propose a fully distributed algorithm which has …
networks. Based on belief propagation, we propose a fully distributed algorithm which has …
Gaussian belief propagation: Theory and aplication
D Bickson - arxiv preprint arxiv:0811.2518, 2008 - arxiv.org
The canonical problem of solving a system of linear equations arises in numerous contexts
in information theory, communication theory, and related fields. In this contribution, we …
in information theory, communication theory, and related fields. In this contribution, we …
Gaussian belief propagation solver for systems of linear equations
The canonical problem of solving a system of linear equations arises in numerous contexts
in information theory, communication theory, and related fields. In this contribution, we …
in information theory, communication theory, and related fields. In this contribution, we …
Convergence of min-sum message passing for quadratic optimization
Convergence of Min-Sum Message Passing for Quadratic Optimization Page 1 IEEE
TRANSACTIONS ON INFORMATION THEORY, VOL. 55, NO. 5, MAY 2009 2413 Convergence …
TRANSACTIONS ON INFORMATION THEORY, VOL. 55, NO. 5, MAY 2009 2413 Convergence …
Towards rich query interpretation: walking back and forth for mining query templates
G Agarwal, G Kabra, KCC Chang - Proceedings of the 19th international …, 2010 - dl.acm.org
We propose to mine structured query templates from search logs, for enabling rich query
interpretation that recognizes both query intents and associated attributes. We formalize the …
interpretation that recognizes both query intents and associated attributes. We formalize the …