NDLI: Message Passing for Hybrid Bayesian Networks: Representation, Propagation, and Integration

Please wait, while we are loading the content...

Year : 2015 Volume : 51

Year : 2014 Volume : 50

Year : 2013 Volume : 49

Year : 2012 Volume : 48

Year : 2011 Volume : 47

Year : 2010 Volume : 46

Year : 2009 Volume : 45

IEEE Aerospace and Electronic Systems Society

From the Editors

Analysis of Stepped-Frequency Pulse Train Design

Sigma Overbounding using a Position Domain Method for the Local Area Augmentaion of GPS

Multisensor Track Management for Targets with Fluctuating SNR

Distributed Linear Parameter Estimation over Wireless Sensor Networks

Wave Front Sensor for Solar Concentrator Control (October 2007)

Channeling Partitioning Policies for Multi-Class Traffic in LEO-MSS

Distributed Detection for Macrodiversity Enhanced Cellular Communication Systems

Design of a Solar Power Management System for an Experimental UAV

Source Bearing and Steering-Vector Estimation using Partially Calibrated Arrays

Helicopter Classification with a High Resolution LFMCW Radar

Marginalized Particle Filter for Accurate and Reliable Terrain-Aided Navigation

Efficient and Enhanced Multi-Target Tracking with Doppler Measurements

Characterization of the Effects of CW and Pulse CW Interference on the GPS Signal Quality

Multiscan Multitarget Tracking in Clutter with Integrated Track Splitting Filter

Distributed Fault Detection with Correlated Decision Fusion

Structural Analysis Approach for the Generation of Structured Residuals for Aircraft FDI

Dual Airborne Laser Scanners Aided Inertial for Improved Autonomous Navigation

A Statistical Inference Technique for GPS Interference Detection

HRR Automatic Target Recognition from Superresolution Scattering Center Features

Message Passing for Hybrid Bayesian Networks: Representation, Propagation, and Integration

Generalized Theory of Code Tracking with an Early-Late Discriminator Part I: Lower Bound and Coherent Processing

Generalized Theory of Code Tracking with an Early-Late Discriminator Part II: Noncoherent Processing and Numerical Results

Generalized Method for Improved Coning Algorithms using Angular Rate

Impact of Noncoherent Pulse Integration on RCS-Assisted Tracking

Formation of Ambiguity Functions with Frequency-Separated Golay Coded Pulses

Dual-Frequency Radars for Target Localization in Urban Sensing

Idealized Radar GMTI Detection with Space-Time Processing

Set-Membership Filtering with State Constraints

Comparison of Output SINR and Receiver C/N_0 for GNSS Adaptive Antennas

Efficient Methods of Clutter Suppression for Coexisting Land and Weather Clutter Systems

Orthogonal Discrete Frequency-Coding Waveform Set Design with Minimized Autocorrelation Sidelobes

Spooky Action at a Distance in the Cardinalized Probability Hypothesis Density Filter

2009 Index IEEE Aerospace and Electronic Systems

IEEE Transactions on Aerospace and Electronic Systems [Editors]

Information for authors

Year : 2008 Volume : 44

Year : 2007 Volume : 43

Year : 2006 Volume : 42

Year : 2005 Volume : 41

Year : 2004 Volume : 40

Year : 2003 Volume : 39

Year : 2002 Volume : 38

Year : 2001 Volume : 37

Year : 2000 Volume : 36

Year : 1999 Volume : 35

Year : 1998 Volume : 34

Year : 1997 Volume : 33

Year : 1996 Volume : 32

Year : 1995 Volume : 31

Year : 1994 Volume : 30

Year : 1993 Volume : 29

Year : 1992 Volume : 28

Year : 1991 Volume : 27

Year : 1990 Volume : 26

Year : 1989 Volume : 25

Year : 1988 Volume : 24

Year : 1987 Volume : AES-23

Year : 1986 Volume : AES-22

Year : 1985 Volume : AES-21

Year : 1984 Volume : AES-20

Year : 1983 Volume : AES-19

Year : 1982 Volume : AES-18

Year : 1981 Volume : AES-17

Year : 1980 Volume : AES-16

Year : 1979 Volume : AES-15

Year : 1978 Volume : AES-14

Year : 1977 Volume : AES-13

Year : 1976 Volume : AES-12

Year : 1975 Volume : AES-11

Year : 1974 Volume : AES-10

Year : 1973 Volume : AES-9

Year : 1972 Volume : AES-8

Year : 1971 Volume : AES-7

Year : 1970 Volume : AES-6

Year : 1969 Volume : AES-5

Year : 1968 Volume : AES-4

Year : 1967 Volume : AES-3

Year : 1966 Volume : AES-2

Year : 1965 Volume : AES-1

Message Passing for Hybrid Bayesian Networks: Representation, Propagation, and Integration

Content Provider	IEEE Xplore Digital Library
Author	Wei Sun Chang, K.C.
Copyright Year	1965
Abstract	The traditional message passing algorithm was originally developed by Pearl in the 1980s for computing exact inference solutions for discrete polytree Bayesian networks (BN). When a loop is present in the network, propagating messages are not exact, but the loopy algorithm usually converges and provides good approximate solutions. However, in general hybrid BNs, the message representation and manipulation for arbitrary continuous variable and message propagation between different types of variables are still open problems. The novelty of the work presented here is to propose a framework to compute, propagate, and integrate the messages for hybrid models. First, we combine unscented transformation and Pearl's message passing algorithm to deal with the arbitrary functional relationships between continuous variables in the network. For the general hybrid model, we partition the network into separate parts by introducing the concept of interface node. We then apply different algorithms for each subnetwork. Finally we integrate the information through the channel of interface nodes and then estimate the posterior distributions for all hidden variables. The numerical experiments show that the algorithm works well for nonlinear hybrid BNs.
File Size	1950624
File Format	PDF
ISSN	00189251
Volume Number	45
Issue Number	4
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2009-10-01
Publisher Place	U.S.A.
Access Restriction	One Nation One Subscription (ONOS)
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Message passing Bayesian methods Inference algorithms Random variables Partitioning algorithms Clustering algorithms Sun Distributed computing Tree graphs Computer networks
Content Type	Text
Resource Type	Article
Subject	Electrical and Electronic Engineering Aerospace Engineering

Central Library (ISO-9001:2015 Certified)
Indian Institute of Technology Kharagpur
Kharagpur, West Bengal, India | PIN - 721302

See location in the Map
03222 282435
Mail: support@ndl.gov.in

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in