Temporal Update Mechanisms for Decision Making with Aging Observations in Probabilistic Networks

Chilukuri K. Mohan; Kishan G. Mehrotra; Pramod K. Varshney

Temporal Update Mechanisms for Decision Making with Aging Observations in Probabilistic Networks

Chilukuri K. Mohan, Kishan G. Mehrotra, Pramod K. Varshney

Department of Electrical Engineering & Computer Science

Research output: Contribution to conference › Paper › peer-review

Abstract

Mechanisms are proposed for updating beliefs at nodes in probabilistic inference networks, taking into account the time points associated with observations and decisions. Simple models with few parameters are proposed, addressing dependence on exact time points as well as time delays before final belief computation. These models are general enough to accommodate applications whose characteristics differ with respect to how the reliability of information ages with time.

Original language	English (US)
Pages	93-100
Number of pages	8
State	Published - 2001
Event	2001 AAAI Fall Symposium - North Falmouth, United States Duration: Nov 2 2001 → Nov 4 2001

Conference

Conference	2001 AAAI Fall Symposium
Country/Territory	United States
City	North Falmouth
Period	11/2/01 → 11/4/01

ASJC Scopus subject areas

General Engineering

Cite this

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title = "Temporal Update Mechanisms for Decision Making with Aging Observations in Probabilistic Networks",

abstract = "Mechanisms are proposed for updating beliefs at nodes in probabilistic inference networks, taking into account the time points associated with observations and decisions. Simple models with few parameters are proposed, addressing dependence on exact time points as well as time delays before final belief computation. These models are general enough to accommodate applications whose characteristics differ with respect to how the reliability of information ages with time.",

author = "Mohan, {Chilukuri K.} and Mehrotra, {Kishan G.} and Varshney, {Pramod K.}",

year = "2001",

language = "English (US)",

pages = "93--100",

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T1 - Temporal Update Mechanisms for Decision Making with Aging Observations in Probabilistic Networks

AU - Mohan, Chilukuri K.

AU - Mehrotra, Kishan G.

AU - Varshney, Pramod K.

PY - 2001

Y1 - 2001

N2 - Mechanisms are proposed for updating beliefs at nodes in probabilistic inference networks, taking into account the time points associated with observations and decisions. Simple models with few parameters are proposed, addressing dependence on exact time points as well as time delays before final belief computation. These models are general enough to accommodate applications whose characteristics differ with respect to how the reliability of information ages with time.

AB - Mechanisms are proposed for updating beliefs at nodes in probabilistic inference networks, taking into account the time points associated with observations and decisions. Simple models with few parameters are proposed, addressing dependence on exact time points as well as time delays before final belief computation. These models are general enough to accommodate applications whose characteristics differ with respect to how the reliability of information ages with time.

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UR - http://www.scopus.com/inward/citedby.url?scp=85170049057&partnerID=8YFLogxK

M3 - Paper

AN - SCOPUS:85170049057

SP - 93

EP - 100

T2 - 2001 AAAI Fall Symposium

Y2 - 2 November 2001 through 4 November 2001

ER -

Temporal Update Mechanisms for Decision Making with Aging Observations in Probabilistic Networks

Abstract

Conference

ASJC Scopus subject areas

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