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On Unifying Time and Uncertainty: The Probabilistic Temporal Network (1996)  (Make Corrections)  (1 citation)
Joel D. Young
Graduate School of Engineering, Air Force Institute of Technology



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Abstract: Complex real-world systems consist of collections of interacting processes/events. These processes change over time in response to both internal and external stimuli as well as to the passage of time. Many domains such as real-time systems diagnosis, (mechanized) story understanding, planning and scheduling, and financial forecasting require the capability to model complex systems under a unified framework to deal with both time and uncertainty. Existing uncertainty representations and existing ... (Update)

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J. D. Young, "On Unifying Time and Uncertainty: The Probabilistic Temporal Network" In Part Fulfillment of the Requirements for Masters of Science, Air Force Institute of Technology, 1996. http://citeseer.ist.psu.edu/young96unifying.html   More

@mastersthesis{ jdy:ptn,
   author = {Young, Joel D.},
   title = {On Unifying Time and Uncertainty:  The Probabilistic Temporal Network},
   year = {1996},
   number = {AFIT/GCS/ENG/96D-30},
   school = {Graduate School of Engineering, Air Force Institute of Technology},
   url = {citeseer.ist.psu.edu/young96unifying.html},
   url = {citeseer.nj.nec.com/article/young96unifying.html} }
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340   Temporal Constraint Networks (context) - Rina - 1991
286   Interpretation as Abduction - Jerry - 1988
284   Constraint Propagation Algorithms for Temporal Reasoning (context) - Marc, Kautz - 1986
160   A Temporal Logic for Reasoning About Processes and Plans (context) - Drew - 1982
142   Reasoning About Change: Time and Causation from the Standpoi.. (context) - Yoav - 1988
96   Bayesian Networks Without Tears (context) - Eugene - 1991
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85   Planning Using a Temporal World Model (context) - James, Johannes et al.
55   Rule-Based Expert Systems (context) - Bruce, Edward et al. - 1984
49   Probabilistic Inference Using Belief Networks is NP-hard (context) - Gregory - 1987
41   Probabilistic Semantics for Cost Based Abduction (context) - Eugene, Shimony - 1990
41   Abductive Inference: Computation (context) - John, Susan et al. - 1994
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20   The Engineering of Knowledge-Based Systems: Theory and Pract.. (context) - Avelino, Douglas et al. - 1993
17   Temporal Reasoning Based on Semi-intervals - Christian - 1992
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9   A Model of Inexact Reasoning in Medicine (context) - Buchanan - 1975
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