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Abstract: We present our work on using statistical, corpusbased machine learning techniques to perform instantiated goal recognition --- recognition of a goal schema and its parameter values. The recognizer is fast (linear in the number of goal schemas and observed actions) and is able to make partial predictions by optionally predicting individual parameter values for a goal schema. This allows it to make more accurate predictions after observing fewer actions than all-or-nothing prediction. (Update)
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BibTeX entry: (Update)
@misc{ blaylock-recognizing,
author = "Nate Blaylock and James Allen",
title = "Recognizing Instantiated Goals Using Statistical Methods",
url = "citeseer.ist.psu.edu/735936.html" }
Citations (may not include all citations):244 Towards conversational human-computer interaction - Allen, Byron et al. - 2001
195 Department of Computer Science - Stent, corpus et al. - 2000
100 Plan Recognition in Natural Language Dialogue (context) - Carberry - 1990
88 A Bayesian model of plan recognition (context) - Charniak, Goldman - 1993
67 A formal theory of plan recognition and its implementation - Kautz - 1991
48 Using plan recognition in human-computer collaboration - Lesh, Rich et al. - 1999
39 The automated mapping of plans for plan recognition - Huber, Durfee et al. - 1994
34 Bayesian models for keyhole plan recognition in an adventure.. - Albrecht, Zukerman et al. - 1998
23 with application to traffic monitoring (context) - Pynadath, Wellman et al. - 1995
12 Scalable and Adaptive Goal Recognition - Lesh - 1998
11 A computational architecture for conversation - Horvitz, Paek - 1999
10 Logic-based plan recognition for intelligent help systems - Bauer, Paul - 1993
8 Probabilistic state-dependent grammars for plan recognition - Pynadath, Wellman - 2000
8 A Dempster-Shafer approach to modeling agent preferences for.. - Bauer - 1995
2 Statistical goal parameter recognition - Blaylock, Allen - 2004
2 statistical goal recognition (context) - Blaylock, Allen - 2003
1 A general model for online probabalistic plan recognition (context) - Bui - 2003
1 Casebased plan recognition with novel input (context) - Cox, Kerkez
1 Generating artificial corpora for plan recognition - Blaylock, Allen - 2005
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