DocumentCode :
847842
Title :
Interpretation of Spatial Language in a Map Navigation Task
Author :
Levit, Michael ; Roy, Deb
Author_Institution :
BBN Technol. Corp., Cambridge, MA
Volume :
37
Issue :
3
fYear :
2007
fDate :
6/1/2007 12:00:00 AM
Firstpage :
667
Lastpage :
679
Abstract :
We have developed components of an automated system that understands and follows navigational instructions. The system has prior knowledge of the geometry and landmarks of specific maps. This knowledge is exploited to infer complex paths through maps based on natural language descriptions. The approach is based on an analysis of verbal commands in terms of elementary semantic units that are composed to generate a probability distribution over possible spatial paths in a map. An integration mechanism based on dynamic programming guides this language-to-path translation process, ensuring that resulting paths satisfy continuity and smoothness criteria. In the current implementation, parsing of text into semantic units is performed manually. Composition and interpretation of semantic units into spatial paths is performed automatically. In the evaluations, we show that the system accurately predicts the speakers´ intended meanings for a range of instructions. This paper provides building blocks for a complete system that, when combined with robust parsing technologies, could lead to a fully automatic spatial language interpretation system
Keywords :
cartography; dynamic programming; natural language processing; navigation; probability; text analysis; automated system; automatic spatial language interpretation system; dynamic programming; elementary semantic units; language-to-path translation process; map navigation task; natural language descriptions; navigational instructions; probability distribution; text parsing; Automatic control; Dynamic programming; Games; Humans; Information geometry; Natural language processing; Natural languages; Navigation; Probability distribution; Robustness; Human–machine interaction; natural language processing; navigational instructions; spatial language understanding; Algorithms; Artificial Intelligence; Geographic Information Systems; Language; Man-Machine Systems; Movement; Natural Language Processing; Pattern Recognition, Automated; User-Computer Interface; Vocabulary, Controlled;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4419
Type :
jour
DOI :
10.1109/TSMCB.2006.889809
Filename :
4200804
Link To Document :
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