Title :
Pattern Mining as Abduction from Snapshots to Spatio-temporal Patterns
Author :
Hazarika, Shyamanta M.
Author_Institution :
Tezpur Univ., Tezpur
Abstract :
The paper describes an abductive framework for mining spatio-temporal patterns. The spatial representation language RCC-8, often referred to as Region Connection Calculus and its spatio-temporal extension, ST0, a fragment of Prepositional Spatio-temporal Logic is used as the knowledge representation formalism. Abductive reasoning may yield more than one possible answer and is accompanied by some preference criteria. Here, the abduction technique is circumscription which implements the heuristic that changes should only occur when forced to.
Keywords :
data mining; inference mechanisms; knowledge representation; pattern recognition; temporal logic; RCC-8; abductive reasoning; knowledge representation; preference criteria; prepositional spatio-temporal logic; region connection calculus; spatial representation language; spatio-temporal pattern mining; Application software; Calculus; Computer science; Computer vision; Data mining; Electronic mail; Knowledge representation; Logic; Spatial databases; Transaction databases;
Conference_Titel :
Advanced Computing and Communications, 2007. ADCOM 2007. International Conference on
Conference_Location :
Guwahati, Assam
Print_ISBN :
0-7695-3059-1
DOI :
10.1109/ADCOM.2007.59