Title :
Intelligent information analysis through a human-computer integrated approach
Author :
Narayanan, S. ; Maynard, Ken ; Krishna, A.P.B. ; Malu, Pallavi ; Nandha, Hitesh ; DiPasquale, John
Author_Institution :
Coll. of Eng. & Comput. Sci., Wright State Univ., Dayton, OH, USA
Abstract :
Information analysis typically involves discovering information, determining contextual relevance, and synthesizing useful knowledge from multiple sources. When the search and retrieval of information from heterogeneous data is based purely on key words, it may result in missing potentially important sources or could result in finding too many unrelated sources. Higher level understanding of terms in a domain, i.e., semantics, can help in dealing with these problems. Developing an understanding of information sources in the form of semantic representation is fundamentally a complex reasoning process. Manual generation of semantic concepts in a domain is inefficient. Complete automation of the process leads to inaccuracies and could be ineffective. The article describes an approach that integrates computerized processes with human reasoning methods for generating semantic concept spaces to support information search and retrieval from distributed information sources.
Keywords :
distributed databases; human factors; inference mechanisms; information analysis; information retrieval; interactive systems; knowledge based systems; programming language semantics; user interfaces; complex reasoning process; computerized processes; contextual relevance; distributed information sources; heterogeneous data; higher level understanding; human reasoning methods; human-computer integrated approach; information discovery; information retrieval; information search; information sources; intelligent information analysis; knowledge synthesis; manual generation; multiple sources; semantic concept spaces; semantic concepts; semantic representation; semantics; Computer science; Distributed computing; Educational institutions; Humans; Information analysis; Information filtering; Information filters; Information retrieval; Knowledge engineering; Logistics;
Conference_Titel :
Systems, Man, and Cybernetics, 1998. 1998 IEEE International Conference on
Print_ISBN :
0-7803-4778-1
DOI :
10.1109/ICSMC.1998.725548