Title :
Ontology-based inference for information-seeking in natural language dialog system
Author :
Hyungjong Noh ; Cheongjae Lee ; Lee, Gwo Giun
Abstract :
Many natural language dialog systems have been developed with relational database (RDB) as a machine-readable knowledge source. However, RDB has some problems for answering the questions which need complex domain-specific information. In addition to the typical problems of RDB such as dependency and redundancy problems, limitations of meaning representation and storing various domain knowledge problems also exist. To solve the problems of RDB, we adopted ontology concepts as a knowledge representation method. Ontology knowledge has some advantages about representing and querying information. In this paper, we developed ontology-based approach for information-seeking to improve traditional RDB-based natural language dialog systems. This is more flexible than RDB-based dialog system for answering to complex questions. To implement our system, we designed hand-crafted ontology schemas for an electronic program guide (EPG) application and we populated ontology instances from Web pages semi-automatically. We believe that our preliminary evaluations show the possibility of our new system.
Keywords :
inference mechanisms; interactive systems; natural language interfaces; ontologies (artificial intelligence); query processing; relational databases; Web pages; dependency problems; electronic program guide application; hand-crafted ontology schemas; information querying; information seeking; knowledge representation; machine-readable knowledge source; meaning representation; natural language dialog system; ontology-based inference; question answering; redundancy problems; relational database; Automatic speech recognition; Data models; Delta modulation; Knowledge representation; Man machine systems; Natural languages; Ontologies; Relational databases; Speech analysis; Web pages;
Conference_Titel :
Industrial Informatics, 2008. INDIN 2008. 6th IEEE International Conference on
Conference_Location :
Daejeon
Print_ISBN :
978-1-4244-2170-1
Electronic_ISBN :
1935-4576
DOI :
10.1109/INDIN.2008.4618336