TY - JOUR
T1 - Automatically structuring domain knowledge from text
T2 - An overview of current research
AU - Clark, Malcolm
AU - Kim, Yunhyong
AU - Kruschwitz, Udo
AU - Song, Dawei
AU - Albakour, Dyaa
AU - Dignum, Stephen
AU - Beresi, Ulises Cerviño
AU - Fasli, Maria
AU - De Roeck, Anne
PY - 2012/5
Y1 - 2012/5
N2 - This paper presents an overview of automatic methods for building domain knowledge structures (domain models) from text collections. Applications of domain models have a long history within knowledge engineering and artificial intelligence. In the last couple of decades they have surfaced noticeably as a useful tool within natural language processing, information retrieval and semantic web technology. Inspired by the ubiquitous propagation of domain model structures that are emerging in several research disciplines, we give an overview of the current research landscape and some techniques and approaches. We will also discuss trade-offs between different approaches and point to some recent trends.
AB - This paper presents an overview of automatic methods for building domain knowledge structures (domain models) from text collections. Applications of domain models have a long history within knowledge engineering and artificial intelligence. In the last couple of decades they have surfaced noticeably as a useful tool within natural language processing, information retrieval and semantic web technology. Inspired by the ubiquitous propagation of domain model structures that are emerging in several research disciplines, we give an overview of the current research landscape and some techniques and approaches. We will also discuss trade-offs between different approaches and point to some recent trends.
KW - Artificial intelligence
KW - Domain models
KW - Information retrieval
KW - Natural language processing
UR - http://www.scopus.com/inward/record.url?scp=83255185080&partnerID=8YFLogxK
U2 - 10.1016/j.ipm.2011.07.002
DO - 10.1016/j.ipm.2011.07.002
M3 - Article
AN - SCOPUS:83255185080
SN - 0306-4573
VL - 48
SP - 552
EP - 568
JO - Information Processing and Management
JF - Information Processing and Management
IS - 3
ER -