Title :
Baseball Digest Production System Using Inductive Logic Programming
Author :
Miyazaki, Masaru ; Shibata, Masahiro ; Yagi, Nobuyuki
Author_Institution :
Sci. & Tech. Res. Labs., Japan Broadcasting Corp. (NHK), Tokyo
Abstract :
Here, we propose a technique to acquire knowledge for baseball digest video production using an inductive inference approach. We integrated the concept of inductive logic programming (ILP) and baseball game metadata to enable learning of the highlight scene definition from digest video produced by a TV director.ILP is a learning method formed at the intersection of machine learning and logic programming, and ILP processor can acquire the highlight scene definition by inductive learning from scenes that are selected as highlights in sports news. This technique makes it possible to generate a semantic digest automatically, which includes not only score scenes but also attractive scenes reflecting the director´s intention.
Keywords :
inference mechanisms; learning (artificial intelligence); logic programming; meta data; multimedia systems; sport; baseball digest production system; baseball digest video production; baseball game metadata; inductive inference; inductive logic programming; learning method; machine learning; sports news highlights; Data mining; Games; High definition video; Layout; Logic programming; Machine learning; Multimedia communication; Production systems; Speech; TV broadcasting; digest; inductive logic programming; knowledge base; metadata; ontology; semantic web; sports program;
Conference_Titel :
Multimedia, 2008. ISM 2008. Tenth IEEE International Symposium on
Conference_Location :
Berkeley, CA
Print_ISBN :
978-0-7695-3454-1
Electronic_ISBN :
978-0-7695-3454-1
DOI :
10.1109/ISM.2008.94