TY - GEN
T1 - Can back-of-the-book indexes be automatically created?
AU - Wu, Zhaohui
AU - Li, Zhenhui
AU - Mitra, Prasenjit
AU - Giles, C. Lee
PY - 2013
Y1 - 2013
N2 - Automatic creation of back-of-the-book indexes remains one of the few manual tasks related to publishing. Inspired by how human indexers work on back-of-the-book indexes creation, we present a new domain-independent, corpus-free and training-free automation approach. Given a book, the index terms will be sequentially selected according to an indexability score encoded by the structure information residing in a book as well as a novel context-aware term informativeness measurement utilizing the power of the web knowledge base such as Wikipedia. By extensive experiments on books from various domains, we show our approach to be a more effective and practical than ones that used previous keyword extraction and supervised learning.
AB - Automatic creation of back-of-the-book indexes remains one of the few manual tasks related to publishing. Inspired by how human indexers work on back-of-the-book indexes creation, we present a new domain-independent, corpus-free and training-free automation approach. Given a book, the index terms will be sequentially selected according to an indexability score encoded by the structure information residing in a book as well as a novel context-aware term informativeness measurement utilizing the power of the web knowledge base such as Wikipedia. By extensive experiments on books from various domains, we show our approach to be a more effective and practical than ones that used previous keyword extraction and supervised learning.
UR - http://www.scopus.com/inward/record.url?scp=84889592982&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=84889592982&partnerID=8YFLogxK
U2 - 10.1145/2505515.2505627
DO - 10.1145/2505515.2505627
M3 - Conference contribution
AN - SCOPUS:84889592982
SN - 9781450322638
T3 - International Conference on Information and Knowledge Management, Proceedings
SP - 1745
EP - 1750
BT - CIKM 2013 - Proceedings of the 22nd ACM International Conference on Information and Knowledge Management
T2 - 22nd ACM International Conference on Information and Knowledge Management, CIKM 2013
Y2 - 27 October 2013 through 1 November 2013
ER -