Title :
COMMA: A Result-Oriented Composite Autocompletion Method for E-marketplaces
Author :
Palmonari, Matteo ; Vizzari, Giuseppe ; Broglia, A. ; Lamberti, Nicola ; Porrini, R.
Author_Institution :
DISCo, Univ. of Milano-Bicocca, Milan, Italy
Abstract :
Autocompletion systems support users in the formulation of queries in different computer systems, from development environments to the web. In this paper we describe Composite Match Autocompletion (COMMA), a lightweight approach to the introduction of semantics in the realization of a semi-structured data auto completion matching algorithm. The approach is formally described, then it is applied and evaluated with specific reference to the e-commerce context. The semantic extension to the matching algorithm exploits available information about product categories and distinguishing features of products to enhance the elaboration of exploratory queries. COMMA supports a seamless management of both targeted/precise queries and exploratory/vague ones, combining different filtering and scoring techniques. The algorithm is evaluated with respect both to effectiveness and efficiency in a real-world scenario: the achieved improvement is significant and not associated to a sensible increase of computational costs.
Keywords :
Internet; electronic commerce; marketing; COMMA; composite match autocompletion; e-commerce context; e-marketplaces; exploratory queries; filtering techniques; product categories; result-oriented composite autocompletion method; scoring techniques; semi-structured data auto completion matching algorithm; autocompletion systems; semantic approaches;
Conference_Titel :
Web Intelligence and Intelligent Agent Technology (WI-IAT), 2012 IEEE/WIC/ACM International Conferences on
Conference_Location :
Macau
Print_ISBN :
978-1-4673-6057-9
DOI :
10.1109/WI-IAT.2012.217