Constructing and exploring composite items

Senjuti Basu Roy, Sihem Amer-Yahia, Ashish Chawla, Gautam Das, Cong Yu

Research output: Chapter in Book/Report/Conference proceedingConference contribution

49 Scopus citations

Abstract

Nowadays, online shopping has become a daily activity. Web users purchase a variety of items ranging from books to electronics. The large supply of online products calls for sophisticated techniques to help users explore available items. We propose to build composite items which associate a central item with a set of packages, formed by satellite items, and help users explore them. For example, a user shopping for an iPhone (i.e., the central item) with a price budget can be presented with both the iPhone and a package of other items that match well with the iPhone (e.g., {Belkin case, Bose sounddock, Kroo USB cable}) as a composite item, whose total price is within the user's budget. We define and study the problem of effective construction and exploration of large sets of packages associated with a central item, and design and implement efficient algorithms for solving the problem in two stages: summarization, a technique which picks k representative packages for each central item; and visual effect optimization, which helps the user find diverse composite items quickly by minimizing overlap between packages presented to the user in a ranked order. We conduct an extensive set of experiments on Yahoo Shopping1 data sets to demonstrate the efficiency and effectiveness of our algorithms.

Original languageEnglish (US)
Title of host publicationProceedings of the 2010 International Conference on Management of Data, SIGMOD '10
Pages843-854
Number of pages12
DOIs
StatePublished - Jul 26 2010
Externally publishedYes
Event2010 International Conference on Management of Data, SIGMOD '10 - Indianapolis, IN, United States
Duration: Jun 6 2010Jun 11 2010

Publication series

NameProceedings of the ACM SIGMOD International Conference on Management of Data
ISSN (Print)0730-8078

Other

Other2010 International Conference on Management of Data, SIGMOD '10
Country/TerritoryUnited States
CityIndianapolis, IN
Period6/6/106/11/10

All Science Journal Classification (ASJC) codes

  • Software
  • Information Systems

Fingerprint

Dive into the research topics of 'Constructing and exploring composite items'. Together they form a unique fingerprint.

Cite this