Optimal design of web information contents for e-commerce applications

Alfredo Milani*, Valentino Santucci, Clement H C LEUNG

*Corresponding author for this work

Research output: Chapter in book/report/conference proceedingConference contributionpeer-review

4 Citations (Scopus)

Abstract

Optimization of web content presentation poses a key challenge for e-commerce applications. Whether considering web pages, advertising banners or any other content presentation media on the web, the choice of the appropriate structure and appearance with respect to the given audience can obtain a more effective and successful impact on users, such as gathering more readers to web sites or customers to online shops. Here, the collective optimization of web content presentation based on the online discrete Particle Swarm Optimization (PSO) model is presented. The idea behind online PSO is to evaluate the collective user feedback as the PSO objective function which drives particles' velocities in the hybrid continuous-discrete space of web content features. The PSO coordinates the process of sampling collective user behaviour in order to optimize a given user-based metric. Experiments in the online banner optimization scenario show that the method converges faster than other methods and avoid some common drawbacks such as local optima and hybrid discrete/continuous features management. The proposed online optimization method is sufficiently general and may be applied to other web marketing or business intelligence contexts.

Original languageEnglish
Title of host publicationComputer and Information Sciences - Proceedings of the 25th International Symposium on Computer and Information Sciences
Pages339-344
Number of pages6
DOIs
Publication statusPublished - 2010
Event25th International Symposium on Computer and Information Sciences, ISCIS 2010 - London, United Kingdom
Duration: 22 Sep 201024 Sep 2010

Publication series

NameLecture Notes in Electrical Engineering
Volume62 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

Conference25th International Symposium on Computer and Information Sciences, ISCIS 2010
Country/TerritoryUnited Kingdom
CityLondon
Period22/09/1024/09/10

Scopus Subject Areas

  • Industrial and Manufacturing Engineering

User-Defined Keywords

  • collaborative intelligence
  • collective behaviour mining
  • Web marketing optimization

Fingerprint

Dive into the research topics of 'Optimal design of web information contents for e-commerce applications'. Together they form a unique fingerprint.

Cite this