Complete This Puzzle: A Connectionist Approach to Accurate Web Recommendations Based on a Committee of Predictors

@inproceedings{Nasraoui2004CompleteTP,
  title={Complete This Puzzle: A Connectionist Approach to Accurate Web Recommendations Based on a Committee of Predictors},
  author={Olfa Nasraoui and Mrudula Pavuluri},
  booktitle={WebKDD},
  year={2004}
}
We present a Context Ultra-Sensitive Approach based on two-step Recommender systems (CUSA-2-step-Rec). Our approach relies on a committee of profile-specific neural networks. This approach provides recommendations that are accurate and fast to train because only the URLs relevant to a specific profile are used to define the architecture of each network. Similar to the task of completing the missing pieces of a puzzle, each neural network is trained to predict the missing URLs of several… CONTINUE READING
Highly Cited
This paper has 54 citations. REVIEW CITATIONS
14 Extracted Citations
15 Extracted References
Similar Papers

Citing Papers

Publications influenced by this paper.

54 Citations

02040'06'09'12'15'18
Citations per Year
Semantic Scholar estimates that this publication has 54 citations based on the available data.

See our FAQ for additional information.

Referenced Papers

Publications referenced by this paper.
Showing 1-10 of 15 references

A New Evolutionary Approach to Web Usage and Context Sensitive Associations Mining, International

  • Nasraoui, R. Krishnapuram
  • Journal on Computational Intelligence and…
  • 2002

Textual Information Retrieval with User Profiles Using Fuzzy Clustering and Inferencing, in “Intelligent Exploration of the Web

  • D. H. Kraft, J. Chen, M. J. Martin-Bautista, M. A. Vila
  • 2002

Novel Approach to Unsupervised Robust Clustering using Genetic Niching

  • Nasraoui, A R. Krishnapuram
  • Proc. of the 9 IEEE International Conf. on Fuzzy…
  • 2000

Mining Web Access Logs Using a Relational Clustering Algorithm Based on a Robust Estimator

  • Nasraoui, R. Krishnapuram, A. Joshi
  • International World Wide Web Conference,
  • 1999
2 Excerpts

Similar Papers

Loading similar papers…