Personalized Profile Based Search Interface With Ranked and Clustered Display

Abstract : We have developed an experimental meta-search engine, which takes the snippets from traditional search engines and presents them to the user either in the form of clusters, indices or re-ranked list optionally based on the user's profile. The system also allows the user to give positive or negative feedback on the documents, clusters and indices. The architecture allows different algorithms for each of the features to be plugged-in easily, i.e. various clustering, indexing and relevance feedback algorithms, and profiling methods.

[1]  Sergey Brin,et al.  The Anatomy of a Large-Scale Hypertextual Web Search Engine , 1998, Comput. Networks.

[2]  Oren Etzioni,et al.  Web document clustering: a feasibility demonstration , 1998, SIGIR '98.

[3]  Oren Etzioni,et al.  Fast and Intuitive Clustering of Web Documents , 1997, KDD.

[4]  Gustaf Neumann,et al.  MSEEC – A Multi Search Engine with Multiple Clustering , 2000 .

[5]  MladenicDunja Text-Learning and Related Intelligent Agents , 1999 .

[6]  J. J. Rocchio,et al.  Relevance feedback in information retrieval , 1971 .

[7]  Jan O. Pedersen,et al.  Almost-constant-time clustering of arbitrary corpus subsets4 , 1997, SIGIR '97.

[8]  R. Michalski,et al.  Learning from Observation: Conceptual Clustering , 1983 .

[9]  Vipin Kumar,et al.  Expert agreement and content based reranking in a meta search environment using Mearf , 2002, WWW '02.

[10]  Henry Lieberman,et al.  Let's browse: a collaborative Web browsing agent , 1998, IUI '99.

[11]  Marti A. Hearst,et al.  Reexamining the cluster hypothesis: scatter/gather on retrieval results , 1996, SIGIR '96.

[12]  Oren Etzioni,et al.  Grouper: A Dynamic Clustering Interface to Web Search Results , 1999, Comput. Networks.

[13]  Krishna Bharat,et al.  WEBVIZ: A Tool for World Wide Web Access Log Analysis , 1994 .

[14]  Gerard Salton,et al.  A vector space model for automatic indexing , 1975, CACM.

[15]  Evangelos P. Markatos,et al.  Effective Resource Discovery on the World Wide Web , 1998 .

[16]  James Rucker,et al.  Siteseer: personalized navigation for the Web , 1997, CACM.

[17]  David R. Karger,et al.  Scatter/Gather: a cluster-based approach to browsing large document collections , 1992, SIGIR '92.

[18]  John R. Anderson,et al.  MACHINE LEARNING An Artificial Intelligence Approach , 2009 .

[19]  David R. Karger,et al.  Constant interaction-time scatter/gather browsing of very large document collections , 1993, SIGIR.