CiteSeer: an autonomous Web agent for automatic retrieval and identification of interesting publications

@inproceedings{Bollacker1998CiteSeerAA,
  title={CiteSeer: an autonomous Web agent for automatic retrieval and identification of interesting publications},
  author={Kurt D. Bollacker and Steve Lawrence and C. Lee Giles},
  booktitle={International Conference on Autonomous Agents},
  year={1998}
}
Research papers available on the World Wide Web (WWW or Web) areoften poorly organized, often exist in forms opaque to searchengines (e.g. Postscript), and increase in quantity daily.Significant amounts of time and effort are typically needed inorder to find interesting and relevant publications on the Web. Wehave developed a Web based information agent that assists the userin the process of performing a scientific literature search. Givena set of keywords, the agent uses Web search engines and… 
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clgiles.ist.psu.edu
359 Citations
Highly Influential Citations
27
Background Citations
119
Methods Citations
64
Results Citations
4

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359 Citations

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References

SHOWING 1-10 OF 63 REFERENCES

CIFI: An Intelligent Agent for Citation Finding on The World-wide Web

CIFI is described, a rule-based agent which autonomously finds citations on the Web, using multiple search strategies, and multiple Web-based information sources, using the Lycos search engine.

ParaSite: Mining Structural Information on the Web

Syskill & Webert: Identifying Interesting Web Sites

The naive Bayesian classifier offers several advantages over other learning algorithms on this task and an initial portion of a web page is sufficient for making predictions on its interestingness substantially reducing the amount of network transmission required to make predictions.

The Institute of Scientific Information

1S1, a multinational corporation that provides a wide variety of information services to scientists throughout the world, is an unusual mix of scientific academia and commercial business, whose services reflect the information scientist’s concern with bibliographic subtleties and innovative methodology.

An adaptive Web page recommendation service

The Fab system strikes a balance between these two approaches, taking advantage of the shared interests among users without losing the benefits of the representations provided by content analysis.

ARACHNID: Adaptive Retrieval Agents Choosing Heuristic Neighborhoods for Information Discovery

This analysis highlights an interesting feature of the Web environment that bodes well for ARACH-NID's search methods and discusses the role played in both by user relevance feedback and unsupervised learning by individual agents.

AUTOMATIC INDEXING USING BIBLIOGRAPHIC CITATIONS

It is shown that the use of bibliographic citations in addition to the normal keyword‐type indicators produces improved retrieval performance, and that in some circumstances, citations are more effective for retrieval purposes than other more conventional terms and concepts.

Exploiting learning technologies for World Wide Web agents

A generic Web browsing assistant; an agent which constructs personalised travel brochures; the application of clustering techniques to Web browser histories; and multi-agent support for adaptive user querying are discussed.

Term-Weighting Approaches in Automatic Text Retrieval

A Universal Citation Database as a Catalyst for Reform in Scholarly Communication

A universal, Internet-based, bibliographic and citation database would link every scholarly work ever written - no matter how published - to every work that it cites and every work that cites it.…
...