| J. A. Konstan, B. N. Miller, D. Maltz, J. L. Kerlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to usenet news. 40(3), 1997. |
....similar to some active user for which a recommendation has to be made. Then predictions and recommendations are computed based on the preferences and judgments of these similar or likeminded users. Recommender systems using memory based technology include [1] the GroupLens (and MovieLens) project [2, 3], Ringo [4] as well as a number of commercial systems, most notably the systems deployed at Amazon.com and CDNow.com. Memory based methods have reached this level of popularity, because they are simple and intuitive on a conceptual level while avoiding the complications of a potentially expensive ....
J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997.
....only 5 30 of messages were rated positively; however there can be significant disagreement between users as to which are the best articles. This implies that the value of correctly filtering uninteresting articles is high, and that predictions are significantly more accurate when personalized. [Konstan et al., 1997] The authors identify two problems with their system: 1) the early rater problem: Current collaborative filtering systems depend on the altruism of a set of users who are willing to rate many items without receiving many recommendations. without altruists it might be necessary to institute ....
Konstan, J., Miller, B., Maltz, D., Herlocker, J., Gordon, L., and Riedl, J. GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM vol 40, no 3, 1997
....However, it may take a significant amount of time and a large number of observations to construct a reliable model of user interests, preferences and other characteristics. Additionally, it is useful to take advantage of the behaviour of similar users as in the collaborative filtering approach ([32]) or recommender systems ( 49] Many other approaches exist to extract users interest from the content of the visited web pages or documents in order to recommend other pages or documents that are relevant to her current interests. Information Need CoCons cannot replace these approaches. ....
Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, and John Riedl. GroupLens: applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997.
....in part by grant N00014 00 1 0021 from the US O#ce of Naval Research. search engines except that they filter search results not only on the basis of the relevance of the result to the target user query, but also according to how relevant the result is to a learned user profile (see for example, [2, 19, 8, 5, 18, 23 25]. Such systems are performing an information retrieval task and, for the record, are often known as recommender systems. In this paper we are interested in a di#erent type of personalization problem, namely personalized problem solving. Accordingly the task at hand is a planning one, rather than ....
....together recent evaluation results to demonstrate the e#ectiveness of our planning system. 2 Personalization: Information Retrieval vs Planning The GroupLens project is perhaps the seminal work on personalization and is an excellent example of a personalized information retrieval application [19, 8]. The target domain is Usenet News articles and GroupLens uses collaborative filtering techniques in order to proactively recommend individual articles to users based on learned user profiles. Each profile represents a set of articles previously rated by the user in question, and the collaborative ....
J.A. Konstan, B.N Miller, D. Maltz, J.L. Herlocker, L.R. Gorgan, and J. Riedl. GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, 1997.
....current session with the clusters. Collaborative ltering nds relevant users who have similar pro les, and provides the documents they like to each other. Rather than the similarity between documents and pro les, this method measures the similarity between pro les. Tapestry [3] and GroupLens [5] allow users to comment the Netnews documents, and to get the ones recommended by the others. Amalthaea [8] is an agent which allows to create and modify the user pro le. In these systems, users have to specify their pro les. Among the autonomous collaborative approaches, we have some methods ....
J.A. Konstan, B.N. Miller, D. Maltz, J.L. Herlocker, L.R. Gordon, and J. Riedl. GroupLens: Applying Collaborative Filtering to Usenet News. Communication of the ACM, 40(3):77-87, March 1997.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Kerlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to usenet news. 40(3), 1997.
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Konstan, J., B. Miller, D. Maltz, J. Herlocker, L. Gordon and J. Riedl, 1997. GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40: 77-87.
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Joseph A.Konstan, Bradley N.Miller, David Maltz, Jonathan L.Herlocker, Lee R.Gordon, and John Riedl , "GroupLens: applying collaborative filtering to Usenet news", Communications of the ACM , Volume 40 , Issue 3 (1997) , pp 77-87.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. Grouplens: applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77-87, 1997.
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J. Konstan, B. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl, "GroupLens: Applying Collaborative Filtering to Usenet News," Comm. of the ACM, vol. 40, pp. 77-87, 1997.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Kerlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to usenet news. 40(3), 1997.
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Konstan, J., Miller, B., Maltz, D., Herlocker, J., Gordon, L. & Riedl, J. (1997), Grouplens: Applying collaborative filtering to usenet news, Communications of the ACM, 40(3):77--87.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. GroupLens: applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, 1997.
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Konstan, J, Miller, B, Maltz, D, Herlocker, J, Gordon, L and Riedl, J, 1997, GroupLens: applying collaborative filtering to usenet news. Communications of the ACM 40(3), 77--87.
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Konstan, J., B. Miller, et al. (1997): Grouplens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40: 77-87.
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Konstan, J. A., Miller, B. N., Maltz, D., Herlocker, J. L., Gordon, L. R., and Riedl, J. (1997). Grouplens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. Grouplens: applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, 1997.
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Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, and John Riedl. GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, March 1997.
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Konstan, J., Miller, B., Maltz, D., Herlocker, J., Gordon, L., and Riedl, J.: GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40(3): 77--87 (1997)
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Konstan, J., Miller, B., Maltz, D., Herlocker, J., Gordon, L., and Riedl, J.: GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40(3) (1997): 77--87
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Konstan, J., Miller, B., Maltz, D., Herlocker, J., Gordon, L., and Riedl, J.: GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40(3): 77--87 (1997)
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Kerlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to usenet news. 40(3), 1997.
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Konstan, J., Miller, B., Maltz, D., and Herlocker, J. (1997). Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87.
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J. Konstan, B. Miller, D. Maltz, and J. Herlocker. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997.
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Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, and John Riedl. Grouplens: Applying collaborative filtering to usenet news. In Communications of the ACM, pages 77--87, March 1997.
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Konstan, J. A., Miller, B. N., Maltz, D., Herlocker, J. L., Gordon, L. R., Riedl, John (1997): GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40:3, 77--87. http://www.cs.umn.edu/Research/GroupLens
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordan, and J. Riedl. "GroupLens: Applying Collaborative Filtering to Usenet News". Communications of the ACM, Vol. 40(3):pages 77--87, March 1997.
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J.A. Konstan et al., "GroupLens: Applying Collaborative Filtering to Usenet News," Comm. ACM, vol. 40, no.3, Mar. 1997, pp. 77-87.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997. Special Issue on Recommender Systems.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl, "GroupLens: Applying Collaborative Filtering to Usenet News," Communications of the ACM, vol. 40, pp. 77-87, 1997.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3), 1997. 20
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Konstan, J.A., Miller, B.N., Maltz, D., Herlocker, J.L., Gordon, L.R., and Riedl, J. GroupLens: Applying Collaborative Filtering to Usenet News, in Resnick and Varian (Eds,), 77-87.
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Konstan, J.A., Miller, B.N, Maltz, D., Herlocker, J.L, Gordon, L.R. and Riedl, J. GroupLens: Applying Collaborative Filtering to Usenet News. Communications of the ACM 40. 3. March (1997) 77-87
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, 1997.
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J. Konstant, B. Miller, D. Maltz, J. Herlocker, L. Gordon, and J. Riedl. "Grouplens: applying collaborative filtering to Usenet news". Communications of the ACM, 40(3):77-87, 1997
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J. Konstan, B. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl, "GroupLens: Applying Collaborative Filtering to Usenet News," Comm. of the ACM, vol. 40, pp. 77-87, 1997.
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Konstan, J.A., Miller, B.N., Maltz, D., Herlocker, J.L., Gordon, L.R., Riedl, J.: Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM 40 (1997) 77--87
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Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, and John Riedl. Grouplens: Applying collaborative filtering to usenet news. In Communications of the ACM, pages 77--87, March 1997.
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Joseph A. Konstan, Bradley N. Miller, David Maltz, Jonathan L. Herlocker, Lee R. Gordon, John Riedl, "GroupLens: applying collaborative filtering to Usenet news," Communications of the ACM, 40 (3), March 1997, pp. 77-87.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordan, and J. Riedl. "GroupLens: Applying Collaborative Filtering to Usenet News". Communications of the ACM, Vol. 40(3):pages 77--87, March 1997.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordon and J. Riedl. GroupLens: Applying Collaborative Filtering to Usenet News. In Communications of the ACM, volume 40, pages 77--87, 1997.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordan and J. Riedl, GroupLens: applying collaborative filtering to Usenet news, Commun. ACM, March 1997.
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J. A. Konstan, B. N. Miller, D. Maltz, J. L. Herlocker, L. R. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 1997.
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Konstan, J., Miller, B. N., Maltz, D., Herlocker, J.L., Gordon, L.R., and Riedl, J. (1997). GroupLens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(7), 77-87.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordon, J. Riedl. GroupLens: Applying Collaborative Filtering To Usenet News. Communications of the ACM, 40(3), March 1997, pp. 77-87.
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Konstan, J.A., Miller, B.N., Maltz, D., Herlocker, J.L., Gorgan, L.R., and J. Riedl.: GroupLens: Applying collaborative filtering to Usenet news. Communications of the ACM, 40(3):77--87, 1997.
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J. Konstan, B. Miller, D. Maltz, J. Herlocker, L. Gordon, and J. Riedl. Grouplens: Applying collaborative filtering to usenet news. Communications of the ACM, 40(3):77--87, 97.
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