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Post Doctorate
DISI, University of Trento, Trento
LiquidPub D3.3. Simulation and validation of the behavioral models
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Description
Title : LiquidPub D3.3. Simulation and validation of the behavioral models
Author(s) : Matus Medo, Luo-Luo Jiang, Tao Zhou, Joseph Wakeling, Katsiaryna Mirylenka, Azzurra Ragone
Subject : unspecified
Area : Computer Science
Language : English
Year : 2010
Editors : Matus Medo
Reviewers : Azzurra Ragone, Jordi Sabater Mir
Author(s) : Matus Medo, Luo-Luo Jiang, Tao Zhou, Joseph Wakeling, Katsiaryna Mirylenka, Azzurra Ragone
Abstract : In many systems, objects from a given set (let it be movies in The Internet Movie Database or books on Amazon) can be rated by individual users. A similar situation occurs in Liquid Journals where readers may be allowed to rate papers and journals. A sophisticated algorithm, taking into account user ability or reputation, may produce a better aggregation of ratings than the simple arithmetic average. Various co-determination algorithms are available to this end with both user and object reputation iteratively refined together and resulting in improved measures of both derived directly from the rating data. However, none of the proposed algorithms has been studied on real data. We use various distinct real datasets to test several ranking algorithms, compare their results, and identify advantages and limits of each algorithm.
Keywords : LiquidPub, data mining, reputation, reputation systems, rankingSubject : unspecified
Area : Computer Science
Language : English
Year : 2010
| Affiliations : | DISI, University of Trento, Trento |
Reviewers : Azzurra Ragone, Jordi Sabater Mir
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Title of the work: Alternatives to Peer Review: Novel Approaches for Research Evaluation
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- Aliaksandr Birukou, Post Doctorate, DISI, University of Trento, Trento.
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