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Table 1: A taxonomy of common link mining tasks. 1. Object-Related Tasks (a) Link-Based Object Ranking (b) Link-Based Object Classi cation (c) Object Clustering (Group Detection) (d) Object Identi cation (Entity Resolution) 2. Link-Related Tasks (a) Link Prediction 3.

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Link mining is a newly emerging research area that is at the in-tersection of the work in link analysis [25; 14], hypertext and web mining [3], relational learning and inductive logic pro-gramming [13] and graph mining [8]. Link mining is an in-stance of multi-relational data mining (in its broadest sense);

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Many domains of interest today are best described as a linked collection of interrelated objects. Datasets describing these domains may describe homogeneous networks, in which there is a single-object type and link type, or richer, heterogeneous networks, in which there may be multiple object and link types (and possibly other semantic information).

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Link Mining: A Survey - SIGKDD

and web mining [16], relational learning and inductive logic programming [38], and graph mining [23]. We use the term link mining to put a special emphasis on the links|moving them up to rst-class citizens in the data analysis endeavor. In recent years, there have been several workshop series de-voted to topics related to link mining.

Link mining: a new data mining challenge: ACM SIGKDD …

A key challenge for data mining is tackling the problem of mining richly structured datasets, where the objects are linked in some way. ... and Y. Yang. Stochastic link and group detection. In Proc. of AAAI-02, 2002.]] Google Scholar Digital Library; M. Kuramochi and G. Karypis. Frequent subgraph discovery. In ICDM, pages 313--320, 2001 ...

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Link mining: a survey - ACM SIGKDD Explorations Newsletter

Commonly addressed link mining tasks include object ranking, group detection, collective classification, link prediction and subgraph discovery. While network analysis has been studied in depth in particular areas such as social network analysis, hypertext mining, and web analysis, only recently has there been a cross-fertilization of ideas ...

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(PDF) Link mining: A survey - ResearchGate

Link mining is a newly emerging research area that is at the intersection of the work in link analysis [58; 40], hypertext and web mining …

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Link Mining. Lise Getoor University of Maryland, College Park. joint work with Indrajit Bhattacharya, Qing Lu and Prithviraj Sen. Roadmap. Intro to Link Mining Link Mining Tasks Link Mining Challenges Some Current Projects Link-based Classification Slideshow 4790430 by winka

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