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Journal ArticleDOI

Using Semantic Information to Improve Link Prediction Results in Network Datasets

Mrinmaya Sachan, +1 more
- 01 Jan 2010 - 
- Vol. 2, Iss: 4, pp 334-339
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Journal ArticleDOI

Link prediction in social networks: the state-of-the-art

TL;DR: A systematical category for link prediction techniques and problems is presented, and some future challenges of the link prediction in social networks are discussed.
Journal ArticleDOI

Collaborator recommendation in interdisciplinary computer science using degrees of collaborative forces, temporal evolution of research interest, and comparative seniority status

TL;DR: A new hybrid algorithm based on dynamic collaboration over time was proposed for recommending an appropriate collaborator under the interdisciplinary environment and results were significantly higher than the results of the other methods at 90% confidence level.
Journal ArticleDOI

Link creation and information spreading over social and communication ties in an interest-based online social network

TL;DR: It is shown that link creation plays an immediate effect on the alignment of user profiles and that the established social ties are a good substrate for social influence, and the possibility to predict the evolution of such a complex social system is investigated.
Book ChapterDOI

Unveiling Scholarly Communities over Knowledge Graphs

TL;DR: Korona is presented, a knowledge-driven framework able to unveil scholarly communities for the prediction of scholarly networks and exploit semantics in scholarly knowledge graphs to enable the identification of previously unknown relations between researchers.
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Journal Article

The Anatomy of a Large-Scale Hypertextual Web Search Engine.

Sergey Brin, +1 more
- 01 Jan 1998 - 
TL;DR: Google as discussed by the authors is a prototype of a large-scale search engine which makes heavy use of the structure present in hypertext and is designed to crawl and index the Web efficiently and produce much more satisfying search results than existing systems.
Journal ArticleDOI

SMOTE: Synthetic Minority Over-sampling Technique

TL;DR: In this article, a method of over-sampling the minority class involves creating synthetic minority class examples, which is evaluated using the area under the Receiver Operating Characteristic curve (AUC) and the ROC convex hull strategy.
Journal IssueDOI

The link-prediction problem for social networks

TL;DR: Experiments on large coauthorship networks suggest that information about future interactions can be extracted from network topology alone, and that fairly subtle measures for detecting node proximity can outperform more direct measures.
Journal ArticleDOI

A new status index derived from sociometric analysis.

TL;DR: A new method of computation which takes into account who chooses as well as how many choose is presented, which introduces the concept of attenuation in influence transmitted through intermediaries.
Journal ArticleDOI

Friends and neighbors on the Web

TL;DR: In this paper, the authors show that some factors are better indicators of social connections than others, and that these indicators vary between user populations, and provide potential applications in automatically inferring real world connections and discovering, labeling, and characterizing communities.
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