MEMORY-BASED LABEL PROPAGATION ALGORITHM FOR COMMUNITY DETECTION IN SOCIAL NETWORKS

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Hosseini Razieh; AZMI REZA

مرکز اطلاعات علمی Scientific Information Database (SID) - Trusted Source for Research and Academic Resources

Seminar Paper

Paper Information

Seminar: INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP)
Year:2015 | Issue:1

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Title

MEMORY-BASED LABEL PROPAGATION ALGORITHM FOR COMMUNITY DETECTION IN SOCIAL NETWORKS

Author(s)

Hosseini Razieh | AZMI REZA | Issue Writer Certificate

Keywords

LABEL PROPAGATION ALGORITHM

COMMUNITY DETECTION

SOCIAL NETWORKS

COMPLEX NETWORKS

Abstract

COMMUNITY DETECTION IN SOCIAL NETWORK IS A SIGNIFICANT ISSUE IN THE STUDY OF THE STRUCTURE OF A NETWORK AND UNDERSTANDING ITS CHARACTERISTICS. A COMMUNITY IS A SIGNIFICANT STRUCTURE FORMED BY NODES WITH MORE CONNECTIONS BETWEEN THEM. IN RECENT YEARS, SEVERAL ALGORITHMS HAVE BEEN PRESENTED FOR COMMUNITY DETECTION IN SOCIAL NETWORKS AMONG THEM LABEL PROPAGATION ALGORITHM IS ONE OF THE FASTEST ALGORITHMS, BUT DUE TO THE RANDOMNESS OF THE ALGORITHM ITS PERFORMANCE IS NOT SUITABLE. IN THIS PAPER, WE PROPOSE AN IMPROVED LABEL PROPAGATION ALGORITHM CALLED MEMORY-BASED LABEL PROPAGATION ALGORITHM (MLPA) FOR FINDING COMMUNITY STRUCTURE IN SOCIAL NETWORKS. IN THE PROPOSED ALGORITHM, A SIMPLE MEMORY ELEMENT IS DESIGNED FOR EACH NODE OF GRAPH AND THIS ELEMENT STORE THE MOST FREQUENT COMMON ADOPTION OF LABELS ITERATIVELY. OUR EXPERIMENTS ON THE STANDARD SOCIAL NETWORK DATASETS SHOW A RELATIVE IMPROVEMENT IN COMPARISON WITH OTHER COMMUNITY DETECTION ALGORITHMS. ...

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APA: Copy

Hosseini, Razieh, & AZMI, REZA. (2015). MEMORY-BASED LABEL PROPAGATION ALGORITHM FOR COMMUNITY DETECTION IN SOCIAL NETWORKS. INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). SID. https://sid.ir/paper/927536/en

Vancouver: Copy

Hosseini Razieh, AZMI REZA. MEMORY-BASED LABEL PROPAGATION ALGORITHM FOR COMMUNITY DETECTION IN SOCIAL NETWORKS. 2015. Available from: https://sid.ir/paper/927536/en

IEEE: Copy

Razieh Hosseini, and REZA AZMI, “MEMORY-BASED LABEL PROPAGATION ALGORITHM FOR COMMUNITY DETECTION IN SOCIAL NETWORKS,” presented at the INTERNATIONAL SYMPOSIUM ON ARTIFICIAL INTELLIGENCE AND SIGNAL PROCESSING (AISP). 2015, [Online]. Available: https://sid.ir/paper/927536/en

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