A modified approach to inferring animal social networks from spatiotemporal data streams

Pu Zhang, Qiang Shen

Research output: Chapter in Book/Report/Conference proceedingConference Proceeding (Non-Journal item)

Abstract

Animal social networks offer an important research mechanism for animal behaviour analysis. Inferring social network structures in ecological systems from spatiotemporal data streams [1] presents a procedure to build such networks based on animal’s foraging process data which consists of time and location records. The method clusters the individuals into different gathering events and links up the individuals that appear in the same events, and subsequently filters coincident links. However, the original model does not perform well in many aspects, including time and space complexity and not-unique coincident link filtering threshold. To modify this method, fuzzy c-means is employed in this work to cluster all links into two groups, strong links or weak links. The work presented here also experimentally compares the performance of the proposed modification against the original method, demonstrating the efficacy of the modified version. © 2018, Springer International Publishing AG
Original languageEnglish
Title of host publicationProceedings of the 17th UK Workshop on Computational Intelligence
EditorsFei Chao, Steven Schockaert, Qingfu Zhang
PublisherSpringer Nature
Pages75-87
ISBN (Print)978-331966938-0, 3319669389
DOIs
Publication statusPublished - 10 Jul 2017
Event17th Annual UK Workshop on Computational Intelligence - Cardiff University, Cardiff, United Kingdom of Great Britain and Northern Ireland
Duration: 06 Sept 201708 Sept 2017

Publication series

NameAdvances in Intelligent Systems and Computing
Volume650
ISSN (Print)2194-5357
ISSN (Electronic)2194-5365

Conference

Conference17th Annual UK Workshop on Computational Intelligence
Abbreviated titleUKCI-2017
Country/TerritoryUnited Kingdom of Great Britain and Northern Ireland
CityCardiff
Period06 Sept 201708 Sept 2017

Keywords

  • computational intelligence
  • robotics
  • neural networks
  • fuzzy systems

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