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

Pu Zhang, Qiang Shen

Allbwn ymchwil: Pennod mewn Llyfr/Adroddiad/Trafodion CynhadleddTrafodion Cynhadledd (Nid-Cyfnodolyn fathau)

Crynodeb

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
Iaith wreiddiolSaesneg
TeitlProceedings of the 17th UK Workshop on Computational Intelligence
GolygyddionFei Chao, Steven Schockaert, Qingfu Zhang
CyhoeddwrSpringer Nature
Tudalennau75-87
ISBN (Argraffiad)978-331966938-0, 3319669389
Dynodwyr Gwrthrych Digidol (DOIs)
StatwsCyhoeddwyd - 10 Gorff 2017
Digwyddiad17th Annual UK Workshop on Computational Intelligence - Cardiff University, Cardiff, Teyrnas Unedig Prydain Fawr a Gogledd Iwerddon
Hyd: 06 Medi 201708 Medi 2017

Cyfres gyhoeddiadau

EnwAdvances in Intelligent Systems and Computing
Cyfrol650
ISSN (Argraffiad)2194-5357
ISSN (Electronig)2194-5365

Cynhadledd

Cynhadledd17th Annual UK Workshop on Computational Intelligence
Teitl crynoUKCI-2017
Gwlad/TiriogaethTeyrnas Unedig Prydain Fawr a Gogledd Iwerddon
DinasCardiff
Cyfnod06 Medi 201708 Medi 2017

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