loading
Papers

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Rui Sarmento 1 ; Mário Cordeiro 2 and João Gama 1

Affiliations: 1 University of Porto, Portugal ; 2 LIAAD/INESC TEC, Portugal

ISBN: 978-989-758-096-3

Keyword(s): Large Scale Social Networks Sampling, Data Streams, Telecommunication Networks, top-K Networks.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Data Engineering ; Data Mining ; Databases and Data Security ; Databases and Information Systems Integration ; Enterprise Information Systems ; Industrial Applications of Artificial Intelligence ; Large Scale Databases ; Query Languages and Query Processing ; Sensor Networks ; Signal Processing ; Soft Computing

Abstract: The combination of top-K network representation of the data stream with community detection is a novel approach to streaming networks sampling. Keeping an always up-to-date sample of the full network, the advantage of this method, compared to previous, is that it preserves larger communities and original network distribution. Empirically, it will also be shown that these techniques, in conjunction with community detection, provide effective ways to perform sampling and analysis of large scale streaming networks with power law distributions.

PDF ImageFull Text

Download
CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 34.238.192.150

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Sarmento, R.; Cordeiro, M. and Gama, J. (2015). Streaming Networks Sampling using top-K Networks.In Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-989-758-096-3, pages 228-234. DOI: 10.5220/0005341402280234

@conference{iceis15,
author={Rui Sarmento. and Mário Cordeiro. and João Gama.},
title={Streaming Networks Sampling using top-K Networks},
booktitle={Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2015},
pages={228-234},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005341402280234},
isbn={978-989-758-096-3},
}

TY - CONF

JO - Proceedings of the 17th International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - Streaming Networks Sampling using top-K Networks
SN - 978-989-758-096-3
AU - Sarmento, R.
AU - Cordeiro, M.
AU - Gama, J.
PY - 2015
SP - 228
EP - 234
DO - 10.5220/0005341402280234

Login or register to post comments.

Comments on this Paper: Be the first to review this paper.