Poster: Understanding and Managing Changes in IoT Device Behaviors for Reliable Network Traffic Inference

Author:

Azizi Shayan1ORCID,Okui Norihiro2ORCID,Nakahara Masataka2ORCID,Kubota Ayumu2ORCID,Batista Gustavo1ORCID,Gharakheili Hassan Habibi1ORCID

Affiliation:

1. UNSW Sydney, Sydney, Australia

2. KDDI Research, Inc., Saitama, Japan

Funder

KDDI Research Inc.

Publisher

ACM

Reference25 articles.

1. What is YAF? https://tools.netsa.cert.org/yaf/. Accessed: 2024-05.

2. Gregory Ditzler and Robi Polikar. Hellinger Distance Based Drift Detection for Nonstationary Environments. In Proc. IEEE CIDUE, Paris, France, Apr 2011.

3. João Gama, Indré Žliobaité, Albert Bifet, Mykola Pechenizkiy, and Abdelhamid Bouchachia. A Survey on Concept Drift Adaptation. ACM CSUR, 46(4), 2014.

4. Igor Goldenberg and Geoffrey I. Webb. Survey of Distance Measures for Quantifying Concept Drift and Shift in Numeric Data. KIS, 60:591 -- 615, 2018.

5. Jorge Luis Guerra, Carlos Catania, and Eduardo Veas. Datasets Are Not Enough: Challenges in Labeling Network Traffic. Elsevier COSE, 120(C), 2022.

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