A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets

7 August 2020

Pedro Miguel Sánchez Sánchez

José María Jorquera Valero

Alberto Huertas Celdrán

Gérome Bovet

M. Pérez

Gregorio Martínez Pérez

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Papers citing "A Survey on Device Behavior Fingerprinting: Data Sources, Techniques, Application Scenarios, and Datasets"

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Title
Privacy-Enhanced Training-as-a-Service for On-Device Intelligence: Concept, Architectural Scheme, and Open Problems Zhiyuan Wu Sheng Sun Yuwei Wang Min Liu Bo Gao Tianliu He Wen Wang 113 0 0 24 Feb 2025
Fingerprinting Analog IoT Sensors for Secret-Free Authentication Felix Lorenz L. Thamsen Andreas Wilke Ilja Behnke Jens Waldmüller-Littke I. Komarov O. Kao M. Paeschke 44 9 0 11 Jun 2020
AuthCODE: A Privacy-preserving and Multi-device Continuous Authentication Architecture based on Machine and Deep Learning Pedro Miguel Sánchez Sánchez Alberto Huertas Celdrán Lorenzo Fernández Maimó Gregorio Martínez Pérez 28 20 0 16 Apr 2020
IoT Device Identification Using Deep Learning J. Kotak Yuval Elovici 41 56 0 25 Feb 2020
Towards a secure behavior modeling for IoT networks using Blockchain Jawad Ali Ahmad Shahrafidz Khalid Eiad Yafi Shahrulniza Musa Waqas Ahmed 40 18 0 06 Jan 2020
A Survey on Distributed Machine Learning Joost Verbraeken Matthijs Wolting Jonathan Katzy Jeroen Kloppenburg Tim Verbelen Jan S. Rellermeyer OOD 81 707 0 20 Dec 2019
Host-based anomaly detection using Eigentraces feature extraction and one-class classification on system call trace data Ehsan Aghaei G. Serpen 41 12 0 25 Nov 2019
MAD-GAN: Multivariate Anomaly Detection for Time Series Data with Generative Adversarial Networks Dan Li Dacheng Chen Lei Shi Baihong Jin Jonathan Goh See-Kiong Ng 75 773 0 15 Jan 2019
Keeping the Smart Home Private with Smart(er) IoT Traffic Shaping Noah J. Apthorpe D. Huang D. Reisman Arvind Narayanan Nick Feamster 50 158 0 03 Dec 2018
RADS: Real-time Anomaly Detection System for Cloud Data Centres Sakil Barbhuiya Zafeirios C. Papazachos Peter Kilpatrick Dimitrios S. Nikolopoulos 26 13 0 11 Nov 2018
Applications of Deep Reinforcement Learning in Communications and Networking: A Survey Nguyen Cong Luong D. Hoang Shimin Gong Dusit Niyato Ping Wang Ying-Chang Liang Dong In Kim OffRL 80 1,436 0 18 Oct 2018
Peek-a-Boo: I see your smart home activities, even encrypted! Abbas Acar Hossein Fereidooni Tigist Abera A. Sikder Markus Miettinen Hidayet Aksu Mauro Conti A. Sadeghi Selcuk Uluagac 56 268 0 08 Aug 2018
Sequence Aggregation Rules for Anomaly Detection in Computer Network Traffic Benjamin J. Radford B. Richardson Shawn E. Davis AI4TS 38 57 0 09 May 2018
N-BaIoT: Network-based Detection of IoT Botnet Attacks Using Deep Autoencoders Yair Meidan Michael Bohadana Yael Mathov Yisroel Mirsky Dominik Breitenbacher A. Shabtai Yuval Elovici 43 1,040 0 09 May 2018
DÏoT: A Federated Self-learning Anomaly Detection System for IoT T. D. Nguyen Samuel Marchal Markus Miettinen Hossein Fereidooni Nadarajah Asokan A. Sadeghi 126 493 0 20 Apr 2018
Clear as MUD: Generating, Validating and Applying IoT Behaviorial Profiles (Technical Report) Ayyoob Hamza Dinesha Ranathunga Hassan Habibi Gharakheili Matthew Roughan V. Sivaraman 26 102 0 12 Apr 2018
CIoTA: Collaborative IoT Anomaly Detection via Blockchain Tomer Golomb Yisroel Mirsky Yuval Elovici 41 88 0 10 Mar 2018
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction Leland McInnes John Healy James Melville 157 9,413 0 09 Feb 2018
Deep Reinforcement Learning that Matters Peter Henderson Riashat Islam Philip Bachman Joelle Pineau Doina Precup David Meger OffRL 116 1,951 0 19 Sep 2017
Detection of Unauthorized IoT Devices Using Machine Learning Techniques Yair Meidan Michael Bohadana A. Shabtai Martín Ochoa Nils Ole Tippenhauer J. Guarnizo Yuval Elovici 34 211 0 14 Sep 2017
LSTM Fully Convolutional Networks for Time Series Classification Fazle Karim Somshubra Majumdar H. Darabi Shun Chen AIMat AI4TS 51 1,103 0 08 Sep 2017
Spying on the Smart Home: Privacy Attacks and Defenses on Encrypted IoT Traffic Noah J. Apthorpe D. Reisman S. Sundaresan Arvind Narayanan Nick Feamster 40 237 0 16 Aug 2017
Digital Forensic Approaches for Amazon Alexa Ecosystem Hyunji Chung Jungheum Park Sangjin Lee 29 168 0 27 Jul 2017
Closing the Blinds: Four Strategies for Protecting Smart Home Privacy from Network Observers Noah J. Apthorpe D. Reisman Nick Feamster 35 61 0 18 May 2017
Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks Guokun Lai Wei-Cheng Chang Yiming Yang Hanxiao Liu BDL AI4TS 106 2,005 0 21 Mar 2017
IoT Sentinel: Automated Device-Type Identification for Security Enforcement in IoT Markus Miettinen Samuel Marchal I. Hafeez Nadarajah Asokan A. Sadeghi Sasu Tarkoma 58 612 0 15 Nov 2016
Unrolled Generative Adversarial Networks Luke Metz Ben Poole David Pfau Jascha Narain Sohl-Dickstein GAN 93 1,003 0 07 Nov 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 787 38,735 0 09 Mar 2016