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Feature Extraction for Machine Learning-based Intrusion Detection in IoT Networks


Aug 28, 2021
Mohanad Sarhan, Siamak Layeghy, Nour Moustafa, Marcus Gallagher, Marius Portmann


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Examining average and discounted reward optimality criteria in reinforcement learning


Jul 03, 2021
Vektor Dewanto, Marcus Gallagher

* 14 pages, 3 figures, 10-page main content 

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A nearly Blackwell-optimal policy gradient method


Jun 04, 2021
Vektor Dewanto, Marcus Gallagher

* 26 pages (9-page main content), refined the appendices 

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Benchmarking the Benchmark -- Analysis of Synthetic NIDS Datasets


Apr 19, 2021
Siamak Layeghy, Marcus Gallagher, Marius Portmann

* 25 pages, 13 figures 

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E-GraphSAGE: A Graph Neural Network based Intrusion Detection System


Apr 01, 2021
Wai Weng Lo, Siamak Layeghy, Mohanad Sarhan, Marcus Gallagher, Marius Portmann

* 13 pages, 7 figures, 8 tables 

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Average-reward model-free reinforcement learning: a systematic review and literature mapping


Oct 18, 2020
Vektor Dewanto, George Dunn, Ali Eshragh, Marcus Gallagher, Fred Roosta

* 41 pages 

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Optimality-based Analysis of XCSF Compaction in Discrete Reinforcement Learning


Sep 03, 2020
Jordan T. Bishop, Marcus Gallagher


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Avoiding Kernel Fixed Points: Computing with ELU and GELU Infinite Networks


Feb 22, 2020
Russell Tsuchida, Tim Pearce, Christopher van der Heide, Fred Roosta, Marcus Gallagher

* 18 pages, 9 figures, 2 tables. Corrected name particle capitalisation and formatting 

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Richer priors for infinitely wide multi-layer perceptrons


Nov 29, 2019
Russell Tsuchida, Fred Roosta, Marcus Gallagher

* Pre-print 

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Exchangeability and Kernel Invariance in Trained MLPs


Oct 27, 2018
Russell Tsuchida, Fred Roosta, Marcus Gallagher

* 26 pages, 16 Figures; Changed Fred (Farbod) Roosta to Fred Roosta in Metadata 

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Invariance of Weight Distributions in Rectified MLPs


Jun 01, 2018
Russell Tsuchida, Farbod Roosta-Khorasani, Marcus Gallagher

* ICML 2018 

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A Stochastic Process Model of Classical Search


Nov 27, 2015
Dimitri Klimenko, Hanna Kurniawati, Marcus Gallagher

* Submitted to ICAPS 2016 

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