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Christian Omlin
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Extraction of rules from discrete-time recurrent neural networks
CW Omlin, CL Giles
Neural networks 9 (1), 41-52, 1996
2931996
Haar features for FACS AU recognition
J Whitehill, CW Omlin
7th international conference on automatic face and gesture recognition …, 2006
2672006
Constructing deterministic finite-state automata in recurrent neural networks
CW Omlin, CL Giles
Journal of the ACM (JACM) 43 (6), 937-972, 1996
2591996
Pruning recurrent neural networks for improved generalization performance
CL Giles, CW Omlin
IEEE transactions on neural networks 5 (5), 848-851, 1994
1581994
Explainable AI (XAI): A systematic meta-survey of current challenges and future opportunities
W Saeed, C Omlin
Knowledge-Based Systems 263, 110273, 2023
1512023
Fuzzy finite-state automata can be deterministically encoded into recurrent neural networks
CW Omlin, KK Thornber, CL Giles
IEEE Transactions on Fuzzy Systems 6 (1), 76-89, 1998
1491998
Equivalence in knowledge representation: automata, recurrent neural networks, and dynamical fuzzy systems
CL Giles, CW Omlin, KK Thornber
Proceedings of the IEEE 87 (9), 1623-1640, 1999
1221999
Extraction, insertion and refinement of symbolic rules in dynamically driven recurrent neural networks
CL Giles, CW Omlin
Connection Science 5 (3-4), 307-337, 1993
1221993
Credit card transactions, fraud detection, and machine learning: Modelling time with LSTM recurrent neural networks
B Wiese, C Omlin
Innovations in neural information paradigms and applications, 231-268, 2009
942009
Training second-order recurrent neural networks using hints
CW Omlin, CL Giles
Machine Learning Proceedings 1992, 361-366, 1992
861992
Rule revision with recurrent neural networks
CW Omlin, CL Giles
IEEE Transactions on Knowledge and Data Engineering 8 (1), 183-188, 1996
801996
Evaluating performance of long short-term memory recurrent neural networks on intrusion detection data
RC Staudemeyer, CW Omlin
Proceedings of the South African institute for computer scientists and …, 2013
782013
A hybrid system for signature verification
T Wessels, CW Omlin
Proceedings of the IEEE-INNS-ENNS International Joint Conference on Neural …, 2000
772000
Stable encoding of large finite-state automata in recurrent neural networks with sigmoid discriminants
CW Omlin, CL Giles
Neural Computation 8 (4), 675-696, 1996
721996
The convolutional Tsetlin machine
OC Granmo, S Glimsdal, L Jiao, M Goodwin, CW Omlin, GT Berge
arXiv preprint arXiv:1905.09688, 2019
642019
Rule refinement with recurrent neural networks
CL Giles, CW Omlin
IEEE International Conference on Neural Networks, 801-806, 1993
481993
Inserting rules into recurrent neural networks
CL Giles, CW Omlin
Neural Networks for Signal Processing II Proceedings of the 1992 IEEE …, 1992
481992
Extracting salient features for network intrusion detection using machine learning methods
RC Staudemeyer, CW Omlin
South African computer journal 52 (1), 82-96, 2014
462014
Heuristics for the extraction of rules from discrete-time recurrent neural networks
CW Omlin, CL Giles, CB Miller
[Proceedings 1992] IJCNN International Joint Conference on Neural Networks 1 …, 1992
401992
Encoding subcomponents in cooperative co-evolutionary recurrent neural networks
R Chandra, M Frean, M Zhang, CW Omlin
Neurocomputing 74 (17), 3223-3234, 2011
362011
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