Rule extraction from binary neural networks with convolutional rules for model validation

S Burkhardt, J Brugger, N Wagner, Z Ahmadi… - Frontiers in artificial …, 2021 - frontiersin.org
… (CNN), and whose complexity depends on the size of the convolutional filter and … rule
extraction from binary neural networks with stochastic local search. We show how to extract rules

A simple convolutional neural network with rule extraction

G Bologna - Applied Sciences, 2019 - mdpi.com
… Experiments based on cross-validation emphasize that our … cross-validation with many more
examples of extracted rules. … above to a well-known binary classification problem related to “…

Rule extraction algorithm for deep neural networks: A review

T Hailesilassie - arXiv preprint arXiv:1610.05267, 2016 - arxiv.org
… a binary rule from a neural network which is trained with binary input. … extracting
understandable rules. Consequently, we can use DNN for different problem domains where …

Extract interpretability-accuracy balanced rules from artificial neural networks: A review

C He, M Ma, P Wang - Neurocomputing, 2020 - Elsevier
… So even use evaluation methods such as cross validation, it … a wide variety of rule extraction
algorithms, the major … is generated by a trained convolutional neural network(CNN). This …

A two-step rule-extraction technique for a CNN

G Bologna, S Fossati - Electronics, 2020 - mdpi.com
… of convolutional neural networks(CNNs). We propose to generate propositional rules from
CNNs, … is that we can run in parallel all rule extractions for new binary classification problems. …

Guide to convolutional neural networks

HH Aghdam, EJ Heravi - New York, NY: Springer, 2017 - Springer
… from the relevant protective laws and regulations and therefore … , bank of Gabor filters, local
binary pattern, bag of features and … Accuracy of model on training and validation set tells us …

Denas: automated rule generation by knowledge extraction from neural networks

S Chen, S Bateni, S Grandhi, X Li, C Liu… - Proceedings of the 28th …, 2020 - dl.acm.org
… This domainspeci c legality checking would vary for di erent … We use Drebin [5, 62] to extract
a total of 545,333 binary features … with deep convolutional neural networks. In Advances in …

Design rule checking with a CNN based feature extractor

L Francisco, T Lagare, A Jain, S Chaudhary… - Proceedings of the …, 2020 - dl.acm.org
… to the slow checkers and rules complexity. Machine learning … This work uses a convolutional
neural network (CNN) to predict … This work results in a binary classifier to identify layouts …

A DEXiRE for extracting propositional rules from neural networks via binarization

V Contreras, N Marini, L Fanda, G Manzo, Y Mualla… - Electronics, 2022 - mdpi.com
… and Rule Extraction (DEXiRE). Such a tool approximates … rule length in the rule set per
fold in five-fold cross-validation. … with convolutional neural networks (CNN), recurrent neural

Two-stage intrusion detection system in intelligent transportation systems using rule extraction methods from deep neural networks

S Almutlaq, A Derhab, MM Hassan… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
… of classification models, we can find that the binary models … in Convolutional Neural Networks,
are highly explainable by … ) on basis of 10-fold cross-validation where we get 10 results …