A toolkit for extracting comprehensible rules from tree-based algorithms

A fast, two-step algorithm for the automated discovery of, and reasoning on, declarative rules of process and system behaviour

An implementation of the TREPAN algorithm in python. TREPAN extracts a decision tree from an ANN using a sampling method.

Approximate Denial Constraints

Rule Extraction from Bayesian Networks

Laravel package for rule extraction from MySQL databases

🍄 Extract logical rules for mushroom edibility: Neural Networks; Genetic Algorithm + Decision Tree

Extraction​ ​ of​ ​ method​ ​ phrases​ ​ that​ ​ contain​ ​ an​ ​ explicit​ ​ mention​ ​ of​ ​ method​ ​ keyword.Linguistic​ ​ techniques​ ​ as​ ​ well​ ​ as​ ​ Statistical​ ​ methods​ ​ are​ ​ expected​ ​ to​ ​ be​ ​ used. Reference:​​ http://www.aclweb.org/anthology/C12-1074

Extracting finite state machine (Mealy Machine) from Recurrent Neural Networks (Many-to-Many)

A sequence-analysis based discovery algorithm for declarative business process constraints

Interpreting neural networks by reducing nonlinearities during training

Root cause rule extraction from a data set

Optimising Rule Extraction for Deep Neural Networks. My third year university dissertation project