Extracting comprehensible models from trained neural networks

A Neural Network Diagnosis Approach for Analog Circuits

Applied Intelligence

Knowledge Extraction from Transducer Neural Networks

Applied Intelligence

A Survey of Methods for Scaling Up Inductive Algorithms

Data Mining and Knowledge Discovery

The Role of Occam‘s Razor in Knowledge Discovery

Data Mining and Knowledge Discovery

QProber: A system for automatic classification of hidden-Web databases

ACM Transactions on Information Systems (TOIS)

Transparency and Predicive Power: Explaining Complex Classification Models

PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery

Extracting Knowledge from Artificial Neural Networks: An Empirical Comparison of Trepan and Symbolic Learning Algorithms

MICAI '02 Proceedings of the Second Mexican International Conference on Artificial Intelligence: Advances in Artificial Intelligence

Pedagogical Method for Extraction of Symbolic Knowledge from Neural Networks

RSCTC '98 Proceedings of the First International Conference on Rough Sets and Current Trends in Computing

Data-Driven Theory Refinement Using KBDistAl

IDA '99 Proceedings of the Third International Symposium on Advances in Intelligent Data Analysis

Extracting decision trees from trained neural networks

Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining

Machine learning

Handbook of data mining and knowledge discovery

A new approach to the extraction of ANN rules and to their generalization capacity through GP

Neural Computation

Interruptible anytime algorithms for iterative improvement of decision trees

UBDM '05 Proceedings of the 1st international workshop on Utility-based data mining

Anytime Learning of Decision Trees

The Journal of Machine Learning Research

Structure compilation: trading structure for features

Proceedings of the 25th international conference on Machine learning

FCANN: A new approach for extraction and representation of knowledge from ANN trained via Formal Concept Analysis

Neurocomputing

Seeing the Forest Through the Trees: Learning a Comprehensible Model from an Ensemble

ECML '07 Proceedings of the 18th European conference on Machine Learning

Interacting meaningfully with machine learning systems: Three experiments

International Journal of Human-Computer Studies

When a decision tree learner has plenty of time

AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2

Any time induction of decision trees: an iterative improvement approach

AAAI'06 Proceedings of the 21st national conference on Artificial intelligence - Volume 1

The usage of artificial neural networks in the classification and forecast of potable water consumption

IJCNN'09 Proceedings of the 2009 international joint conference on Neural Networks

Simple mimetic classifiers

MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition

Seeing the forest through the trees: learning a comprehensible model from a first order ensemble

ILP'07 Proceedings of the 17th international conference on Inductive logic programming

Fraud detection model based on the discovery symbolic classification rules extracted from a neural network

MICAI'10 Proceedings of the 9th Mexican international conference on Artificial intelligence conference on Advances in soft computing: Part II

An investigation of TREPAN utilising a continuous oracle model

International Journal of Data Analysis Techniques and Strategies

A comparative study for assessing the reliability of complex networks using rules extracted from different machine learning approaches

AI'05 Proceedings of the 18th Australian Joint conference on Advances in Artificial Intelligence

An intelligent model for the classification of children's occupational therapy problems

Expert Systems with Applications: An International Journal

Empirical models based on hybrid intelligent systems for assessing the reliability of complex networks

EC'05 Proceedings of the 3rd European conference on Applications of Evolutionary Computing

End-user interactions with intelligent and autonomous systems

CHI '12 Extended Abstracts on Human Factors in Computing Systems

A model for single and multiple knowledge based networks

Artificial Intelligence in Medicine

Rules extraction from constructively trained neural networks based on genetic algorithms

Neurocomputing

Fuzzy DIFACONN-miner: A novel approach for fuzzy rule extraction from neural networks

Expert Systems with Applications: An International Journal

Decision Rule Extraction for Regularized Multiple Criteria Linear Programming Model

International Journal of Data Warehousing and Mining