Learning and extracting finite state automata with second-order recurrent neural networks

On the power of sigmoid neural networks

COLT '93 Proceedings of the sixth annual conference on Computational learning theory

The time dimension of neural network models

ACM SIGART Bulletin

Constructing deterministic finite-state automata in recurrent neural networks

Journal of the ACM (JACM)

Analysis of dynamical recognizers

Neural Computation

Theory of neuromata

Journal of the ACM (JACM)

Grammatical Inference using an Adaptive Recurrent Neural Network

Neural Processing Letters

On the Internal Representations of Product Units

Neural Processing Letters

Learning and decision-making in the framework of fuzzy lattices

New learning paradigms in soft computing

Approximating the Semantics of Logic Programs by Recurrent Neural Networks

Applied Intelligence

Knowledge Extraction from Transducer Neural Networks

Applied Intelligence

Efficient Algorithms for the Inference of Minimum Size DFAs

Machine Learning

Rule Revision With Recurrent Neural Networks

IEEE Transactions on Knowledge and Data Engineering

Natural Language Grammatical Inference with Recurrent Neural Networks

IEEE Transactions on Knowledge and Data Engineering

Simple Strategies to Encode Tree Automata in Sigmoid Recursive Neural Networks

IEEE Transactions on Knowledge and Data Engineering

Learning Distributed Representations of Concepts Using Linear Relational Embedding

IEEE Transactions on Knowledge and Data Engineering

Spiking neurons and the induction of finite state machines

Theoretical Computer Science - Natural computing

On the emergence of rules in neural networks

Neural Computation

Real-time computing without stable states: a new framework for neural computation based on perturbations

Neural Computation

Finite-state computation in analog neural networks: steps towards biologically plausible models?

Emergent neural computational architectures based on neuroscience

Connectionist neuroimaging

Emergent neural computational architectures based on neuroscience

Verifying Properties of Neural Networks

IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I

Interacting Neural Modules

IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence

Robust Implementaion of Finite Automata by Recurrent RBF Networks

SOFSEM '00 Proceedings of the 27th Conference on Current Trends in Theory and Practice of Informatics

Bidirectional Dynamics for Protein Secondary Structure Prediction

Sequence Learning - Paradigms, Algorithms, and Applications

On the Need for a Neural Abstract Machine

Sequence Learning - Paradigms, Algorithms, and Applications

Connectionist Neuroimaging

Emergent Neural Computational Architectures Based on Neuroscience - Towards Neuroscience-Inspired Computing

Finite-State Computation in Analog Neural Networks: Steps towards Biologically Plausible Models?

Emergent Neural Computational Architectures Based on Neuroscience - Towards Neuroscience-Inspired Computing

On the complexity of computing and learning with multiplicative neural networks

Neural Computation

Architectural bias in recurrent neural networks: fractal analysis

Neural Computation

A machine learning method for extracting symbolic knowledge from recurrent neural networks

Neural Computation

Incremental training of first order recurrent neural networks to predict a context-sensitive language

Neural Networks

Rule extraction: using neural networks or for neural networks?

Journal of Computer Science and Technology

Learning Beyond Finite Memory in Recurrent Networks of Spiking Neurons

Neural Computation

Rule Extraction from Recurrent Neural Networks: A Taxonomy and Review

Neural Computation

Attractive Periodic Sets in Discrete-Time Recurrent Networks (with Emphasis on Fixed-Point Stability and Bifurcations in Two-Neuron Networks)

Neural Computation

Analyzing Holistic Parsers: Implications for Robust Parsing and Systematicity

Neural Computation

Spatiotemporal Connectionist Networks: A Taxonomy and Review

Neural Computation

Stable Encoding of Finite-State Machines in Discrete-Time Recurrent Neural Nets with Sigmoid Units

Neural Computation

Adaptive Mixtures of Probabilistic Transducers

Neural Computation

The Crystallizing Substochastic Sequential Machine Extractor: CrySSMEx

Neural Computation

On the implicit acquisition of a context-free grammar by a simple recurrent neural network

Neurocomputing

The dynamics of discrete-time computation, with application to recurrent neural networks and finite state machine extraction

Neural Computation

Stable encoding of large finite-state automata in recurrent neural networks with sigmoid discriminants

Neural Computation

First-order recurrent neural networks and deterministic finite state automata

Neural Computation

The Underlying Formal Model of Algorithmic Lateral Inhibition in Motion Detection

IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II

Extracting symbolic knowledge from recurrent neural networks---A fuzzy logic approach

Fuzzy Sets and Systems

Associative Learning on a Continuum in Evolved Dynamical Neural Networks

Adaptive Behavior - Animals, Animats, Software Agents, Robots, Adaptive Systems

State fusion of fuzzy automata with application on target tracking

Computers & Mathematics with Applications

State-dependent computation using coupled recurrent networks

Neural Computation

Group-Linking Method: A Unified Benchmark for Machine Learning with Recurrent Neural Network

IEICE Transactions on Fundamentals of Electronics, Communications and Computer Sciences

Generating rules with predicates, terms and variables from the pruned neural networks

Neural Networks

Stability of Fuzzy Infinite-state Automaton

Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006

Evolving deterministic finite automata using cellular encoding

GECCO '96 Proceedings of the 1st annual conference on Genetic and evolutionary computation

Intelligent steganalytic system: application on natural language environment

WSEAS Transactions on Systems and Control

Segmented-memory recurrent neural networks

IEEE Transactions on Neural Networks

Real-time motion detection by lateral inhibition in accumulative computation

Engineering Applications of Artificial Intelligence

A multiobjective genetic algorithm for obtaining the optimal size of a recurrent neural network for grammatical inference

Pattern Recognition

Using knowledge-based neural networks to improve algorithms: refining the Chou-Fasman algorithm for protein folding

AAAI'92 Proceedings of the tenth national conference on Artificial intelligence

Identification of finite state automata with a class of recurrent neural networks

IEEE Transactions on Neural Networks

Recognition and generation of sentences through self-organizing linguistic hierarchy using MTRNN

IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III

Emergence of hierarchical structure mirroring linguistic composition in a recurrent neural network

Neural Networks

Representation and identification method of finite state automata by recurrent high-order neural networks

ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II

CrySSMEx, a novel rule extractor for recurrent neural networks: overview and case study

ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II

Learning beyond finite memory in recurrent networks of spiking neurons

ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part II

Theory research on a new type fuzzy automaton

FSKD'06 Proceedings of the Third international conference on Fuzzy Systems and Knowledge Discovery

Editorial: Special issue on integration of symbolic and connectionist systems

Cognitive Systems Research