The power of amnesia: learning probabilistic automata with variable memory length

An efficient extension to mixture techniques for prediction and decision trees

COLT '97 Proceedings of the tenth annual conference on Computational learning theory

Learning Markov chains with variable memory length from noisy output

COLT '97 Proceedings of the tenth annual conference on Computational learning theory

Modeling protein families using probabilistic suffix trees

RECOMB '99 Proceedings of the third annual international conference on Computational molecular biology

Mixed Memory Markov Models: Decomposing Complex Stochastic Processes as Mixtures of Simpler Ones

Machine Learning

The Hierarchical Hidden Markov Model: Analysis and Applications

Machine Learning

Optimal amnesic probabilistic automata or how to learn and classify proteins in linear time and space

RECOMB '00 Proceedings of the fourth annual international conference on Computational molecular biology

An Efficient Extension to Mixture Techniques for Prediction and Decision Trees

Machine Learning

Predicting the Future of Discrete Sequences from Fractal Representations of the Past

Machine Learning

Finite-State Reber Automaton and the Recurrent Neural Networks Trained in Supervised and Unsupervised Manner

ICANN '01 Proceedings of the International Conference on Artificial Neural Networks

Using Multiattribute Prediction Suffix Graphs for Spanish Part-of-Speech Tagging

IDA '01 Proceedings of the 4th International Conference on Advances in Intelligent Data Analysis

String pattern matching for a deluge survival kit

Handbook of massive data sets

Notes on Learning Probabilistic Automata

DCC '00 Proceedings of the Conference on Data Compression

Towards Automatic Clustering of Protein Sequences

CSB '02 Proceedings of the IEEE Computer Society Conference on Bioinformatics

Recurrent neural networks with small weights implement definite memory machines

Neural Computation

Incorporating linguistic structure into maximum entropy language models

Journal of Computer Science and Technology

Prediction suffix trees for supervised classification of sequences

Pattern Recognition Letters

Local prediction approach for protein classification using probabilistic suffix trees

APBC '04 Proceedings of the second conference on Asia-Pacific bioinformatics - Volume 29

Selective Markov models for predicting Web page accesses

ACM Transactions on Internet Technology (TOIT)

Empirical-Rational Semantics of Agent Communication

AAMAS '04 Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems - Volume 1

Blind construction of optimal nonlinear recursive predictors for discrete sequences

UAI '04 Proceedings of the 20th conference on Uncertainty in artificial intelligence

A stochastic parser based on an SLM with arboreal context trees

COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1

Self-organizing Markov models and their application to part-of-speech tagging

ACL '03 Proceedings of the 41st Annual Meeting on Association for Computational Linguistics - Volume 1

Rapid on-line temporal sequence prediction by an adaptive agent

Proceedings of the fourth international joint conference on Autonomous agents and multiagent systems

Detection of language (model) errors

EMNLP '00 Proceedings of the 2000 Joint SIGDAT conference on Empirical methods in natural language processing and very large corpora: held in conjunction with the 38th Annual Meeting of the Association for Computational Linguistics - Volume 13

Learning to impersonate

ICML '06 Proceedings of the 23rd international conference on Machine learning

Extracting key-substring-group features for text classification

Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining

OMax brothers: a dynamic yopology of agents for improvization learning

Proceedings of the 1st ACM workshop on Audio and music computing multimedia

Self-organizing η-gram model for automatic word spacing

ACL-44 Proceedings of the 21st International Conference on Computational Linguistics and the 44th annual meeting of the Association for Computational Linguistics

The Weighted Suffix Tree: An Efficient Data Structure for Handling Molecular Weighted Sequences and its Applications

Fundamenta Informaticae

Organization of the state space of a simple recurrent network before and after training on recursive linguistic structures

Neural Networks

Using Multiattribute Prediction Suffix Graphs to Predict and Generate Music

Computer Music Journal

Adaptive Mixtures of Probabilistic Transducers

Neural Computation

Superior Guarantees for Sequential Prediction and Lossless Compression via Alphabet Decomposition

The Journal of Machine Learning Research

Discriminative feature selection via multiclass variable memory Markov model

EURASIP Journal on Applied Signal Processing

Probabilistic suffix models for API sequence analysis of Windows XP applications

Pattern Recognition

Real-time 3-D human body tracking using learnt models of behaviour

Computer Vision and Image Understanding

Anticipatory Model of Musical Style Imitation Using Collaborative and Competitive Reinforcement Learning

Anticipatory Behavior in Adaptive Learning Systems

Fast and Adaptive Variable Order Markov Chain Construction

WABI '08 Proceedings of the 8th international workshop on Algorithms in Bioinformatics

Learning Object Representations Using Sequential Patterns

AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence

An Adaptive Algorithm for Splitting Large Sets of Strings and Its Application to Efficient External Sorting

New Frontiers in Applied Data Mining

Learning prediction suffix trees with Winnow

ICML '09 Proceedings of the 26th Annual International Conference on Machine Learning

Labelling the Structural Parts of a Music Piece with Markov Models

Computer Music Modeling and Retrieval. Genesis of Meaning in Sound and Music

A novel sequence representation for unsupervised analysis of human activities

Artificial Intelligence

Recognition of User Intentions for Interface Agents with Variable Order Markov Models

UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH

Non-stationary policy learning in 2-player zero sum games

AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2

On prediction using variable order Markov models

Journal of Artificial Intelligence Research

Cooperating reasoning processes: more than just the sum of their parts

IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence

Mining trajectory profiles for discovering user communities

Proceedings of the 2009 International Workshop on Location Based Social Networks

Bayesian unsupervised learning of DNA regulatory binding regions

Advances in Artificial Intelligence

VOGUE: A variable order hidden Markov model with duration based on frequent sequence mining

ACM Transactions on Knowledge Discovery from Data (TKDD)

Clustering object moving patterns for prediction-based object tracking sensor networks

Proceedings of the 18th ACM conference on Information and knowledge management

Goal recognition with variable-order Markov models

IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence

Prediction in wireless networks by Markov Chains

IEEE Wireless Communications

Thermal analysis of multiprocessor SoC applications by simulation and verification

ACM Transactions on Design Automation of Electronic Systems (TODAES)

Less is more: significance-based N-gram selection for smaller, better language models

EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 2 - Volume 2

Individual sequence prediction using memory-efficient context trees

IEEE Transactions on Information Theory

Unsupervised recursive sequence processing

Neurocomputing

Comparison of echo state networks with simple recurrent networks and variable-length Markov models on symbolic sequences

ICANN'07 Proceedings of the 17th international conference on Artificial neural networks

Modeling human spatial memory within a symbolic architecture of cognition

SC'06 Proceedings of the 2006 international conference on Spatial Cognition V: reasoning, action, interaction

Improving the state space organization of untrained recurrent networks

ICONIP'08 Proceedings of the 15th international conference on Advances in neuro-information processing - Volume Part I

Semi-supervised sequence classification using abstraction augmented Markov models

Proceedings of the First ACM International Conference on Bioinformatics and Computational Biology

Visual speech synthesis by modelling coarticulation dynamics using a non-parametric switching state-space model

International Conference on Multimodal Interfaces and the Workshop on Machine Learning for Multimodal Interaction

Rule generation for categorical time series with Markov assumptions

Statistics and Computing

Shopping for products you don't know you need

Proceedings of the fourth ACM international conference on Web search and data mining

Architectural and Markovian factors of echo state networks

Neural Networks

Markov constraints: steerable generation of Markov sequences

Constraints

Finding semantics in time series

Proceedings of the 2011 ACM SIGMOD International Conference on Management of data

A Monte-Carlo AIXI approximation

Journal of Artificial Intelligence Research

Unsupervised analysis and generation of audio percussion sequences

CMMR'10 Proceedings of the 7th international conference on Exploring music contents

A toolkit for designing interactive musical agents

Proceedings of the 23rd Australian Computer-Human Interaction Conference

A suffix tree based prediction scheme for pervasive computing environments

PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics

Intelligent agents as cells of immunological memory

ICCS'06 Proceedings of the 6th international conference on Computational Science - Volume Part III

Text mining using markov chains of variable length

Proceedings of the 2005 international conference on Federation over the Web

Automatic 3d motion synthesis with time-striding hidden markov model

ICMLC'05 Proceedings of the 4th international conference on Advances in Machine Learning and Cybernetics

Formulating agent communication semantics and pragmatics as behavioral expectations

AC'04 Proceedings of the 2004 international conference on Agent Communication

The peres-shields order estimator for fixed and variable length markov models with applications to DNA sequence similarity

WABI'05 Proceedings of the 5th International conference on Algorithms in Bioinformatics

Efficient algorithms for intrusion detection

ICDCIT'04 Proceedings of the First international conference on Distributed Computing and Internet Technology

Are web users really Markovian?

Proceedings of the 21st international conference on World Wide Web

Modeling sequences of user actions for statistical goal recognition

User Modeling and User-Adapted Interaction

Learning markov models for stationary system behaviors

NFM'12 Proceedings of the 4th international conference on NASA Formal Methods

Towards a goal recognition model for the organizational memory

ICCSA'12 Proceedings of the 12th international conference on Computational Science and Its Applications - Volume Part III

Probabilistic automata and probabilistic logic

MFCS'12 Proceedings of the 37th international conference on Mathematical Foundations of Computer Science

The Weighted Suffix Tree: An Efficient Data Structure for Handling Molecular Weighted Sequences and its Applications

Fundamenta Informaticae

Personal bankruptcy prediction by mining credit card data

Expert Systems with Applications: An International Journal

Modeling complex temporal composition of actionlets for activity prediction

ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part I

Discrete sequences analysis for detecting software design patterns

ADNTIIC'11 Proceedings of the Second international conference on Advances in New Technologies, Interactive Interfaces and Communicability

Picking up the pieces: Causal states in noisy data, and how to recover them

Pattern Recognition Letters

QS-STT: QuadSection clustering and spatial-temporal trajectory model for location prediction

Distributed and Parallel Databases