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Learning with Probabilistic Representations

Machine Learning - Special issue on learning with probabilistic representations

Adaptive Probabilistic Networks with Hidden Variables

Machine Learning - Special issue on learning with probabilistic representations

Factorial Hidden Markov Models

Machine Learning - Special issue on learning with probabilistic representations

Speech recognition with dynamic Bayesian networks

AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence

A unifying review of linear Gaussian models

Neural Computation

Hidden neural networks

Neural Computation

An Introduction to Variational Methods for Graphical Models

Machine Learning

Graphical models for problem solving

Computing in Science and Engineering

Learning Low-Level Vision

International Journal of Computer Vision - Special issue on statistical and computational theories of vision: modeling, learning, sampling and computing, Part I

Efficient reasoning

ACM Computing Surveys (CSUR)

Text categorization for multi-page documents: a hybrid naive Bayes HMM approach

Proceedings of the 1st ACM/IEEE-CS joint conference on Digital libraries

An introduction to hidden Markov models and Bayesian networks

Hidden Markov models

Bayesian Clustering by Dynamics

Machine Learning - Special issue: Unsupervised learning

Hidden Markov Models for Text Categorization in Multi-Page Documents

Journal of Intelligent Information Systems

Neural Belief Propagation without Multiplication

ICCS '01 Proceedings of the International Conference on Computational Science-Part II

Image Document Categorization Using Hidden Tree Markov Models and Structured Representations

ICAPR '01 Proceedings of the Second International Conference on Advances in Pattern Recognition

Markov Random Field Modelling of fMRI Data Using a Mean Field EM-algorithm

EMMCVPR '99 Proceedings of the Second International Workshop on Energy Minimization Methods in Computer Vision and Pattern Recognition

Automatic Speech Recognition: The New Millennium

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

Bidirectional Dynamics for Protein Secondary Structure Prediction

Sequence Learning - Paradigms, Algorithms, and Applications

Conceptual Clustering of Heterogeneous Sequences via Schema Mapping

ISMIS '02 Proceedings of the 13th International Symposium on Foundations of Intelligent Systems

Hidden Tree Markov Models for Document Image Classification

IEEE Transactions on Pattern Analysis and Machine Intelligence

Relational Markov models and their application to adaptive web navigation

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

Data mining tasks and methods: Probabilistic and casual networks: methodology for probabilistic networks

Handbook of data mining and knowledge discovery

Learning with mixtures of trees

The Journal of Machine Learning Research

Conceptual Clustering of Heterogeneous GeneExpression Sequences

Artificial Intelligence Review

Dynamic programming for parsing and estimation of stochastic unification-based grammars

ACL '02 Proceedings of the 40th Annual Meeting on Association for Computational Linguistics

Nested Monte Carlo EM Algorithm for Switching State-Space Models

IEEE Transactions on Knowledge and Data Engineering

Induction of Word and Phrase Alignments for Automatic Document Summarization

Computational Linguistics

A hybrid learning system for recognizing user tasks from desktop activities and email messages

Proceedings of the 11th international conference on Intelligent user interfaces

Correctness of Local Probability Propagation in Graphical Models with Loops

Neural Computation

Privacy intrusion detection using dynamic Bayesian networks

ICEC '06 Proceedings of the 8th international conference on Electronic commerce: The new e-commerce: innovations for conquering current barriers, obstacles and limitations to conducting successful business on the internet

Unsupervised learning of multilingual short message service (SMS) dialect from noisy examples

Proceedings of the second workshop on Analytics for noisy unstructured text data

Inside-outside probability computation for belief propagation

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

A new HMM-based ensemble generation method for numeral recognition

MCS'07 Proceedings of the 7th international conference on Multiple classifier systems

New advances in logic-based probabilistic modeling by PRISM

Probabilistic inductive logic programming

Bayesian networks

Communications of the ACM

A comparison of loopy belief propagation and dual decomposition for integrated CCG supertagging and parsing

HLT '11 Proceedings of the 49th Annual Meeting of the Association for Computational Linguistics: Human Language Technologies - Volume 1

Stock price prediction based on procedural neural networks

Advances in Artificial Neural Systems

The factored frontier algorithm for approximate inference in DBNs

UAI'01 Proceedings of the Seventeenth conference on Uncertainty in artificial intelligence

Tractable inference for complex stochastic processes

UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence

Learning the structure of dynamic probabilistic networks

UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence

Multistream dynamic bayesian network for meeting segmentation

MLMI'04 Proceedings of the First international conference on Machine Learning for Multimodal Interaction

Efficient sensitivity analysis in hidden markov models

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