Identifying distinctive subsequences in multivariate time series by clustering

Identifying qualitatively different outcomes of actions: gaining autonomy through learning

AGENTS '00 Proceedings of the fourth international conference on Autonomous agents

Toward natural language interfaces for robotic agents: grounding linguistic meaning in sensors

AGENTS '00 Proceedings of the fourth international conference on Autonomous agents

Bayesian Clustering by Dynamics

Machine Learning - Special issue: Unsupervised learning

A Survey of Temporal Knowledge Discovery Paradigms and Methods

IEEE Transactions on Knowledge and Data Engineering

Algorithm for Matching Sets of Time Series

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

Self-Similar Layered Hidden Markov Models

PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery

Self-Similarity for Data Mining and Predictive Modeling - A Case Study for Network Data

PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining

The Importance of Being Discrete: Learning Classes of Actions and Outcomes through Interaction

AI '01 Proceedings of the 14th Biennial Conference of the Canadian Society on Computational Studies of Intelligence: Advances in Artificial Intelligence

On effective classification of strings with wavelets

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

Mining Asynchronous Periodic Patterns in Time Series Data

IEEE Transactions on Knowledge and Data Engineering

Clustering of streaming time series is meaningless

DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery

Clustering of Time Series Subsequences is Meaningless: Implications for Previous and Future Research

ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining

Mining Surprising Periodic Patterns

Data Mining and Knowledge Discovery

Visually mining and monitoring massive time series

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

A PCA-based similarity measure for multivariate time series

Proceedings of the 2nd ACM international workshop on Multimedia databases

On the Use of Wavelet Decomposition for String Classification

Data Mining and Knowledge Discovery

Visualizing and discovering non-trivial patterns in large time series databases

Information Visualization

Making Subsequence Time Series Clustering Meaningful

ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining

Making clustering in delay-vector space meaningful

Knowledge and Information Systems

Visual data mining of multimedia data for social and behavioral studies

Information Visualization

A review on time series data mining

Engineering Applications of Artificial Intelligence

Identifying predictive multi-dimensional time series motifs: an application to severe weather prediction

Data Mining and Knowledge Discovery

Unsupervised discovery of motifs under amplitude scaling and shifting in time series databases

MLDM'11 Proceedings of the 7th international conference on Machine learning and data mining in pattern recognition

Discovering patterns in real-valued time series

PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases

A method for automated temporal knowledge acquisition applied to sleep-related breathing disorders

Artificial Intelligence in Medicine

Mining of temporal coherent subspace clusters in multivariate time series databases

PAKDD'12 Proceedings of the 16th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining - Volume Part I

Timeseer: detecting interesting distributions in multiple time series data

Proceedings of the 5th International Symposium on Visual Information Communication and Interaction