Independent component analysis for identification of artifacts in magnetoencephalographic recordings
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
Discovering similar patterns in time series
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Independent component analysis: algorithms and applications
Neural Networks
Finding motifs using random projections
RECOMB '01 Proceedings of the fifth annual international conference on Computational biology
Stochastic Complexity in Statistical Inquiry Theory
Stochastic Complexity in Statistical Inquiry Theory
On the Discovery of Weak Periodicities in Large Time Series
PKDD '02 Proceedings of the 6th European Conference on Principles of Data Mining and Knowledge Discovery
Mining Surprising Patterns Using Temporal Description Length
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Principal Component Analysis on Vector Computers
VECPAR '96 Selected papers from the Second International Conference on Vector and Parallel Processing
A symbolic representation of time series, with implications for streaming algorithms
DMKD '03 Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery
Indexing multi-dimensional time-series with support for multiple distance measures
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic discovery of time series motifs
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Experiments with random projections for machine learning
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Time-series active search for quick retrieval of audio and video
ICASSP '99 Proceedings of the Acoustics, Speech, and Signal Processing, 1999. on 1999 IEEE International Conference - Volume 06
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Detecting time series motifs under uniform scaling
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering frequent work procedures from resource connections
Proceedings of the 14th international conference on Intelligent user interfaces
Migration motif: a spatial - temporal pattern mining approach for financial markets
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
On-line motif detection in time series with SwiftMotif
Pattern Recognition
Pattern Mining in Discrete Time Series and Application to Music Mining
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
Multivariable stream data classification using motifs and their temporal relations
Information Sciences: an International Journal
Discovering multivariate motifs using subsequence density estimation and greedy mixture learning
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Improving activity discovery with automatic neighborhood estimation
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
Proceedings of the 2008 ACM SIGGRAPH/Eurographics Symposium on Computer Animation
Toward unsupervised activity discovery using multi-dimensional motif detection in time series
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
A data mining framework for time series estimation
Journal of Biomedical Informatics
Privacy-preserving discovery of frequent patterns in time series
ICDM'07 Proceedings of the 7th industrial conference on Advances in data mining: theoretical aspects and applications
A tree-construction search approach for multivariate time series motifs discovery
Pattern Recognition Letters
Logical DP matching for detecting similar subsequence
ACCV'07 Proceedings of the 8th Asian conference on Computer vision - Volume Part I
Approximate variable-length time series motif discovery using grammar inference
Proceedings of the Tenth International Workshop on Multimedia Data Mining
Journal of Biomedical Informatics
Parallel exact time series motif discovery
Euro-Par'10 Proceedings of the 16th international Euro-Par conference on Parallel processing: Part II
Lag patterns in time series databases
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
A review on time series data mining
Engineering Applications of Artificial Intelligence
Discovery of skills from motion data
JSAI'03/JSAI04 Proceedings of the 2003 and 2004 international conference on New frontiers in artificial intelligence
A disk-aware algorithm for time series motif discovery
Data Mining and Knowledge Discovery
Discovery of motifs to forecast outlier occurrence in time series
Pattern Recognition Letters
Construction of symbolic representation from human motion information
KES'06 Proceedings of the 10th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part II
Significant motifs in time series
Statistical Analysis and Data Mining
Specialization in i* strategic rationale diagrams
ER'12 Proceedings of the 31st international conference on Conceptual Modeling
Discovering time series motifs based on multidimensional index and early abandoning
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
Combining motif information and neural network for time series prediction
International Journal of Business Intelligence and Data Mining
An efficient method for discovering motifs in large time series
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Multi-dimensional pattern discovery in financial time series using sax-ga with extended robustness
Proceedings of the 15th annual conference companion on Genetic and evolutionary computation
Finding recurrent patterns from continuous sign language sentences for automated extraction of signs
The Journal of Machine Learning Research
Hi-index | 0.00 |
Recently, the research on efficient extraction of previously unknown, frequently appearing patterns in a time-series data has received much attention. These patterns are called `motifs'. Motifs are useful for various time-series data mining tasks. In this paper, we propose a motif discovery algorithm to extract a motif that represents a characteristic pattern of the given data based on Minimum Description Length (MDL) principle. In addition, the algorithm can extract motifs from multi-dimensional time-series data by using Principal Component Analysis (PCA). In experimental evaluation, we show the efficiency of the motif discovery algorithm, and the usefulness of extracted motifs to various data mining tasks.