Substructure Clustering on Sequential 3d Object Datasets
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
Discovering all frequent trends in time series
WISICT '04 Proceedings of the winter international synposium on Information and communication technologies
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Optimal multi-scale patterns in time series streams
Proceedings of the 2006 ACM SIGMOD international conference on Management of data
Detecting anomalous records in categorical datasets
Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining
Clustering multidimensional sequences in spatial and temporal databases
Knowledge and Information Systems
Mining fuzzy frequent trends from time series
Expert Systems with Applications: An International Journal
An efficient stream mining technique
WSEAS Transactions on Information Science and Applications
Finding Motifs of Financial Data Streams in Real Time
ISICA '08 Proceedings of the 3rd International Symposium on Advances in Computation and Intelligence
An efficient time series data mining technique
ICCOMP'08 Proceedings of the 12th WSEAS international conference on Computers
Sustainable operation and management of data center chillers using temporal data mining
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
TSPad: a Tablet-PC based application for annotation and collaboration on time series data
Proceedings of the 46th Annual Southeast Regional Conference on XX
TSPad: a Tablet-PC based application for annotation and collaboration on time series data
Proceedings of the 46th Annual Southeast Regional Conference on XX
Motif discovery in physiological datasets: A methodology for inferring predictive elements
ACM Transactions on Knowledge Discovery from Data (TKDD)
Diagnostic powertracing for sensor node failure analysis
Proceedings of the 9th ACM/IEEE International Conference on Information Processing in Sensor Networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Online discovery and maintenance of time series motifs
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Fast Discovery of Group Lag Correlations in Streams
ACM Transactions on Knowledge Discovery from Data (TKDD)
A review on time series data mining
Engineering Applications of Artificial Intelligence
Algorithmic trading strategy optimization based on mutual information entropy based clustering
ISICA'10 Proceedings of the 5th international conference on Advances in computation and intelligence
A disk-aware algorithm for time series motif discovery
Data Mining and Knowledge Discovery
Temporal data mining approaches for sustainable chiller management in data centers
ACM Transactions on Intelligent Systems and Technology (TIST)
Mining approximate motifs in time series
DS'06 Proceedings of the 9th international conference on Discovery Science
A novel mining algorithm for periodic clustering sequential patterns
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Locating motifs in time-series data
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A platform for situational awareness in operational BI
Decision Support Systems
Proceedings of the 27th Annual ACM Symposium on Applied Computing
Visual exploration of frequent patterns in multivariate time series
Information Visualization - Special issue on Visualization and Data Analysis 2011
Event correlation for operations management of largescale IT systems
Proceedings of the 9th international conference on Autonomic computing
ACM Computing Surveys (CSUR)
Note: Extracting string motif bases for quorum higher than two
Theoretical Computer Science
Preserving Privacy in Time Series Data Mining
International Journal of Data Warehousing and 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
Discovering longest-lasting correlation in sequence databases
Proceedings of the VLDB Endowment
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The problem of efficiently locating previously knownpatterns in a time series database (i.e., query by content) hasreceived much attention and may now largely be regardedas a solved problem. However, from a knowledge discoveryviewpoint, a more interesting problem is the enumeration ofpreviously unknown, frequently occurring patterns. We callsuch patterns "motifs", because of their close analogy totheir discrete counterparts in computation biology. Anefficient motif discovery algorithm for time series would beuseful as a tool for summarizing and visualizing massivetime series databases. In addition it could be used as asubroutine in various other data mining tasks, including thediscovery of association rules, clustering and classification.In this work we carefully motivate, then introduce, a non-trivialdefinition of time series motifs. We propose anefficient algorithm to discover them, and we demonstrate theutility and efficiency of our approach on several real worlddatasets.