Discovering patterns in sequences of events
Artificial Intelligence
Computer
Artificial Intelligence
Bibliography on temporal databases
ACM SIGMOD Record
Temporal reasoning based on semi-intervals
Artificial Intelligence
Temporal databases: theory, design, and implementation
Temporal databases: theory, design, and implementation
Temporal semantics in information systems: a survey
Information Systems
An update of the temporal database bibliography
ACM SIGMOD Record
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third international conference on Information and knowledge management
Fast subsequence matching in time-series databases
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
The ORES temporal database management system
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
PODS '95 Proceedings of the fourteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
Similarity-based queries for time series data
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Beyond market baskets: generalizing association rules to correlations
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Efficiently supporting ad hoc queries in large datasets of time sequences
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Finding patterns in time series: a dynamic programming approach
Advances in knowledge discovery and data mining
Advanced database systems
Efficient enumeration of frequent sequences
Proceedings of the seventh international conference on Information and knowledge management
Supporting fast search in time series for movement patterns in multiple scales
Proceedings of the seventh international conference on Information and knowledge management
Handling temporal grouping and pattern-matching queries in a temporal object model
Proceedings of the seventh international conference on Information and knowledge management
Activity monitoring: noticing interesting changes in behavior
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining the most interesting rules
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
An efficient algorithm to update large itemsets with early pruning
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Identifying distinctive subsequences in multivariate time series by clustering
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining features for sequence classification
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Relevance feedback retrieval of time series data
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
Adaptive query processing for time-series data
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
Maintaining knowledge about temporal intervals
Communications of the ACM
Pattern Discovery in Biomolecular Data: Tools, Techniques, and Applications
Pattern Discovery in Biomolecular Data: Tools, Techniques, and Applications
An Information Theoretic Approach to Rule Induction from Databases
IEEE Transactions on Knowledge and Data Engineering
Handling Discovered Structure in Database Systems
IEEE Transactions on Knowledge and Data Engineering
What Makes Patterns Interesting in Knowledge Discovery Systems
IEEE Transactions on Knowledge and Data Engineering
Discovering Frequent Event Patterns with Multiple Granularities in Time Sequences
IEEE Transactions on Knowledge and Data Engineering
Data Mining and Forecasting in Large-Scale Telecommunication Networks
IEEE Expert: Intelligent Systems and Their Applications
Data-Driven Discovery of Quantitative Rules in Relational Databases
IEEE Transactions on Knowledge and Data Engineering
Systems for Knowledge Discovery in Databases
IEEE Transactions on Knowledge and Data Engineering
Mining Sequential Patterns: Generalizations and Performance Improvements
EDBT '96 Proceedings of the 5th International Conference on Extending Database Technology: Advances in Database Technology
Mining Process Models from Workflow Logs
EDBT '98 Proceedings of the 6th International Conference on Extending Database Technology: Advances in Database Technology
Efficient Similarity Search In Sequence Databases
FODO '93 Proceedings of the 4th International Conference on Foundations of Data Organization and Algorithms
High-Dimensional Similarity Joins
ICDE '97 Proceedings of the Thirteenth International Conference on Data Engineering
Efficient Retrieval of Similar Time Sequences Under Time Warping
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
An Attribute-Oriented Approach for Learning Classification Rules from Relational Databases
Proceedings of the Sixth International Conference on Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Maintenance of Discovered Association Rules in Large Databases: An Incremental Updating Technique
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Methods and Problems in Data Mining
ICDT '97 Proceedings of the 6th International Conference on Database Theory
Maintenance of Discovered Knowledge
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Mining Temporal Features in Association Rules
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Scaling up Dynamic Time Warping to Massive Dataset
PKDD '99 Proceedings of the Third European Conference on Principles of Data Mining and Knowledge Discovery
Parallel Algorithms for High-dimensional Similarity Joins for Data Mining Applications
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Mining Surprising Patterns Using Temporal Description Length
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
An Interval Classifier for Database Mining Applications
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Fast Similarity Search in the Presence of Noise, Scaling, and Translation in Time-Series Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
WUM - A Tool for WWW Ulitization Analysis
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
A General Incremental Technique for Maintaining Discovered Association Rules
Proceedings of the Fifth International Conference on Database Systems for Advanced Applications (DASFAA)
On Similarity Queries for Time-Series Data: Constraint Specification and Implementation
CP '95 Proceedings of the First International Conference on Principles and Practice of Constraint Programming
Data Warehousing and Data Mining: Are We Working on the Right Things?
ER '98 Proceedings of the Workshops on Data Warehousing and Data Mining: Advances in Database Technologies
Incremental Meta-Mining from Large Temporal Data Sets
ER '98 Proceedings of the Workshops on Data Warehousing and Data Mining: Advances in Database Technologies
User-Driven Navigation Pattern Discovery from Internet Data
WEBKDD '99 Revised Papers from the International Workshop on Web Usage Analysis and User Profiling
Incremental Maintenance of Materialized Views
DEXA '97 Proceedings of the 8th International Conference on Database and Expert Systems Applications
A bibliography of temporal, spatial and spatio-temporal data mining research
ACM SIGKDD Explorations Newsletter
What's interesting about Cricket?: on thresholds and anticipation in discovered rules
ACM SIGKDD Explorations Newsletter
Visualisation of Temporal Interval Association Rules
IDEAL '00 Proceedings of the Second International Conference on Intelligent Data Engineering and Automated Learning, Data Mining, Financial Engineering, and Intelligent Agents
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
Exploratory medical knowledge discovery: experiences and issues
ACM SIGKDD Explorations Newsletter
A novel technique for indexing video surveillance data
IWVS '03 First ACM SIGMM international workshop on Video surveillance
Pattern refinement with model data fusion to predict exchange rate movement
Design and application of hybrid intelligent systems
Efficient mining of sequential patterns with time constraints by delimited pattern growth
Knowledge and Information Systems
Enhancing network intrusion detection systems with interval methods
Proceedings of the 2005 ACM symposium on Applied computing
Making Subsequence Time Series Clustering Meaningful
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Market basket analysis in a multiple store environment
Decision Support Systems
Learning recurrent behaviors from heterogeneous multivariate time-series
Artificial Intelligence in Medicine
Novel multi-centroid, multi-run sampling schemes for $K$-medoids-based algorithms
International Journal of Knowledge-based and Intelligent Engineering Systems
Making clustering in delay-vector space meaningful
Knowledge and Information Systems
Visualizing time-oriented data-A systematic view
Computers and Graphics
Data & Knowledge Engineering
Marking time in sequence mining
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Energy efficient strategies for object tracking in sensor networks: A data mining approach
Journal of Systems and Software
Data mining with Temporal Abstractions: learning rules from time series
Data Mining and Knowledge Discovery
Indexing large human-motion databases
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
A novel approach for discovering retail knowledge with price information from transaction databases
Expert Systems with Applications: An International Journal
Temporal representation for gene networks: towards a qualitative temporal data mining
International Journal of Data Mining and Bioinformatics
A spatiotemporal view of transactional data for data mining
ICCOMP'05 Proceedings of the 9th WSEAS International Conference on Computers
SemGrAM: integrating semantic graphs into association rule mining
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Efficient mining of salinity and temperature association rules from ARGO data
Expert Systems with Applications: An International Journal
Detecting anomalous longitudinal associations through higher order mining
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
An empirical study of similarity search in stock data
AIDM '07 Proceedings of the 2nd international workshop on Integrating artificial intelligence and data mining - Volume 84
On Mining Movement Pattern from Mobile Users
International Journal of Distributed Sensor Networks - Heterogenous Wireless Ad Hoc and Sensor Networks
ACM SIGKDD Explorations Newsletter
A Possibilistic Approach for Mining Uncertain Temporal Relations from Diagnostic Evolution Databases
IWINAC '07 Proceedings of the 2nd international work-conference on The Interplay Between Natural and Artificial Computation, Part I: Bio-inspired Modeling of Cognitive Tasks
Propos: A Dynamic Web Tool for Managing Possibilistic and Probabilistic Temporal Constraint Networks
IWINAC '07 Proceedings of the 2nd international work-conference on Nature Inspired Problem-Solving Methods in Knowledge Engineering: Interplay Between Natural and Artificial Computation, Part II
Temporal Data Mining with Temporal Constraints
AIME '07 Proceedings of the 11th conference on Artificial Intelligence in Medicine
Explorative Data Mining on Stock Data --- Experimental Results and Findings
ADMA '07 Proceedings of the 3rd international conference on Advanced Data Mining and Applications
Temporal similarity by measuring possibilistic uncertainty in CBR
Fuzzy Sets and Systems
Dynamic faceted search for discovery-driven analysis
Proceedings of the 17th ACM conference on Information and knowledge management
Mining temporal interval relational rules from temporal data
Journal of Systems and Software
Mining inter-sequence patterns
Expert Systems with Applications: An International Journal
Establishing relationships among patterns in stock market data
Data & Knowledge Engineering
An effective mining approach for up-to-date patterns
Expert Systems with Applications: An International Journal
Semantic-Based Temporal Text-Rule Mining
CICLing '09 Proceedings of the 10th International Conference on Computational Linguistics and Intelligent Text Processing
Temporal similarity measures for querying clinical workflows
Artificial Intelligence in Medicine
Learning patterns in the dynamics of biological networks
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
A multi-objective multi-modal optimization approach for mining stable spatio-temporal patterns
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Temporal data mining for the quality assessment of hemodialysis services
Artificial Intelligence in Medicine
An efficient approach for building customer profiles from business data
Expert Systems with Applications: An International Journal
Keeping the resident in the loop: adapting the smart home to the user
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
"Same, Same but Different" A Survey on Duplicate Detection Methods for Situation Awareness
OTM '09 Proceedings of the Confederated International Conferences, CoopIS, DOA, IS, and ODBASE 2009 on On the Move to Meaningful Internet Systems: Part II
Clustering of time series data-a survey
Pattern Recognition
TOD: Temporal outlier detection by using quasi-functional temporal dependencies
Data & Knowledge Engineering
Mining consequence events in temporal health data
Intelligent Data Analysis - Knowledge Discovery in Bioinformatics
Efficient temporal pattern mining for humanoid robot
Proceedings of the 1st Amrita ACM-W Celebration on Women in Computing in India
A multidimensional temporal abstractive data mining framework
HIKM '10 Proceedings of the Fourth Australasian Workshop on Health Informatics and Knowledge Management - Volume 108
A three-scan algorithm to mine high on-shelf utility itemsets
ACIIDS'10 Proceedings of the Second international conference on Intelligent information and database systems: Part II
Discovery of high utility itemsets from on-shelf time periods of products
Expert Systems with Applications: An International Journal
Automatic image semantic interpretation using social action and tagging data
Multimedia Tools and Applications
A comparative study of signature based indexes for efficient retrieval of temporal patterns
Proceedings of the International Conference & Workshop on Emerging Trends in Technology
Functional brain imaging with multi-objective multi-modal evolutionary optimization
PPSN'06 Proceedings of the 9th international conference on Parallel Problem Solving from Nature
Mining association rules in temporal document collections
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
SGPM: static group pattern mining using apriori-like sliding window
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Mining association rules from multi-stream time series data on multiprocessor systems
ISPA'05 Proceedings of the Third international conference on Parallel and Distributed Processing and Applications
Exploiting efficient parallelism for mining rules in time series data
HPCC'05 Proceedings of the First international conference on High Performance Computing and Communications
Discovery of spatiotemporal patterns in mobile environment
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
On mining 2 step walking pattern from mobile users
ICCSA'06 Proceedings of the 6th international conference on Computational Science and Its Applications - Volume Part I
Modeling and mining the rule evolution
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
Discovering richer temporal association rules from interval-based data
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Temporal evolution and local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Mining expressive temporal associations from complex data
MLDM'05 Proceedings of the 4th international conference on Machine Learning and Data Mining in Pattern Recognition
An iterative method for mining frequent temporal patterns
EUROCAST'05 Proceedings of the 10th international conference on Computer Aided Systems Theory
Distance measure for querying sequences of temporal intervals
Proceedings of the 4th International Conference on PErvasive Technologies Related to Assistive Environments
Learning rules with complex temporal patterns in biomedical domains
AIME'05 Proceedings of the 10th conference on Artificial Intelligence in Medicine
A unified framework for heterogeneous patterns
Information Systems
Temporal data mining for smart homes
Designing Smart Homes
An adaptive sensor mining framework for pervasive computing applications
Sensor-KDD'08 Proceedings of the Second international conference on Knowledge Discovery from Sensor Data
A modified parallel optimization system for updating large-size time-evolving flow matrix
Information Sciences: an International Journal
Analysis of cluster migrations using self-organizing maps
PAKDD'11 Proceedings of the 15th international conference on New Frontiers in Applied Data Mining
Learning driving behavior by timed syntactic pattern recognition
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Temporal data mining with up-to-date pattern trees
Expert Systems with Applications: An International Journal
A tree structure for event-based sequence mining
Knowledge-Based Systems
Efficient content-based indexing of sequential data with bitmaps
Proceedings of the Second International Conference on Computational Science, Engineering and Information Technology
Mining generalized temporal patterns based on fuzzy counting
Expert Systems with Applications: An International Journal
A decentralized approach for mining event correlations in distributed system monitoring
Journal of Parallel and Distributed Computing
Cross-Correlation Measure for Mining Spatio-Temporal Patterns
Journal of Database Management
Hybrid intelligent methods for arrhythmia detection and geriatric depression diagnosis
Applied Soft Computing
On-shelf utility mining with negative item values
Expert Systems with Applications: An International Journal
Hi-index | 0.01 |
With the increase in the size of data sets, data mining has recently become an important research topic and is receiving substantial interest from both academia and industry. At the same time, interest in temporal databases has been increasing and a growing number of both prototype and implemented systems are using an enhanced temporal understanding to explain aspects of behavior associated with the implicit time-varying nature of the universe. This paper investigates the confluence of these two areas, surveys the work to date, and explores the issues involved and the outstanding problems in temporal data mining.