Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Incremental and interactive sequence mining
Proceedings of the eighth international conference on Information and knowledge management
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Visualizing association rules with interactive mosaic plots
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
STOC '01 Proceedings of the thirty-third annual ACM symposium on Theory of computing
Multi-dimensional sequential pattern mining
Proceedings of the tenth international conference on Information and knowledge management
Efficient runtime generation of association rules
Proceedings of the tenth international conference on Information and knowledge management
Maintenance of Discovered Association Rules in Large Databases: An Incremental Updating Technique
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
A General Incremental Technique for Maintaining Discovered Association Rules
Proceedings of the Fifth International Conference on Database Systems for Advanced Applications (DASFAA)
Frequency Estimation of Internet Packet Streams with Limited Space
ESA '02 Proceedings of the 10th Annual European Symposium on Algorithms
A simple algorithm for finding frequent elements in streams and bags
ACM Transactions on Database Systems (TODS)
Association Analysis with One Scan of Databases
ICDM '02 Proceedings of the 2002 IEEE International Conference on Data Mining
Mining Frequent Itemsets in Distributed and Dynamic Databases
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
A High-Performance Distributed Algorithm for Mining Association Rules
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Mining concept-drifting data streams using ensemble classifiers
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Finding recent frequent itemsets adaptively over online data streams
Proceedings of the ninth ACM SIGKDD international conference on Knowledge discovery and data mining
Dynamically maintaining frequent items over a data stream
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Finding frequent items in data streams
Theoretical Computer Science - Special issue on automata, languages and programming
Combining visual techniques for Association Rules exploration
Proceedings of the working conference on Advanced visual interfaces
MAIDS: mining alarming incidents from data streams
SIGMOD '04 Proceedings of the 2004 ACM SIGMOD international conference on Management of data
Moment: Maintaining Closed Frequent Itemsets over a Stream Sliding Window
ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining
Mining Sequential Patterns from Multidimensional Sequence Data
IEEE Transactions on Knowledge and Data Engineering
What's hot and what's not: tracking most frequent items dynamically
ACM Transactions on Database Systems (TODS) - Special Issue: SIGMOD/PODS 2003
ACM SIGMOD Record
Approximate frequency counts over data streams
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
StatStream: statistical monitoring of thousands of data streams in real time
VLDB '02 Proceedings of the 28th international conference on Very Large Data Bases
VLDB '04 Proceedings of the Thirtieth international conference on Very large data bases - Volume 30
When to update the sequential patterns of stream data?
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Association rule mining in peer-to-peer systems
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Parallel and distributed methods for incremental frequent itemset mining
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A clustering-based prefetching scheme on a Web cache environment
Computers and Electrical Engineering
Interactive mining of frequent itemsets over arbitrary time intervals in a data stream
ADC '08 Proceedings of the nineteenth conference on Australasian database - Volume 75
Designing an inductive data stream management system: the stream mill experience
SSPS '08 Proceedings of the 2nd international workshop on Scalable stream processing system
NBiS '08 Proceedings of the 2nd international conference on Network-Based Information Systems
IDEAS '08 Proceedings of the 2008 international symposium on Database engineering & applications
Conceptual modeling rules extracting for data streams
Knowledge-Based Systems
Mining frequent itemsets over data streams using efficient window sliding techniques
Expert Systems with Applications: An International Journal
Incremental updates of closed frequent itemsets over continuous data streams
Expert Systems with Applications: An International Journal
Mining Weighted Frequent Patterns Using Adaptive Weights
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
Efficient Single-Pass Mining of Weighted Interesting Patterns
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Handling Dynamic Weights in Weighted Frequent Pattern Mining
IEICE - Transactions on Information and Systems
Interactive mining of top-K frequent closed itemsets from data streams
Expert Systems with Applications: An International Journal
Sliding window-based frequent pattern mining over data streams
Information Sciences: an International Journal
Data Stream Prediction Using Incremental Hidden Markov Models
DaWaK '09 Proceedings of the 11th International Conference on Data Warehousing and Knowledge Discovery
Efficient and effective RFID data warehousing
IDEAS '09 Proceedings of the 2009 International Database Engineering & Applications Symposium
Proceedings of the 2009 International Conference on Hybrid Information Technology
Mining frequent itemsets in time-varying data streams
Proceedings of the 18th ACM conference on Information and knowledge management
Online mining of temporal maximal utility itemsets from data streams
Proceedings of the 2010 ACM Symposium on Applied Computing
Mining disjunctive sequential patterns from news stream
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Event-based lossy compression for effective and efficient OLAP over data streams
Data & Knowledge Engineering
An association model of sensor properties for event diffusion spotting sensor networks
APWeb'08 Proceedings of the 10th Asia-Pacific web conference on Progress in WWW research and development
A test paradigm for detecting changes in transactional data streams
DASFAA'08 Proceedings of the 13th international conference on Database systems for advanced applications
Mining top-k frequent closed itemsets over data streams using the sliding window model
Expert Systems with Applications: An International Journal
Mobile video user revisit analysis based on multi-day visiting patterns
ICACT'10 Proceedings of the 12th international conference on Advanced communication technology
Research issues in mining multiple data streams
Proceedings of the First International Workshop on Novel Data Stream Pattern Mining Techniques
Using data mining to handle missing data in multi-hop sensor network applications
Proceedings of the Ninth ACM International Workshop on Data Engineering for Wireless and Mobile Access
DEMS: a data mining based technique to handle missing data in mobile sensor network applications
Proceedings of the Seventh International Workshop on Data Management for Sensor Networks
DBOD-DS: distance based outlier detection for data
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part I
Online event correlations analysis in system logs of large-scale cluster systems
NPC'10 Proceedings of the 2010 IFIP international conference on Network and parallel computing
Detecting movement patterns with wireless sensor networks: application to bird behavior
Proceedings of the 8th International Conference on Advances in Mobile Computing and Multimedia
Discovery of frequent patterns in transactional data streams
Transactions on large-scale data- and knowledge-centered systems II
Frequent itemset mining of uncertain data streams using the damped window model
Proceedings of the 2011 ACM Symposium on Applied Computing
Discovery of frequent patterns in transactional data streams
Transactions on large-scale data- and knowledge-centered systems II
A green wireless sensor network for environmental monitoring and risk identification
International Journal of Sensor Networks
Towards the effective temporal association mining of spam blacklists
Proceedings of the 8th Annual Collaboration, Electronic messaging, Anti-Abuse and Spam Conference
Frequent pattern mining from time-fading streams of uncertain data
DaWaK'11 Proceedings of the 13th international conference on Data warehousing and knowledge discovery
Online outlier detection for data streams
Proceedings of the 15th Symposium on International Database Engineering & Applications
Efficient incremental breadth-depth XML event mining
Proceedings of the 15th Symposium on International Database Engineering & Applications
A landmark-model based system for mining frequent patterns from uncertain data streams
Proceedings of the 15th Symposium on International Database Engineering & Applications
An empirical analysis of revisit behaviors of monthly subscription-based mobile video services
GPC'10 Proceedings of the 5th international conference on Advances in Grid and Pervasive Computing
GPC'10 Proceedings of the 5th international conference on Advances in Grid and Pervasive Computing
Positive and negative association rule mining on XML data streams in database as a service concept
Expert Systems with Applications: An International Journal
Single-pass incremental and interactive mining for weighted frequent patterns
Expert Systems with Applications: An International Journal
Non-linear data stream compression: foundations and theoretical results
HAIS'12 Proceedings of the 7th international conference on Hybrid Artificial Intelligent Systems - Volume Part I
Expert Systems with Applications: An International Journal
Improved counter based algorithms for frequent pairs mining in transactional data streams
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Incremental Algorithm for Discovering Frequent Subsequences in Multiple Data Streams
International Journal of Data Warehousing and Mining
Active XML-based Web data integration
Information Systems Frontiers
Data stream clustering: A survey
ACM Computing Surveys (CSUR)
A novel real-time framework for extracting patterns from trajectory data streams
Proceedings of the 4th ACM SIGSPATIAL International Workshop on GeoStreaming
Proceedings of the Second International Conference on Innovative Computing and Cloud Computing
Stream mining on univariate uncertain data
Applied Intelligence
Research issues in outlier detection for data streams
ACM SIGKDD Explorations Newsletter
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There exist emerging applications of data streams that require association rule mining, such as network traffic monitoring and web click streams analysis. Different from data in traditional static databases, data streams typically arrive continuously in high speed with huge amount and changing data distribution. This raises new issues that need to be considered when developing association rule mining techniques for stream data. This paper discusses those issues and how they are addressed in the existing literature.