Mining quantitative association rules in large relational tables
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Exploratory mining and pruning optimizations of constrained associations rules
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Can we push more constraints into frequent pattern mining?
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Discovery of Frequent Episodes in Event Sequences
Data Mining and Knowledge Discovery
SPADE: An Efficient Algorithm for Mining Frequent Sequences
Machine Learning
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Mining Frequent Item Sets with Convertible Constraints
Proceedings of the 17th International Conference on Data Engineering
PrefixSpan: Mining Sequential Patterns by Prefix-Projected Growth
Proceedings of the 17th International Conference on Data Engineering
SPIRIT: Sequential Pattern Mining with Regular Expression Constraints
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
A new algorithm for gap constrained sequence mining
Proceedings of the 2004 ACM symposium on Applied computing
An Efficient Algorithm for Mining Frequent Sequences by a New Strategy without Support Counting
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
BIDE: Efficient Mining of Frequent Closed Sequences
ICDE '04 Proceedings of the 20th International Conference on Data Engineering
From sequential pattern mining to structured pattern mining: a pattern-growth approach
Journal of Computer Science and Technology
Mining Sequential Patterns by Pattern-Growth: The PrefixSpan Approach
IEEE Transactions on Knowledge and Data Engineering
TSP: Mining top-k closed sequential patterns
Knowledge and Information Systems
Efficient mining of sequential patterns with time constraints by delimited pattern growth
Knowledge and Information Systems
Discovering Frequent Arrangements of Temporal Intervals
ICDM '05 Proceedings of the Fifth IEEE International Conference on Data Mining
Looking for monotonicity properties of a similarity constraint on sequences
Proceedings of the 2006 ACM symposium on Applied computing
Efficient mining of group patterns from user movement data
Data & Knowledge Engineering
Mining progressive confident rules
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Discovering Frequent Closed Partial Orders from Strings
IEEE Transactions on Knowledge and Data Engineering
Computational aspects of mining maximal frequent patterns
Theoretical Computer Science
Comprehensive data warehouse exploration with qualified association-rule mining
Decision Support Systems
Constraint-based sequential pattern mining: the pattern-growth methods
Journal of Intelligent Information Systems
First-order temporal pattern mining with regular expression constraints
Data & Knowledge Engineering
Mining Nonambiguous Temporal Patterns for Interval-Based Events
IEEE Transactions on Knowledge and Data Engineering
Frequent Closed Sequence Mining without Candidate Maintenance
IEEE Transactions on Knowledge and Data Engineering
SQUIRE: Sequential pattern mining with quantities
Journal of Systems and Software
Analyzing sequential patterns in retail databases
Journal of Computer Science and Technology
Privacy preserving data mining of sequential patterns for network traffic data
Information Sciences: an International Journal
Efficient strategies for tough aggregate constraint-based sequential pattern mining
Information Sciences: an International Journal
A new framework for detecting weighted sequential patterns in large sequence databases
Knowledge-Based Systems
Permu-pattern: discovery of mutable permutation patterns with proximity constraint
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
CONTOUR: an efficient algorithm for discovering discriminating subsequences
Data Mining and Knowledge Discovery
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Efficient frequent sequence mining by a dynamic strategy switching algorithm
The VLDB Journal — The International Journal on Very Large Data Bases
Mining constraint-based patterns using automatic relaxation
Intelligent Data Analysis
A lower bound on the sample size needed to perform a significant frequent pattern mining task
Pattern Recognition Letters
Introducing Softness into Inductive Queries on String Databases
Proceedings of the 2007 conference on Databases and Information Systems IV: Selected Papers from the Seventh International Baltic Conference DB&IS'2006
Attribute Constrained Rules for Partially Labeled Sequence Completion
ICDM '09 Proceedings of the 9th Industrial Conference on Advances in Data Mining. Applications and Theoretical Aspects
Mining sequential patterns in the B2B environment
Journal of Information Science
Mining frequent arrangements of temporal intervals
Knowledge and Information Systems
An efficient data mining approach for discovering interesting knowledge from customer transactions
Expert Systems with Applications: An International Journal
Mining patterns of dyspepsia symptoms across time points using constraint association rules
PAKDD'03 Proceedings of the 7th Pacific-Asia conference on Advances in knowledge discovery and data mining
Efficiently mining closed constrained frequent ordered subtrees by using border information
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Semi-structure mining method for text mining with a chunk-based dependency structure
PAKDD'07 Proceedings of the 11th Pacific-Asia conference on Advances in knowledge discovery and data mining
Continuous constraint query evaluation for spatiotemporal streams
SSTD'07 Proceedings of the 10th international conference on Advances in spatial and temporal databases
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
A flexible and efficient sequential pattern mining algorithm
International Journal of Intelligent Information and Database Systems
Mining weighted sequential patterns in a sequence database with a time-interval weight
Knowledge-Based Systems
New approach for the sequential pattern mining of high-dimensional sequence databases
Decision Support Systems
Beyond the usual suspects: context-aware revisitation support
Proceedings of the 22nd ACM conference on Hypertext and hypermedia
Constraint relaxations for discovering unknown sequential patterns
KDID'04 Proceedings of the Third international conference on Knowledge Discovery in Inductive Databases
Constraint-Based graph mining in large database
APWeb'05 Proceedings of the 7th Asia-Pacific web conference on Web Technologies Research and Development
Mining maximal correlated member clusters in high dimensional database
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Sequential pattern mining with time intervals
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Fast discovery of time-constrained sequential patterns using time-indexes
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
A general effective framework for monotony and tough constraint based sequential pattern mining
DaWaK'05 Proceedings of the 7th international conference on Data Warehousing and Knowledge Discovery
Discovering characteristic individual accessing behaviors in web environment
RSFDGrC'05 Proceedings of the 10th international conference on Rough Sets, Fuzzy Sets, Data Mining, and Granular Computing - Volume Part II
A pruning technique to discover correlated sequential patterns in retail databases
AI'06 Proceedings of the 19th Australian joint conference on Artificial Intelligence: advances in Artificial Intelligence
Mining sequential support affinity patterns with weight constraints
ICDCIT'06 Proceedings of the Third international conference on Distributed Computing and Internet Technology
Client- and server-side revisitation prediction with SUPRA
Proceedings of the 2nd International Conference on Web Intelligence, Mining and Semantics
Effective next-items recommendation via personalized sequential pattern mining
DASFAA'12 Proceedings of the 17th international conference on Database Systems for Advanced Applications - Volume Part II
Multi-Dimensional Relational Sequence Mining
Fundamenta Informaticae - Progress on Multi-Relational Data Mining
Proceedings of the CUBE International Information Technology Conference
A complete chronicle discovery approach: application to activity analysis
Expert Systems: The Journal of Knowledge Engineering
Sequential pattern mining -- approaches and algorithms
ACM Computing Surveys (CSUR)
Mining interesting user behavior patterns in mobile commerce environments
Applied Intelligence
CSSF-trie structure to mine constraint sequential patterns from progressive database
International Journal of Knowledge Engineering and Data Mining
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Constraints are essential for many sequential pattern mining applications. However, there is no systematic study on constraint-based sequential pattern mining. In this paper, we investigate this issue and point out that the framework developed for constrained frequent-pattern mining does not fit our missions well. An extended framework is developed based on a sequential pattern growth methodology. Our study shows that constraints can be effectively and efficiently pushed deep into sequential pattern mining under this new framework. Moreover, this framework can be extended to constraint-based structured pattern mining as well.