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
An effective hash-based algorithm for mining association rules
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Mining quantitative association rules in large relational tables
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Data mining using two-dimensional optimized association rules: scheme, algorithms, and visualization
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
An overview of data warehousing and OLAP technology
ACM SIGMOD Record
Beyond market baskets: generalizing association rules to correlations
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A fast distributed algorithm for mining association rules
DIS '96 Proceedings of the fourth international conference on on Parallel and distributed information systems
Data Mining: An Overview from a Database Perspective
IEEE Transactions on Knowledge and Data Engineering
Parallel Mining of Association Rules
IEEE Transactions on Knowledge and Data Engineering
Data-Driven Discovery of Quantitative Rules in Relational Databases
IEEE Transactions on Knowledge and Data Engineering
Set-Oriented Mining for Association Rules in Relational Databases
ICDE '95 Proceedings of the Eleventh 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
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
An Efficient Algorithm for Mining Association Rules in Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
A New SQL-like Operator for Mining Association Rules
VLDB '96 Proceedings of the 22th International Conference on Very Large Data Bases
Discovery of Spatial Association Rules in Geographic Information Databases
SSD '95 Proceedings of the 4th International Symposium on Advances in Spatial Databases
Proceedings of the 8th ACM international symposium on Advances in geographic information systems
Mining hybrid sequential patterns and sequential rules
Information Systems
A Graph-Based Approach for Discovering Various Types of Association Rules
IEEE Transactions on Knowledge and Data Engineering
Tree structure for efficient data mining using rough sets
Pattern Recognition Letters - Special issue: Rough sets, pattern recognition and data mining
Incremental Quantitative Rule Derivation by Multidimensional Data Partitioning
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Mining Generalized Multiple-Level Association Rules
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Discovery of Generalized Association Rules with Multiple Minimum Supports
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Interesting Fuzzy Association Rules in Quantitative Databases
PKDD '01 Proceedings of the 5th European Conference on Principles of Data Mining and Knowledge Discovery
Information Processing and Management: an International Journal
Unified descriptive language for association rules in data mining
Second international workshop on Intelligent systems design and application
Mining inter-organizational retailing knowledge for an alliance formed by competitive firms
Information and Management
Itemset Trees for Targeted Association Querying
IEEE Transactions on Knowledge and Data Engineering
Integrating Fuzziness into OLAP for Multidimensional Fuzzy Association Rules Mining
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
An efficient method for mining associated service patterns in mobile web environments
Proceedings of the 2003 ACM symposium on Applied computing
Inducing Multi-Level Association Rules from Multiple Relations
Machine Learning
An efficient cluster and decomposition algorithm for mining association rules
Information Sciences—Informatics and Computer Science: An International Journal
Employing OLAP mining for multiagent reinforcement learning
Design and application of hybrid intelligent systems
Generating a Condensed Representation for Association Rules
Journal of Intelligent Information Systems
Maximal Association Rules: A Tool for Mining Associations in Text
Journal of Intelligent Information Systems
Market basket analysis in a multiple store environment
Decision Support Systems
Automated generalization of fuzzy concept hierarchies for attribute-oriented induction purposes
DBA'06 Proceedings of the 24th IASTED international conference on Database and applications
HYPE: mining hierarchical sequential patterns
DOLAP '06 Proceedings of the 9th ACM international workshop on Data warehousing and OLAP
An integrated approach for operational knowledge acquisition of refuse incinerators
Expert Systems with Applications: An International Journal
Fuzzy taxonomy, quantitative database and mining generalized association rules
Intelligent Data Analysis
Association mining in time-varying domains
Intelligent Data Analysis
Searching for high-support itemsets in itemset trees
Intelligent Data Analysis
Using customer knowledge in designing electronic catalog
Expert Systems with Applications: An International Journal
Efficient mining of weighted interesting patterns with a strong weight and/or support affinity
Information Sciences: an International Journal
Evaluating generalized association rules through objective measures
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
An innovative algorithm for mining multilevel association rules
AIAP'07 Proceedings of the 25th conference on Proceedings of the 25th IASTED International Multi-Conference: artificial intelligence and applications
Generating concise association rules
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Applying Cross-Level Association Rule Mining to Cold-Start Recommendations
WI-IATW '07 Proceedings of the 2007 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Workshops
A novel approach for discovering retail knowledge with price information from transaction databases
Expert Systems with Applications: An International Journal
Knowledge discovery in Chinese medicine
Proceedings of the 2008 C3S2E conference
SemGrAM: integrating semantic graphs into association rule mining
AusDM '07 Proceedings of the sixth Australasian conference on Data mining and analytics - Volume 70
Online mining of fuzzy multidimensional weighted association rules
Applied Intelligence
Building rules on top of ontologies for the semantic web with inductive logic programming
Theory and Practice of Logic Programming
Data & Knowledge Engineering
On the Missing Link Between Frequent Pattern Discovery and Concept Formation
Inductive Logic Programming
Mining Interesting Infrequent and Frequent Itemsets Based on MLMS Model
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Deriving non-redundant approximate association rules from hierarchical datasets
Proceedings of the 17th ACM conference on Information and knowledge management
Pattern Taxonomy Mining for Information Filtering
AI '08 Proceedings of the 21st Australasian Joint Conference on Artificial Intelligence: Advances in Artificial Intelligence
Utilizing Non-redundant Association Rules from Multi-level Datasets
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Characterizing network traffic by means of the NetMine framework
Computer Networks: The International Journal of Computer and Telecommunications Networking
On pushing weight constraints deeply into frequent itemset mining
Intelligent Data Analysis
Mining Multiple Level Non-redundant Association Rules through Two-Fold Pruning of Redundancies
MLDM '09 Proceedings of the 6th International Conference on Machine Learning and Data Mining in Pattern Recognition
Mining multidimensional and multilevel sequential patterns
ACM Transactions on Knowledge Discovery from Data (TKDD)
Mining convergent and divergent sequences in multidimensional data
International Journal of Business Intelligence and Data Mining
Context-Aware User and Service Profiling by Means of Generalized Association Rules
KES '09 Proceedings of the 13th International Conference on Knowledge-Based and Intelligent Information and Engineering Systems: Part II
Expert Systems with Applications: An International Journal
Targeting customers via discovery knowledge for the insurance industry
Expert Systems with Applications: An International Journal
CBAR: an efficient method for mining association rules
Knowledge-Based Systems
Integrating fuzziness with OLAP association rules mining
MLDM'03 Proceedings of the 3rd international conference on Machine learning and data mining in pattern recognition
Mining rough association from text documents for web information gathering
Transactions on rough sets VII
International Journal of Intelligent Information and Database Systems
Designing customer-oriented catalogs in e-CRM using an effective self-adaptive genetic algorithm
Expert Systems with Applications: An International Journal
Mining negative generalized knowledge from relational databases
Knowledge-Based Systems
Mining disjunctive consequent association rules
Applied Soft Computing
Local and global recoding methods for anonymizing set-valued data
The VLDB Journal — The International Journal on Very Large Data Bases
Preknowledge-based generalized association rules mining
Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology
Generalized association rule mining using an efficient data structure
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Reliable representations for association rules
Data & Knowledge Engineering
From data to global generalized knowledge
Decision Support Systems
Effective mining of fuzzy multi-cross-level weighted association rules
ISMIS'06 Proceedings of the 16th international conference on Foundations of Intelligent Systems
An algorithm for mining lower closed itemsets
PDCAT'04 Proceedings of the 5th international conference on Parallel and Distributed Computing: applications and Technologies
ADMA'06 Proceedings of the Second international conference on Advanced Data Mining and Applications
A personalized product recommender for web retailers
AsiaSim'04 Proceedings of the Third Asian simulation conference on Systems Modeling and Simulation: theory and applications
A pattern-based approach to conceptual clustering in FOL
ICCS'06 Proceedings of the 14th international conference on Conceptual Structures: inspiration and Application
Using data mining technique to enhance tax evasion detection performance
Expert Systems with Applications: An International Journal
Generalized association rule mining with constraints
Information Sciences: an International Journal
Extracting semantically similar frequent patterns using ontologies
SEMCCO'11 Proceedings of the Second international conference on Swarm, Evolutionary, and Memetic Computing - Volume Part II
Clustering transactions with an unbalanced hierarchical product structure
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
AL-QuIn: An Onto-Relational Learning System for Semantic Web Mining
International Journal on Semantic Web & Information Systems
Discovery of Online Shopping Patterns Across Websites
INFORMS Journal on Computing
Healthcare trajectory mining by combining multidimensional component and itemsets
NFMCP'12 Proceedings of the First international conference on New Frontiers in Mining Complex Patterns
Pattern-based solution risk model for strategic IT outsourcing
ICDM'13 Proceedings of the 13th international conference on Advances in Data Mining: applications and theoretical aspects
Personalized tag recommendation based on generalized rules
ACM Transactions on Intelligent Systems and Technology (TIST) - Special Section on Intelligent Mobile Knowledge Discovery and Management Systems and Special Issue on Social Web Mining
Misleading Generalized Itemset discovery
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Knowledge reduction for decision tables with attribute value taxonomies
Knowledge-Based Systems
Editorial: data mining in electronic commerce - support vs. confidence
Journal of Theoretical and Applied Electronic Commerce Research
Discovering generalized association rules from Twitter
Intelligent Data Analysis
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A top-down progressive deepening method is developed for efficient mining of multiple-level association rules from large transaction databases based on the Apriori principle. A group of variant algorithms is proposed based on the ways of sharing intermediate results, with the relative performance tested and analyzed. The enforcement of different interestingness measurements to find more interesting rules, and the relaxation of rule conditions for finding 驴level-crossing驴 association rules, are also investigated in the paper. Our study shows that efficient algorithms can be developed from large databases for the discovery of interesting and strong multiple-level association rules.