A database perspective on knowledge discovery
Communications of the ACM
An overview of data warehousing and OLAP technology
ACM SIGMOD Record
Towards on-line analytical mining in large databases
ACM SIGMOD Record
Exploratory mining and pruning optimizations of constrained associations rules
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Integrating association rule mining with relational database systems: alternatives and implications
SIGMOD '98 Proceedings of the 1998 ACM SIGMOD international conference on Management of data
Exploratory mining via constrained frequent set queries
SIGMOD '99 Proceedings of the 1999 ACM SIGMOD international conference on Management of data
Database Systems Concepts
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Discovery of Multiple-Level Association Rules from 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
Towards an effective cooperation of the user and the computer for classification
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining
Mining and visualizing recommendation spaces for elliptic PDEs with continuous attributes
ACM Transactions on Mathematical Software (TOMS) - Special issue in honor of John Rice's 65th birthday
Molecular feature mining in HIV data
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Tri-plots: scalable tools for multidimensional data mining
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Sliding-window filtering: an efficient algorithm for incremental mining
Proceedings of the tenth international conference on Information and knowledge management
Scalable frequent-pattern mining methods: an overview
Tutorial notes of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Towards effective and interpretable data mining by visual interaction
ACM SIGKDD Explorations Newsletter
Investigating e-Market Evolution
ICCS '02 Proceedings of the International Conference on Computational Science-Part I
Data Mining as Constraint Logic Programming
Computational Logic: Logic Programming and Beyond, Essays in Honour of Robert A. Kowalski, Part II
Interactive Constraint-Based Sequential Pattern Mining
ADBIS '01 Proceedings of the 5th East European Conference on Advances in Databases and Information Systems
Identifying Arbitrage Opportunities in E-markets
EC-WEB '02 Proceedings of the Third International Conference on E-Commerce and Web Technologies
Entrepreneurial Intervention in an Electronic Market Place
IEA/AIE '02 Proceedings of the 15th international conference on Industrial and engineering applications of artificial intelligence and expert systems: developments in applied artificial intelligence
Dataset Filtering Techniques in Constraint-Based Frequent Pattern Mining
Proceedings of the ESF Exploratory Workshop on Pattern Detection and Discovery
A perspective on inductive databases
ACM SIGKDD Explorations Newsletter
Mining inter-organizational retailing knowledge for an alliance formed by competitive firms
Information and Management
Mining and visualizing recommendation spaces for PDE solvers: the continuous attributes case
Computational science, mathematics and software
Enterprise information systems IV
ExAMiner: Optimized Level-wise Frequent Pattern Mining with Monotone Constraints
ICDM '03 Proceedings of the Third IEEE International Conference on Data Mining
Visualizing constraint-based temporal association rules
Artificial Intelligence for Engineering Design, Analysis and Manufacturing
A Human-Computer Interactive Method for Projected Clustering
IEEE Transactions on Knowledge and Data Engineering
An Efficient Mining and Clustering Algorithm for Interactive Walk-Through Traversal Patterns
WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
Knowledge Discovery with Genetic Programming for Providing Feedback to Courseware Authors
User Modeling and User-Adapted Interaction
On the use of Human-Computer Interaction for Projected Nearest Neighbor Search
Data Mining and Knowledge Discovery
On condensed representations of constrained frequent patterns
Knowledge and Information Systems
Extending the state-of-the-art of constraint-based pattern discovery
Data & Knowledge Engineering
Soft constraint based pattern mining
Data & Knowledge Engineering
Toward Exploratory Test-Instance-Centered Diagnosis in High-Dimensional Classification
IEEE Transactions on Knowledge and Data Engineering
GAM: a guidance enabled association mining environment
International Journal of Business Intelligence and Data Mining
A constraint-based querying system for exploratory pattern discovery
Information Systems
3DM: Domain-oriented Data-driven Data Mining
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
The levelwise version space algorithm and its application to molecular fragment finding
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
A query language for analyzing networks
Proceedings of the 18th ACM conference on Information and knowledge management
Domain driven data mining to improve promotional campaign ROI and select marketing channels
Proceedings of the 18th ACM conference on Information and knowledge management
On interactive pattern mining from relational databases
KDID'06 Proceedings of the 5th international conference on Knowledge discovery in inductive databases
Domain-oriented data-driven data mining (3DM): simulation of human knowledge understanding
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Intelligence metasynthesis in building business intelligence systems
WImBI'06 Proceedings of the 1st WICI international conference on Web intelligence meets brain informatics
Density-based semi-supervised clustering
Data Mining and Knowledge Discovery
Integrating constraint programming and itemset mining
ECML PKDD'10 Proceedings of the 2010 European conference on Machine learning and knowledge discovery in databases: Part II
Techniques for finding similarity knowledge in OLAP reports
Expert Systems with Applications: An International Journal
Expert Systems with Applications: An International Journal
Reliable representations for association rules
Data & Knowledge Engineering
Inductive databases and constraint-based data mining
ICFCA'11 Proceedings of the 9th international conference on Formal concept analysis
Domain-Driven actionable knowledge discovery in the real world
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Interestingness is not a dichotomy: introducing softness in constrained pattern mining
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Pushing constraints to detect local patterns
LPD'04 Proceedings of the 2004 international conference on Local Pattern Detection
Pushing tougher constraints in frequent pattern mining
PAKDD'05 Proceedings of the 9th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
A relational query primitive for constraint-based pattern mining
Proceedings of the 2004 European conference on Constraint-Based Mining and Inductive Databases
3DM: Domain-oriented Data-driven Data Mining
Fundamenta Informaticae - Cognitive Informatics, Cognitive Computing, and Their Denotational Mathematical Foundations (II)
Mining event logs to support workflow resource allocation
Knowledge-Based Systems
Mining multidimensional frequent patterns from relational database
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
PMBC: Pattern mining from biological sequences with wildcard constraints
Computers in Biology and Medicine
| Hi-index | 4.10 |
Although many data-mining methodologies and systems have been developed in recent years, the authors contend that by and large, present mining models lack human involvement, particularly in the form of guidance and user control. They believe that data mining is most effective when the computer does what it does best--like searching large databases or counting--and users do what they do best, like specifying the current mining session's focus. This division of labor is best achieved through constraint-based mining, in which the user provides restraints that guide a search. Mining can also be improved by employing a multidimensional, hierarchical view of the data. Current data warehouse systems have provided a fertile ground for systematic development of this multidimensional mining. Together, constraint-based and multidimensional techniques can provide a more ad hoc, query-driven process that effectively exploits the semantics of data than those supported by current stand-alone data-mining systems.