From data mining to knowledge discovery: an overview
Advances in knowledge discovery and data mining
Towards effective and interpretable data mining by visual interaction
ACM SIGKDD Explorations Newsletter
Advances in Distributed and Parallel Knowledge Discovery
Advances in Distributed and Parallel Knowledge Discovery
A Microeconomic View of Data Mining
Data Mining and Knowledge Discovery
What Makes Patterns Interesting in Knowledge Discovery Systems
IEEE Transactions on Knowledge and Data Engineering
Analyzing the Subjective Interestingness of Association Rules
IEEE Intelligent Systems
Action-Rules: How to Increase Profit of a Company
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
Applying Objective Interestingness Measures in Data Mining Systems
PKDD '00 Proceedings of the 4th European Conference on Principles of Data Mining and Knowledge Discovery
On Objective Measures of Rule Surprisingness
PKDD '98 Proceedings of the Second European Symposium on Principles of Data Mining and Knowledge Discovery
Report on the SIGKDD-2002 panel the perfect data mining tool: interactive or automated?
ACM SIGKDD Explorations Newsletter
Mining intrusion detection alarms for actionable knowledge
Proceedings of the eighth ACM SIGKDD international conference on Knowledge discovery and data mining
Multi-agent Technology for Distributed Data Mining and Classification
IAT '03 Proceedings of the IEEE/WIC International Conference on Intelligent Agent Technology
Summary from the KDD-03 panel: data mining: the next 10 years
ACM SIGKDD Explorations Newsletter
More Than an Answer: Information Relationships for Actionable Knowledge
Organization Science
A critical review of multi-objective optimization in data mining: a position paper
ACM SIGKDD Explorations Newsletter
Agent Intelligence Through Data Mining (Multiagent Systems, Artificial Societies, and Simulated Organizations)
Discovering interesting patterns through user's interactive feedback
Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining
Extracting Actionable Knowledge from Decision Trees
IEEE Transactions on Knowledge and Data Engineering
Domain-Driven, Actionable Knowledge Discovery
IEEE Intelligent Systems
Knowledge actionability: satisfying technical and business interestingness
International Journal of Business Intelligence and Data Mining
Agent Mining: The Synergy of Agents and Data Mining
IEEE Intelligent Systems
Data Mining and Multi-agent Integration
Data Mining and Multi-agent Integration
Post-mining of Association Rules: Techniques for Effective Knowledge Extraction
Post-mining of Association Rules: Techniques for Effective Knowledge Extraction
Metasynthesis: M-space, M-interaction, and M-computing for open complex giant systems
IEEE Transactions on Systems, Man, and Cybernetics, Part A: Systems and Humans
Distributed data mining and agents
Engineering Applications of Artificial Intelligence
Domain Driven Data Mining
Agent-mining interaction: an emerging area
AIS-ADM'07 Proceedings of the 2nd international conference on Autonomous intelligent systems: agents and data mining
Domain-Driven Data Mining: Challenges and Prospects
IEEE Transactions on Knowledge and Data Engineering
In-depth behavior understanding and use: The behavior informatics approach
Information Sciences: an International Journal
Flexible Frameworks for Actionable Knowledge Discovery
IEEE Transactions on Knowledge and Data Engineering
Post-analysis of learned rules
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
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
Performance evaluation of an agent based distributed data mining system
AI'05 Proceedings of the 18th Canadian Society conference on Advances in Artificial Intelligence
Combined Mining: Discovering Informative Knowledge in Complex Data
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
A brief introduction to agent mining
Autonomous Agents and Multi-Agent Systems
Proceedings of the ACM SIGKDD Workshop on Interactive Data Exploration and Analytics
Utilizing BDI Agents and a Topological Theory for Mining Online Social Networks
Fundamenta Informaticae - To Andrzej Skowron on His 70th Birthday
| Hi-index | 0.00 |
Actionable knowledge has been qualitatively and intensively studied in the social sciences. Its marriage with data mining is only a recent story. On the one hand, data mining has been booming for a while and has attracted an increasing variety of increasing applications. On the other, it is a reality that the so-called knowledge discovered from data by following the classic frameworks often cannot support meaningful decision-making actions. This shows the poor relationship and significant gap between data mining research and practice, and between knowledge, power, and action, and forms an increasing imbalance between research outcomes and business needs. Thorough and innovative retrospection and thinking are timely in bridging the gaps and promoting data mining toward next-generation research and development: namely, the paradigm shift from knowledge discovery from data to actionable knowledge discovery and delivery. © 2012 Wiley Periodicals, Inc. © 2012 Wiley Periodicals, Inc.