By Ana L. C. Bazzan (auth.), Longbing Cao, Vladimir Gorodetsky, Jiming Liu, Gerhard Weiss, Philip S. Yu (eds.)
This ebook constitutes the completely refereed post-conference court cases of the 4th overseas Workshop on brokers and information Mining interplay, ADMI 2009, held in Budapest, Hungary in might 10-15, 2009 as an linked occasion of AAMAS 2009, the eighth foreign Joint convention on self reliant brokers and Multiagent Systems.
The 12 revised papers and a pair of invited talks provided have been conscientiously reviewed and chosen from a variety of submissions. equipped in topical sections on agent-driven info mining, info mining pushed brokers, and agent mining functions, the papers exhibit the exploiting of agent-driven facts mining and the resolving of serious information mining difficulties in concept and perform; find out how to increase information mining-driven brokers, and the way information mining can boost agent intelligence in learn and useful purposes. topics which are additionally addressed are exploring the combination of brokers and information mining in the direction of a super-intelligent details processing and structures, and picking demanding situations and instructions for destiny study at the synergy among brokers and knowledge mining.
Read Online or Download Agents and Data Mining Interaction: 4th International Workshop, ADMI 2009, Budapest, Hungary, May 10-15,2009, Revised Selected Papers PDF
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Extra resources for Agents and Data Mining Interaction: 4th International Workshop, ADMI 2009, Budapest, Hungary, May 10-15,2009, Revised Selected Papers
Data Intelligence) tells interesting stories and/or indicators hidden in data about a business problem. The intelligence of data emerges in the form of interesting patterns and actionable knowledge. There are two levels of data intelligence: – General level of data intelligence: refers to the knowledge identified from explicit data, presenting general knowledge about a business problem, and – In-depth level of data intelligence: refers to the knowledge identified in more complex data, using more advanced techniques, or disclosing much deeper information and knowledge about a problem.
Zhang A typical understanding of the above mutual issues existing in agents and data mining is from the angle of ubiquitous intelligence. Ubiquitous intelligence surrounds a real-world agent mining problem can be identified and categorized into the following types. – – – – – – Data intelligence, Human intelligence, Domain intelligence, Network intelligence, Organizational intelligence, and Social intelligence. Furthermore, for agents, data mining and agent mining, it is necessary to not only involve an individual type of the above intelligence, but also consolidate the relevant ubiquitous intelligence into the modeling, evaluation, working process and systems.
2 Aims of Involving Human Intelligence The importance of involving human into data mining has been widely recognized. With the systematic specification of human intelligence, we are able to convert agent mining toward more human-centered, interactive, dynamic and user-friendly, enhancing the capability of dealing with complex agent mining issues, forming closed-loop agent mining systems, and strengthening the usability of agent mining. – Human-centered capability: The involvement of human, including individual and group knowledge, experience, preferences, cognition, thinking, reasoning etc.