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SEWEBAR-CMS: Semantic Analytical Report Authoring for Data Mining Results
"... SEWEBAR-CMS is a set of extensions for the Joomla! Content Management System (CMS) that extends it with functionality required to serve as a communication platform between the data analyst, domain expert and the report user. SEWEBAR-CMS integrates with existing data mining software through PMML. Bac ..."
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SEWEBAR-CMS is a set of extensions for the Joomla! Content Management System (CMS) that extends it with functionality required to serve as a communication platform between the data analyst, domain expert and the report user. SEWEBAR-CMS integrates with existing data mining software through PMML. Background knowledge is entered via a web-based elicitation interface and is preserved in documents conforming to the proposed Background Knowledge Exchange Format (BKEF) specification. SEWEBAR-CMS offers web service integration with semantic knowledge bases, into which PMML and BKEF data are stored. Combining domain knowledge and mining model visualizations with results of queries against the knowledge base, the data analyst conveys the results of the mining through a semiautomatically generated textual analytical report to the end user. The paper demonstrates the use of SEWEBAR-CMS on a real-world task from the cardiological domain and presents a user study showing that the proposed report authoring support leads to a statistically significant decrease in the time needed to author the analytical report.
KNOWTA: Wiki-Enabled Social Tagging for Collaborative Knowledge and Experience Management
"... Abstract. Social tagging systems are a useful tool for collaborative knowledge management: They enable the flexible collection, annotation, organization, and distribution of resources and information. A combination with wiki systems then provides powerful but easy to use approaches for a broad range ..."
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Abstract. Social tagging systems are a useful tool for collaborative knowledge management: They enable the flexible collection, annotation, organization, and distribution of resources and information. A combination with wiki systems then provides powerful but easy to use approaches for a broad range of applications. This paper describes a wiki-enabled social tagging system for knowledge and experience management, and presents its application using a case-study in the medical domain. 1
International Journal on Artificial Intelligence Tools c ○ World Scientific Publishing Company A Semi-Automatic Approach for Confounding-Aware Subgroup Discovery
"... This paper presents a semi-automatic approach for confounding-aware subgroup discovery: Confounding essentially disturbs the measured effect of an association between variables due to the influence of other parameters that were not considered. The proposed method is embedded into a general subgroup ..."
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This paper presents a semi-automatic approach for confounding-aware subgroup discovery: Confounding essentially disturbs the measured effect of an association between variables due to the influence of other parameters that were not considered. The proposed method is embedded into a general subgroup discovery approach, and provides the means for detecting potentially confounded subgroup patterns, other unconfounded relations, and/or patterns that are affected by effect-modification. Since there is no purely automatic test for confounding, the discovered relations are presented to the user in a semiautomatic approach. Furthermore, we utilize (causal) domain knowledge for improving the results of the algorithm, since confounding is itself a causal concept. The applicability and benefit of the presented technique is illustrated by real-world examples from a case-study in the medical domain. 1.

