By Dunja Mladenic, Nada Lavrač, Marko Bohanec, Steve Moyle
Data mining offers with discovering styles in info which are by way of user-definition, fascinating and legitimate. it's an interdisciplinary sector concerning databases, computer studying, development acceptance, statistics, visualization and others.
Decision help makes a speciality of constructing platforms to assist decision-makers clear up difficulties. choice aid presents a variety of knowledge research, simulation, visualization and modeling recommendations, and software program instruments akin to selection aid platforms, team selection help and mediation structures, professional structures, databases and knowledge warehouses.
Independently, information mining and choice aid are well-developed study parts, yet earlier there was no systematic try and combine them. Data Mining and determination help: Integration and Collaboration, written by means of best researchers within the box, offers a conceptual framework, plus the equipment and instruments for integrating the 2 disciplines and for making use of this expertise to enterprise difficulties in a collaborative surroundings.
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Extra info for Data Mining and Decision Support: Integration and Collaboration
The development of tools for hierarchical document categorization was the outcome of applying text mining to this problem (Mladenic, 1998, Mladenic and Grobelnik, 1999). The third application for text mining was interesting to several end users. This was improving the usability of a Web site through the use of user profiling and Web access analysis. One of the end users was the Chamber of commerce and industry of Slovenia, as one of their key activities was providing information via a wellstructured Web site to a number of registered users.
Broadly speaking, decision sciences addresses three fundamental and inter-related questions. First. how should a 'rational' person make decisions? This question is at the heart of economics, and often serves as a baseline for evaluating human decision-making. Second. how do people really make decisions? Recent research has explored the ways in which people are 'boundedly rational', and utilize rules-of-thumb and shortcuts to formulate judgments and to choose among 25 Decision support alternatives.
Here 80% is called confidence of the rule, and 10% support of the rule. The confidence of the rule is calculated as the ratio of the number of records having true values for all items in X and Y to the number of records having true values for all items in X. The support of the rule is the ratio of the number of records having true values for all items in X and Y to the number of all records in the database. The task is to find all association rules that satisfy minimum support and minimum confidence constraints.