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232,606
Describing the Data Mining Process with DMSL
- In Proceedings of the ADBIS 2002 Communications, the Sixth East-European Conference on Advances in Databases and Information Systems (ADBIS 2002
, 2002
"... Abstract. The state of the art in the domain of knowledge discovery in databases (KDD) and data mining (DM) has reached the point where the existence of various languages is becoming highly desirable. This paper presents an XML-based language called DMSL (Data Mining Specification Language). Its pur ..."
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Cited by 4 (2 self)
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purpose is to provide the framework for platform-independent definition of the whole data mining process, and exchange and sharing of DM projects among different applications, possibly operating in heterogeneous environments. We assume that the reader is familiar with the notions of XML, knowledge
Intelligent Assistance for the Data Mining Process: . . .
- IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
, 2002
"... A data mining (DM) process involves multiple stages. A simple, but typical, process might include preprocessing data, applying a data-mining algorithm, and postprocessing the mining results. There are many possible choices for each stage, and only some combinations are valid. Because of the large ..."
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A data mining (DM) process involves multiple stages. A simple, but typical, process might include preprocessing data, applying a data-mining algorithm, and postprocessing the mining results. There are many possible choices for each stage, and only some combinations are valid. Because
An ontology driven data mining process
- In: Proc. ICEIS conference
, 2008
"... HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte p ..."
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Cited by 2 (1 self)
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HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et a ̀ la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.
Quality assessment and Uncertainty Handling in Data Mining Process
- Proc, EDBT Conference
, 2000
"... The KDD process aims at the discovery and extraction of "useful" knowledge (such as interesting patterns, classification, rules etc) from large data repositories. A widely recognized requirement is that the patterns discovered must be valid and ultimately comprehensible (i.e., to be easily ..."
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Cited by 3 (0 self)
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.e., to be easily understood by analysts). Another requirement that is under-addressed in KDD process is the reveal and the handling of uncertainty in the main data mining processes of clustering, classification and association rules extraction.
Feature ranking derived from data mining process
, 2008
"... Abstract. Most common feature ranking methods are based on the statistical approach. This paper compare several statistical methods with new method for feature ranking derived from data mining process. This method ranks features depending on percentage of child units that survived the selection proc ..."
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Cited by 3 (2 self)
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Abstract. Most common feature ranking methods are based on the statistical approach. This paper compare several statistical methods with new method for feature ranking derived from data mining process. This method ranks features depending on percentage of child units that survived the selection
Using Automated Planning for Improving Data Mining Processes
, 2009
"... This paper presents a distributed architecture for automating data mining processes using standard languages. Data mining is a difficult task that relies on an exploratory and analytic process of processing large quantities of data in order to discover meaningful patterns. The increasing heterogenei ..."
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Cited by 3 (0 self)
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This paper presents a distributed architecture for automating data mining processes using standard languages. Data mining is a difficult task that relies on an exploratory and analytic process of processing large quantities of data in order to discover meaningful patterns. The increasing
Subjective Measures and their Role in Data Mining Process
- In Proceedings of the 6 th International Conference on Cognitive Systems
, 2004
"... Knowledge Discovery in Databases (KDD) is the process of extracting previously unknown, hidden and interesting patterns from a huge amount of data stored in databases. Data mining is a stage of the entire KDD process that involves applying a particular data mining algorithm to extract an interesting ..."
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Cited by 7 (3 self)
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Knowledge Discovery in Databases (KDD) is the process of extracting previously unknown, hidden and interesting patterns from a huge amount of data stored in databases. Data mining is a stage of the entire KDD process that involves applying a particular data mining algorithm to extract
How to Semantically Enhance a Data Mining Process
- In Enterprise Information Systems
, 2009
"... HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte p ..."
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Cited by 7 (0 self)
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HAL is a multi-disciplinary open access archive for the deposit and dissemination of sci-entific research documents, whether they are pub-lished or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et a ̀ la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés.
Modelling Data Mining Processes on a Conceptual Level
, 2005
"... Today many di#erent software tools for Decision Support exist; the same is true for Data Mining which can be seen as a particularly challenging sub-area of Decision Support. Choosing the most suitable tool for a particular industrial data mining application is becoming di#cult, especially for ind ..."
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for industrial decision makers whose expertise is in a di#erent field. This paper provides a conceptual analysis of crucial features of current data mining software tools, by establishing an abstract view on typical processes in data mining. Thus a common terminology is given which simplifies the comparison
Results 1 - 10
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232,606