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One Day Seminar - Data Mining in Practice

Intelligent Choices Preceeding Data Analysis [PPT]

Goals, Objectives and System Overview [PDF]

The Representation Race, Handling Time Phenomena [PPT] [PDF]


The Mining Mart Approach
Morik, Katharina and Scholz, Martin, "The MiningMart Approach to Knowledge Discovery in Databases". In: Ning Zhong and Jiming Liu (editors), Intelligent Technologies for Information Analysis, Springer, pages 47 -- 65, 2004.
Euler, Timm, "Publishing Operational Models of Data Mining Case Studies". In: Workshop on Data Mining Case Studies at the 5th IEEE International Conference on Data Mining (ICDM), pages 99 -- 106, Houston, Texas, USA, 2005.

Theoretical Papers
Euler, Timm and Scholz, Martin, "Using Ontologies in a KDD Workbench". In: Buitelaar, P. and Franke, J. and Grobelnik, M. and Paaß, G., and Svátek, V. (editors), Workshop on Knowledge Discovery and Ontologies at ECML/PKDD'04, pages 103--108, Pisa, Italy, 2004
Euler, Timm and Morik, Katharina and Scholz, Martin, "MiningMart: Sharing Successful KDD Processes". In: Hotho, Andreas and Stumme, Gerd (editors), LLWA 2003 -- Tagungsband der GI-Workshop-Woche Lehren -- Lernen -- Wissen -- Adaptivit?t, pages 121--122, 2003.
Euler, Timm, "Churn Prediction in Telecommunications Using MiningMart". In: Proceedings of the Workshop on Data Mining and Business (DMBiz) at the 9th European Conference on Principles and Practice in Knowledge Discovery in Databases (PKDD), Porto, Portugal, 2005.
Kietz, Jörg-Uwe and Vaduva, Anca and Zücker, Regina, "MiningMart: Metadata-Driven Preprocessing". In: The ECML/PKDD Workshop on Database Support for KDD, 2001.
Kietz, Jörg-Uwe and Vaduva, Anca and Zücker, Regina, "MiningMart: Combining Case-Based-Reasoning and Multi-Strategy Learning into a Framework to reuse KDD-Application". In: R.S. Michalki and P. Brazdil (editors), Fifth International Workshop on Multistrategy Learning (MSL2000), Guimares, Portugal, 2000.

Saitta, Lorenza and Kietz, Jörg-Uwe and Beccari, Giuseppe, "Specification of Pre-Processing Operators Requirements", 2000 [D1]
Saitta, Lorenza and Botta, Marco and Beccari, Giuseppe and Klinkenberg, Ralf, "Studies in Parameter Setting", 2000 [D2]
Wettschereck, Dietrich and Mueller, Stefan, "MiningMart Deliverable ", 2000 [D2.1]
Morik, Katharina and Liedtke, Harald, "Learning about Time", 2000 [D3]
Saitta, Lorenza and Beccari, Giuseppe and Serra, Alessandro, "Informed Parameter Setting", 2000 [D4.1]
Knobbe, Arno and Schipper, Adriaan and Brockhausen, Peter, "Domain Knowledge and Data Mining Process", 2000 [D5]
Kietz, Jörg-Uwe and Fiammengo, Anna and Beccari, Giuseppe and Zücker, Regina, "Data Sets, Meta-data and Preprocessing Operators at Swiss Life and CSELT", 2000 [D6.2]
Zücker, Regina, "Description of the M4-Relational Metadata-Schema within the Database", 2001 [D7a]
Zücker, Regina, "Description of the Metadata-Compiler using the M4-Relational Metadata-Schema", 2001 [D7b]
Morik, Katharina and Marco Botta and Klaus R. Dittrich and Jö-Uwe Kietz and Luigi Portinale and Anca Vaduva and Regina Zücker, "M4 -- The MiningMart Meta Model", 2001 [D8/9]
Haustein, Stefan, "Internet Presentation of MiningMart Cases", 2002 [D9]
Rem, Olaf, "Case Base of Preprocessing", 2002 [D10]
Scholz, Martin, "One Day Seminar -- Data Mining", 2003 [D11.1]
Rem, Olaf and Marten Trautwein, "Best practices report", 2002 [D11.3]
Lavermann, Bert and Olaf Rem "Description of the M4 Interface used by the HCI of WP12 ", 2002 [D12.2]
May, Michael and Detlef Geppert, "Description of the HCI for Pre-Processing Chains", 2002 [D12.3]
Rem, Olaf and Erik Darwinkel, "The Concept Editor", 2002 [D12.4]
Kietz, Jörg-Uwe"On the Learnability of Description Logic Programs", 2002 [D13]
Portinale, Luigi and Lorenza Saitta, "Feature Selection", 2002 [D14.1]
Euler, Timm, "Feature Selection with Support Vector Machines", 2002 [D14.3]
Berka, Petr and Radim Jirousek and Pavel Pudil, "Feature Selection Operators based on Information Theoretical Measures", 2002 [D14.4]
Brockhausen, Peter and Marc de Haas and Jörg-Uwe Kietz and Arno Knobbe and Olaf Rem and Regina Zücker and Nico Brandt, "Mining Multi-Relational Data", 2001 [D15]
Berka, Petr, "Discretization and Grouping operators", 2002 [D16.1]
Richeldi, Marco and Alessandro Perucci, "Mining data with the MiningMart system -- Evaluation Report", 2003 [D17.0]
Richeldi, Marco and Alessandro Perrucci, "Churn Analysis Case Study", 2002 [D17.2]
Chudzian, Cezary and Janusz Granat and Wieslaw Traczyk "Call Center Case ", 2003 [D17.2b]
Richeldi, Marco and Alessandro Perucci, "MiningMart Evaluation Report", 2002 [D17.3]
Granat, Janusz and Wieslaw Traczyk and Cezary Chudzian, "Evaluation report by NIT", 2003 [D17.3b]
Scholz, Martin and Timm Euler and Lorenza Saitta, "Applicability Constraints on Learning Operators", 2002 [D18]
Bathoorn, Ronnie and Nico Brandt and Marc de Haas and Olaf Rem, "Problem Modeling", 2001 [D19]
Morik, Katharina and Martin Scholz and Timm Euler, "MiningMart Final Report", 2003 [D20.4]
Morik, Katharina and Martin Scholz and Timm Euler, "Ext-MM Final Report", 2003 [D20.5]

Technical Reports
Euler, Timm, "How to implement M4 operators", 2002
Euler, Timm, "Operator Specifications", 2002
Scholz, Martin and Timm Euler, "Documentation of the MiningMart Meta Model (M4)", 2002
Scholz, Martin, "Representing Constraints, Conditions and Assertions in M4", 2002
Scholz, Martin, "Using Constraints, Conditions and Assertions", 2002