Database Mining. Propositionalization for Knowledge Discovery in Relational Databases

Name: Database Mining. Propositionalization for Knowledge Discovery in Relational Databases
Brand: VDM Verlag Dr. Mueller E.K.
SKU: 9783639014198
Price: 79.58 EUR
Availability: InStock

Автор: Mark-André Krogel

Език:

Корици: С меки корици

Издател: VDM Verlag Dr. Mueller E.K.

Наличност: Външен склад

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Propositionalization is a process that leads from relationaldata and background knowledge to a singl...

Информация за книгата

Автор

Mark-André Krogel

Език

Английски език

Корици

Книга - С меки корици

Издадена

2008

страници

204

EAN

9783639014198

ISBN

3639014197

Enbook ID

06811418

Издател

VDM Verlag Dr. Mueller E.K.

Теглоt

284

Размери

153 x 228 x 11

Пълно описание

Propositionalization is a process that leads from relationaldata and background knowledge to a single-table representationthereof, which serves as the input to widespread systems for knowledge discovery in databases. Systems for propositionalization thus support the analyst during the usually costly phase of data preparation for data mining. We present a framework that allows for a unified description of approaches to propositionalization. Withinour framework, we systematically enhance existing approaches with techniques well-known in the area of relational databases, especially the application of aggregate functions. Further, we suggest special database schema transformations for efficiency reasons. We put special emphasis on empirical investigations into the spectrum of approaches. Data set sizes vary across different orders of magnitude, up to several million data points. Also, the domains are diverse, ranging from biological data sets to financialones, in order to demonstrate the broad applicability of propositionalization.

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Database Mining. Propositionalization for Knowledge Discovery in Relational Databases

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