Data pre-processing

Known as: Data preprocessing 
Data pre-processing is an important step in the data mining process. The phrase "garbage in, garbage out" is particularly applicable to data mining… (More)
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Data miningData qualityFeature extractionFeature selection
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Machine learning

Papers overview

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Review
2017
Review
2017
A survey on data preprocessing for data stream mining: Current status and future directions
Data preprocessing and reduction have become essential techniques in current knowledge discovery scenarios, dominated by… (More)
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2015
2015
Big Data Pre-processing: A Quality Framework
With the abundance of raw data generated from various sources, Big Data has become a preeminent approach in acquiring, processing… (More)
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2010
2010
Integrating Selective Pre-processing of Imbalanced Data with Ivotes Ensemble
In the paper we present a new framework for improving classifiers learned from imbalanced data. This framework integrates the… (More)
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2010
2010
Data pre-processing through reward–punishment editing
The nearest neighbor (NN) classifier represents one of the most popular non-parametric classification approaches and has been… (More)
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Highly Cited
2006
Highly Cited
2006
YALE: rapid prototyping for complex data mining tasks
KDD is a complex and demanding task. While a large number of methods has been established for numerous problems, many challenges… (More)
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Highly Cited
2004
Highly Cited
2004
Data mining in bioinformatics using Weka
UNLABELLED The Weka machine learning workbench provides a general-purpose environment for automatic classification, regression… (More)
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2003
2003
PreP: gene expression data pre-processing
UNLABELLED PreP is a versatile, powerful, standalone application that aims at pre-processing gene expression data. AVAILABILITY… (More)
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Highly Cited
2003
Highly Cited
2003
Data Preparation for Data Mining
ISSN: 0883-9514 (Print) 1087-6545 (Online) Journal homepage: http://www.tandfonline.com/loi/uaai20 Data preparation for data… (More)
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Highly Cited
2002
Highly Cited
2002
Variance stabilization applied to microarray data calibration and to the quantification of differential expression
We introduce a statistical model for microarray gene expression data that comprises data calibration, the quantification of… (More)
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Highly Cited
1999
Highly Cited
1999
The ball-pivoting algorithm for surface reconstruction
The Ball-Pivoting Algorithm (BPA) computes a triangle mesh interpolating a given point cloud. Typically, the points are surface… (More)
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