Data preprocessing in predictive data mining

SAN Alexandropoulos, SB Kotsiantis… - The Knowledge …, 2019 - cambridge.org
data-classes (Batista et al., 2004; Estabrooks et al., 2004), but it still remains a problem that
requires further study. The data preprocessing … Next, the preprocessing steps are properly …

Big data preprocessing

J Luengo, D García-Gil, S Ramírez-Gallego, S García… - Cham: Springer, 2020 - Springer
… overview of data preprocessing in Big Data, enabling Smart Data. It … Data for which the
application of data preprocessing techniques can suppose a real challenge. Data preprocessing

[HTML][HTML] A review on data preprocessing techniques toward efficient and reliable knowledge discovery from building operational data

C Fan, M Chen, X Wang, J Wang… - Frontiers in energy …, 2021 - frontiersin.org
… advanced data preprocessing techniques and building datadata preprocessing techniques
for building operational data … a clear picture of data preprocessing methods for data-driven …

Data preprocessing for heart disease classification: A systematic literature review

H Benhar, A Idri, JL Fernández-Alemán - Computer Methods and Programs …, 2020 - Elsevier
… of data preprocessing in heart disease knowledge discovery. We firstly present the use of data
preprocessing … Thereafter, we present the use of deep learning and data preprocessing in …

Preprocessing of alarm data for data mining

Z Mannani, I Izadi, N Ghadiri - Industrial & Engineering Chemistry …, 2019 - ACS Publications
… Basic steps of alarm data preprocessing, as discussed in the previous parts, are rather
straightforward. However, there are two more steps that are of utmost importance and need more …

Towards explaining the effects of data preprocessing on machine learning

CVG Zelaya - 2019 IEEE 35th international conference on data …, 2019 - ieeexplore.ieee.org
data preprocessing, and are implemented as data transformation steps as part of pipelines
prior to using the data to … of these differences in preduction due to preprocessing, which we …

Data preprocess

MS Hossen - Machine Learning and Big Data: Concepts …, 2020 - Wiley Online Library
… consistency and quality of the data. Data preparation is a compulsory step in data preprocessing,
which prepares the useless data in a usable format to analyze in the next step of data

[PDF][PDF] Data preprocessing and feature selection for machine learning intrusion detection systems

T Ahmad, MN Aziz - ICIC Express Lett, 2019 - researchgate.net
… Many previous studies have applied data mining as a method for detecting anomaly in … data
mining to classifying those anomaly data. This is based on the facts that there are many data

[HTML][HTML] New data preprocessing trends based on ensemble of multiple preprocessing techniques

P Mishra, A Biancolillo, JM Roger, F Marini… - TrAC Trends in …, 2020 - Elsevier
… new data preprocessing strategies and specifically reviews the emerging ensemble approaches
to preprocessing … In summary, ensemble preprocessing allows the selection of several …

The impact of data pre-processing techniques and dimensionality reduction on the accuracy of machine learning

HS Obaid, SA Dheyab, SS Sabry - 2019 9th annual information …, 2019 - ieeexplore.ieee.org
… must first be transformed into suitable forms for mining. Data preprocessing is a major …
other steps such as data mining, has often accounted for more than 50 % of the total effort during …