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Preprocessing of Gravity Data

open access: yesComputation, 2022
The paper deals with computation techniques applied in preprocessing of gravity data, which are based on time series analysis by using mathematical and statistical smoothing techniques such as moving average, moving median, cumulative and moving average,
Jana Izvoltova   +3 more
doaj   +2 more sources

Influence of Data Preprocessing

open access: yesJournal of Computing Science and Engineering, 2016
In this paper, we research the influence of data preprocessing. We conclude that using different preprocessing methods leads to different classification performances. Moreover, not all data preprocessing methods are necessary, and a criterion is given to make sure which data preprocessing is necessary and which one is effective.
Changming Zhu, Daqi Gao
exaly   +3 more sources

Rodent Whole-Brain fMRI Data Preprocessing Toolbox [PDF]

open access: yesAperture Neuro, 2023
Nan Xu   +8 more
doaj   +2 more sources

Impact of Data Preprocessing on Integrative Matrix Factorization of Single Cell Data [PDF]

open access: yesFrontiers in Oncology, 2020
Integrative, single-cell analyses may provide unprecedented insights into cellular and spatial diversity of the tumor microenvironment. The sparsity, noise, and high dimensionality of these data present unique challenges.
Lauren L. Hsu   +3 more
doaj   +2 more sources

Assessing the Impact of Data Preprocessing on Analyzing Next Generation Sequencing Data [PDF]

open access: yesFrontiers in Bioengineering and Biotechnology, 2020
Data quality control and preprocessing are often the first step in processing next-generation sequencing (NGS) data of tumors. Not only can it help us evaluate the quality of sequencing data, but it can also help us obtain high-quality data for ...
Binsheng He   +13 more
doaj   +2 more sources

Data preprocessing for machine-learning-based adaptive data center transmission

open access: yesICT Express, 2022
To enable optical interconnect fluidity in next-generation data centers, we propose adaptive transmission based on machine learning in a wavelength-routing network. We consider programmable transmitters that can apply N possible code rates to connections
Kamran Keykhosravi   +3 more
doaj   +1 more source

Improving Pipelining Tools for Pre-processing Data.

open access: yesInternational Journal of Interactive Multimedia and Artificial Intelligence, 2022
The last several years have seen the emergence of data mining and its transformation into a powerful tool that adds value to business and research. Data mining makes it possible to explore and find unseen connections between variables and facts observed
María Novo Lourés   +5 more
doaj   +1 more source

Data Harmonization for Heterogeneous Datasets: A Systematic Literature Review

open access: yesApplied Sciences, 2021
As data size increases drastically, its variety also increases. Investigating such heterogeneous data is one of the most challenging tasks in information management and data analytics.
Ganesh Kumar   +5 more
doaj   +1 more source

Data Preprocessing Toolkit : An Approach to Automate Data Preprocessing

open access: yesINTERANTIONAL JOURNAL OF SCIENTIFIC RESEARCH IN ENGINEERING AND MANAGEMENT, 2023
-Data Pre-processing transforms the data into a format that is more easily and effectively processed in data mining, machine learning, and other data science tasks. The Data Pre-processing techniques are generally used at the earlier stages of the machine learning and AI development pipeline to ensure accurate results.
Deepak Varma, Alwala Nehansh, P Swathy
openaire   +1 more source

Bayesian Networks for Preprocessing Water Management Data

open access: yesMathematics, 2022
Environmental data often present inconveniences that make modeling tasks difficult. During the phase of data collection, two problems were found: (i) a block of five months of data was unavailable, and (ii) no information was collected from the coastal ...
Rosa Fernández Ropero   +2 more
doaj   +1 more source

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