2020
DOI: 10.3389/fpubh.2020.00274
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Optimization of Skewed Data Using Sampling-Based Preprocessing Approach

Abstract: In the past few years, classification has undergone some major evolution. With a constant surge of the amount of data gathered from different sources, efficient processing and analysis of data is becoming difficult. Due to the uneven distribution of data among classes, data classification with machine-learning techniques has become more tedious. While most algorithms focus on major data samples, they ignore the minor class data. Thus, the data-skewing issue is one of the critical problems that need attention o… Show more

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Cited by 88 publications
(12 citation statements)
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“…Exercise flow positively affects psychological well-being. The results obtained from this study mirror those of the previous studies [20] [22][23][24][25][26][27][28][29][30][31][32][33][34]. When the level of flow increases through the active participation in sports, As actively participating in sports, various needs can be fulfilled [35].…”
Section: Discussionsupporting
confidence: 86%
“…Exercise flow positively affects psychological well-being. The results obtained from this study mirror those of the previous studies [20] [22][23][24][25][26][27][28][29][30][31][32][33][34]. When the level of flow increases through the active participation in sports, As actively participating in sports, various needs can be fulfilled [35].…”
Section: Discussionsupporting
confidence: 86%
“…Supervised learning techniques were the most predominant method throughout the review, with classification and regression analysis offering the most efficient results [141][142][143][144][145]. Among different classification techniques that have been used, the most explored ones are the decision tree and Naïve Bayes.…”
Section: Discussionmentioning
confidence: 99%
“…Science-related learning that takes place in such informal and out-of-school contexts [9] is usually called 'Informal Science Learning (ISL)'. ISL activities encompass a wide variety of activities, such as participating in exhibits and programs provided in science museum visits, science camps and events, extracurricular programming, and science lectures [6,9], healthcare [23][24][25][26][27][28][29][30][31][32][33][34][35][36][37][38][39]. Through ISL education, students learn to think, act and communicate as members of a community to solve a given problem [7].…”
Section: Introductionmentioning
confidence: 99%