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Keyword: SMOTE
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Open AccessArticle
6 Pages, 867 KB Download PDF

Effects of Oversampling SMOTE in the Classification of Hypertensive Dataset

Advances in Science, Technology and Engineering Systems Journal, Volume 5, Issue 4, Page # 432–437, 2020; DOI: 10.25046/aj050451
Abstract:

Hypertensive or high blood pressure is a medical condition that can be driven by several factors. These factors or variables are needed to build a classification model of the hypertension dataset. In the construction of classification models, class imbalance problems are often found due to oversampling. This research aims to obtain the best classification model…

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(This article belongs to Section Artificial Intelligence in Computer Science (CAI))
Open AccessArticle
11 Pages, 1,143 KB Download PDF

Optimizing the Performance of Network Anomaly Detection Using Bidirectional Long Short-Term Memory (Bi-LSTM) and Over-sampling for Imbalance Network Traffic Data

Advances in Science, Technology and Engineering Systems Journal, Volume 8, Issue 6, Page # 144–154, 2023; DOI: 10.25046/aj080614
Abstract:

Cybercriminal exploits integrity, confidentiality, and availability of information resources. Cyberattacks are typically invisible to the naked eye, even though they target a wide range of our digital assets, such as internet-connected smart devices, computers, and networking devices. Implementing network anomaly detection proves to be an effective method for identifying these malicious activities. The traditional anomaly…

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(This article belongs to the SP15 (Special Issue on Innovation in Computing, Engineering Science & Technology 2023) & Section Cybernetics in Computer Science (CCY))
Open AccessArticle
7 Pages, 784 KB Download PDF

Aggrandized Random Forest to Detect the Credit Card Frauds

Advances in Science, Technology and Engineering Systems Journal, Volume 4, Issue 4, Page # 121–127, 2019; DOI: 10.25046/aj040414
Abstract:

From the collection of supervised machine learning technique, an ensemble procedure is used in Random Forest. In the arena of Data mining, there is an excellent claim for machine learning techniques. Random Forest has tremendous latent of becoming a widespread technique for forthcoming classifiers as its performance has been found analogous with ensemble techniques bagging…

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(This article belongs to the SP7 (Special Issue on Advancement in Engineering and Computer Science 2019) & Section Interdisciplinary Applications of Computer Science (CSI))
Open AccessArticle
4 Pages, 655 KB Download PDF

A Clinical Review of Zika Virus (ZIKAV)

Advances in Science, Technology and Engineering Systems Journal, Volume 2, Issue 2, Page # 7–10, 2017; DOI: 10.25046/aj020202
Abstract:

Zika virus (ZIKAV) is a flavi-virus, first isolated in 1947 in the Zika Forest of Uganda. ZIKAV is a positive-sense single-stranded RNA virus. ZIKAV is made up of two noncoding regions (5′ and 3′ ) that verge an open reading frame, which put into code a polyprotein smote into the capsid, precursor of membrane, envelope,…

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(This article belongs to Section Virology (VIR))
Open AccessArticle
7 Pages, 643 KB Download PDF

The Class Imbalance Problem in the Machine Learning Based Detection of Vandalism in Wikipedia across Languages

Advances in Science, Technology and Engineering Systems Journal, Volume 2, Issue 1, Page # 16–22, 2016; DOI: 10.25046/aj020103
Abstract:

This paper analyses the impact of current trend in applying machine learning in detection of vandalism, with the specific aim of analyzing the impact of the class imbalance in Wikipedia articles. The class imbalance problem has the effect that almost all the examples are labelled as one class (legitimate editing); while far fewer examples are…

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(This article belongs to the SP2 (Special Issue on Computer Systems, Information Technology, Electrical and Electronics Engineering 2017) & Section Artificial Intelligence in Computer Science (CAI))

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