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Keyword: support vector machine
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Open AccessArticle
9 Pages, 827 KB Download PDF

Medical imbalanced data classification

Advances in Science, Technology and Engineering Systems Journal, Volume 2, Issue 3, Page # 116–124, 2017; DOI: 10.25046/aj020316
Abstract:

In general, the imbalanced dataset is a problem often found in health applications. In medical data classification, we often face the imbalanced number of data samples where at least one of the classes constitutes only a very small minority of the data. In the same time, it represent a difficult problem in most of machine…

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(This article belongs to the SP3 (Special issue on Recent Advances in Engineering Systems 2017) & Section Artificial Intelligence in Computer Science (CAI))
Open AccessArticle
13 Pages, 1,345 KB Download PDF

Hybrid Feature Selection for Anomaly Detection in IoT Network Intrusion Detection Systems

Advances in Science, Technology and Engineering Systems Journal, Volume 11, Issue 2, Page # 17–29, 2026; DOI: 10.25046/aj110203
Abstract:

The rapid growth of Internet of things (IoT) devices have heightened the need for effective Intrusion Detection System (IDS) to combat evolving cyber threats. The IoT networks has the security challenges due to the heterogeneous and high-dimensional nature of network traffic data, redundant features, and class imbalance which hinder detection accuracy and efficiency. Effective IDS…

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(This article belongs to Section Artificial Intelligence in Computer Science (CAI))
Open AccessArticle
5 Pages, 960 KB Download PDF

Overview of Solar Radiation Estimation Techniques with Development of Solar Radiation Model Using Artificial Neural Network

Advances in Science, Technology and Engineering Systems Journal, Volume 5, Issue 4, Page # 589–593, 2020; DOI: 10.25046/aj050469
Abstract:

Estimation Solar radiation is the most significant part of the optimization of solar power. This may be achieved if the solar radiation is predicted well in advance. Meteorological stations have radiation measuring devices like pyranometer, pyrheliometer, radiometer, solarimeter, etc. however, it may not be available at the location of interest for researchers. Due to this…

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(This article belongs to Section Artificial Intelligence in Computer Science (CAI))
Open AccessArticle
7 Pages, 354 KB Download PDF

Theoretical developments for interpreting kernel spectral clustering from alternative viewpoints

Advances in Science, Technology and Engineering Systems Journal, Volume 2, Issue 3, Page # 1670–1676, 2017; DOI: 10.25046/aj0203208
Abstract:

To perform an exploration process over complex structured data within unsupervised settings, the so-called kernel spectral clustering (KSC) is one of the most recommended and appealing approaches, given its versatility and elegant formulation. In this work, we explore the relationship between (KSC) and other well-known approaches, namely normalized cut clustering and kernel k-means. To do…

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(This article belongs to the SP3 (Special issue on Recent Advances in Engineering Systems 2017) & Section Artificial Intelligence in Computer Science (CAI))

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