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                  <text>VOL. 22, NO.3 2024</text>
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                <text>Biometrics&#13;
Circular hough transfrom&#13;
Compound local binary pattern&#13;
Modified run-data algorithm&#13;
Sclera boundary localization</text>
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                <text>Security challenges over the years has led to the need for an improvement in the traditional security approaches. This led to the advent of biometrics. Recently, among the biometric approaches, sclera has been an area of imense study. This is due to its accuracy; however, segmentation of the sclera has been a limiting factor to the application of this biometric trait. Several approaches have been proposed in literature but there is still the need to improve the segmentation accuracy. This study proposes the use of circular hough transform and a modified run-data based algorithm. The study also presented a sclera recognition system using the compound local binary pattern for features extraction and Manhattan distance for classification. The system produced a segmentation accuracy of 99.9% for sclera blood vessels, periocular and iris (SBVPI) sclera database and 100% for manually captured sclera database. The system produced an accuracy of 99.98 for SBVPI sclera database and 99.99% for manually captured sclera database.</text>
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                <text>Tunde Taiwo Adeniyi1, Oladele Tinuke Omolewa1, Jide Kehinde Adeniyi2</text>
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                <text>Journal homepage: http://telkomnika.uad.ac.id</text>
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        <name>Biometrics Circular hough transfrom Compound local binary pattern Modified run-data algorithm Sclera boundary localization</name>
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                  <text>VOL. 22, NO.3 2024</text>
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                <text>Igniting transistor to control three-phase alternating current motor servo</text>
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                <text>Controlled Igniting Position Rate&#13;
Torque</text>
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                <text>The background of research try to use an open loop system, without feedback, by building torque in the target position. Theoretical basis manages the turning round of servo motor change direct currents to alternating currents by adjusting the rate input used. Methodology in simple terms, the flowchart of code processing from igniting transistors to managing the turning round of a three-phase alternating current (AC) servo motor. The result of the transistor ignition time with room phasor pulse width modulation (PWM) to set the ignition of a three-phase AC servo motor in the process of igniting as ordered, for manage position only igniting transistors in target position, and building torque at there. Discussion, igniting transistors to manage the turning round of servo motors, allows motion of servo motor, allows motion of servo motor to be added faster, accurately, soft, and steady. In conclusion, in this case the researcher uses it more specifically by turning on the transistor only at the target position, so that the torque generated is only at the target position, the servo motor motion from the start position immediately ends at the target position. Suggestions, this system igniting can be applied at a motion high-velocity system like a missile system controlled.</text>
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                <text>Syafruddin Rustam1, Andrew Ghea Mahardika2, Givy Devira Ramady1, Arif Rakhman3, Rahmad Hidayat1, Muchamad Sobri Sungkar3</text>
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                <text>Journal homepage: http://telkomnika.uad.ac.id</text>
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                  <text>VOL. 22, NO.3 2024</text>
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                <text>Abstractive summarization&#13;
Attention mechanism&#13;
Automatic text summarization&#13;
Deep learning&#13;
Extractive summarization&#13;
Transformers</text>
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                <text>Whenever there is too much information out there, it is desirable to summarize. If humans are trying to create the summary, it will take lot of time. Now to make the problem of summarizing information easier and more effortless one can automate the summarization process which can reduce the time taken in creating summary. This is called as automatic summarization. The two ways of summarization are extractive summarization and abstractive summarization. Extractive summarization and its applications have been the subject of extensive research and have received state of art solution. But abstractive summarization still is a progressive field as it is difficult to create abstractive summary as humans do. Also, it is still a question i.e., how to evaluate the quality of a summary? Therefore, this paper is a comprehensive survey on the dataset used with its details and statistics, analysis of various abstractive summarization techniques and important parameters for evaluating the quality of summary. Deep leaning based models have given new direction in this field. The author also focuses on problems and challenges faced in the generation of summary which are opening the future research scope in this domain.</text>
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                <text>Shivani Sharma1, Gaurav Aggarwal1, Bipin Kumar Rai2</text>
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                <text>Journal homepage: http://telkomnika.uad.ac.id</text>
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                <text>Explainable artificial intelligence&#13;
Interpretable artificial intelligence&#13;
Interpretable machine learning&#13;
Model explanation&#13;
Predictive analytics</text>
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                <text>Consistency, scalability, and local stability properties ensure that a model or method produces reliable and predictable outcomes. The Shapash helps users understand how the model makes its decisions. With machine learning (ML) system, healthcare experts can identify individuals at higher risk and implement interventions to reduce the occurrence and severity of disease. ML had achieved higher prediction accuracy even though the accuracy of their prediction depends on the quality and quantity of the data used for training. Despite the wider application and higher accuracy of different ML for disease prediction, the explanation of their predictive outcome is much more important to the healthcare professional, the patient, and even their developers. However, most of the ML systems do not explain their outcomes. To address the explainability issue various techniques such as local model agnostic explanation (LIME), and shapley additive explanation (SHAP) have been proposed over the recent years. Furthermore, the consistency, local stability, and approximation of the explanation remained one of the research topics in ML. This study investigated the consistency, stability, and approximation of LIME and SHAP in predicting heart disease (HD). The result suggested that LIME and SHAP generated a similar explanation (distance=0.35), compared to the active coalition of variable (ACV) explanation (distance=0.43).</text>
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                <text>Tsehay Admassu Assegie1, Bommy Manivannan2, Komal Kumar Napa3, Bindu Kolappa Pillai Vijayammal4, Rajkumar Govindarajan3, Sangeetha Murugan2, Atinkut Molla Mekonnen5</text>
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                <text>Journal homepage: http://telkomnika.uad.ac.id</text>
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Rivest-shamir-adleman algorithm</text>
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                <text>The grid-feeding inverter is the most popular choice for implementing a distributed generator (DG) in a photovoltaic (PV) system. Its role is to deliver active power with zero reactive power while connected to the grid. In most cases, the inverter is disconnected as soon as voltage sag disturbances occur, an operation that is known as an islanding mode. Recently, grid code regulations have been upgraded, allowing the inverter to remain connected to the grid and inject a certain amount of reactive power during voltage sags, provided that it meets grid code requirements. However, this can result in an increase in current injection by the inverter, which may cause overcurrent and damage the inverter if it exceeds the capability of the inverter. To control peak current during voltage sag disturbances, a proposed grid-feeding inverter attempts to detect voltage sag and calculate proportional injected active and reactive power. Once the disturbance has disappeared from the system, the inverters can be restored to normal operation. Prototype experiments have validated the ability of this system to control peak current during voltage sag while protecting the inverters.</text>
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                <text>Within the rapidly evolving landscape of wireless communication technologies, this scientific paper delves into an innovative approach by exploring the integration of the Bluetooth frequency band into a circular antenna design. Leveraging the capabilities of metamaterials. The Bluetooth frequency band a cornerstone for short-range communications, takes center stage in our study. Traditionally associated with wireless connectivity in diverse applications, its integration into a circular antenna structure opens up new avenues for optimizing performance and functionality. Our research aims to not only enhance the efficiency of short-range communication systems but also contribute to the broader discourse on antenna design evolution. The computer simulation technology (CST) studio suite is utilized to show the recommended antenna design. By scrutinizing the symbiotic relationship between the Bluetooth frequency band and the circular antenna augmented with metamaterial, our study endeavors to push the boundaries of current design paradigms. We believe that this exploration will not only address the contemporary challenges associated with wireless communication but also pave the way for the development of more sophisticated, adaptable, and compact devices in the ever-expanding realm of telecommunications.</text>
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          <element elementId="50">
            <name>Title</name>
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                <text>Optimized multi correlation-based feature selection in software defect prediction</text>
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                <text>Correlation-based&#13;
Feature selection&#13;
High dimensional&#13;
Noisy attribute&#13;
Software defect</text>
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                <text>In software defect prediction, noisy attributes and high-dimensional data remain to be a critical challenge. This paper introduces a novel approach known as multi correlation-based feature selection (MCFS), which seeks to address these challenges. MCFS integrates two feature selection techniques, namely correlation-based feature selection (CFS) and correlation matrix-based feature selection (CMFS), intending to reduce data dimensionality and eliminate noisy attributes. To accomplish this, CFS and CMFS are applied independently to filter the datasets, and a weighted average of their outcomes is computed to determine the optimal feature selection. This approach not only reduces data dimensionality but also mitigates the impact of noisy attributes. To further enhance predictive performance, this paper leverages the particle swarm optimization (PSO) algorithm as a feature selection mechanism, specifically targeting improvements in the area under the curve (AUC). The evaluation of the proposed method is conducted on 12 benchmark datasets sourced from the NASA metrics data program (MDP) corpus, renowned for their noisy attributes, high dimensionality, and imbalanced class records. The research findings demonstrate that MCFS outperforms CFS and CMFS, yielding an average AUC value of 0.891, thereby emphasizing it is efficacy in advancing classification performance in the context of software defect prediction using k-nearest neighbors (KNN) classification.</text>
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                <text>Muhammad Nabil Muyassar Rahman, Radityo Adi Nugroho, Mohammad Reza Faisal, Friska Abadi, Rudy Herteno</text>
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            <name>Source</name>
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              <elementText elementTextId="108068">
                <text>Journal homepage: http://telkomnika.uad.ac.id</text>
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            <name>Date</name>
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              <elementText elementTextId="108069">
                <text>Jan 19, 2024</text>
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                <text>PERI IRAWAN</text>
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              <elementText elementTextId="108071">
                <text>PDF</text>
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            <name>Language</name>
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              <elementText elementTextId="108072">
                <text>ENGLISH</text>
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            <name>Type</name>
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        <name>Correlation-based Feature selection High dimensional Noisy attribute Software defect</name>
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