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                  <text>VOL 6 NO 6 (2022)</text>
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                <text>Learning Management System Acceptance Analysis Using Hedonic &#13;
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                <text>LMS, HMSAM, PLS-SEM, Online learning</text>
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                <text>Online learning using LMS (Learning Management System) results in demotivation for Lecturers and Students. This study &#13;
aims to explore the relationship between the contentment of using LMS with the behavioural intentions and user focus while &#13;
using the LMS. The present study employed the user's perception of using LMS with HMSAM (Hedonic Motivation System &#13;
Adoption Model) as the theoretical basis. The quantitative research method employed a questionnaire as a data collection &#13;
method. The collected data were analysed statistically using the PLS-SEM method with SmartPLS 3.2.9 application. The &#13;
results of the study showed that of the 10 (ten) hypotheses, 9 (nine) were accepted, and 1 (one) was rejected. In particular, &#13;
the hypothesis indicating excitement affects behavioural intentions using the LMS shows a t-statistic value of 1.887 (t�statistics &lt; t-value) hence being rejected. This study also provides recommendations for LMS development based on &#13;
usability, curiosity, excitement, and control factors.</text>
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                <text>Victor Alva Andrian Rehy1&#13;
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                <text>Universitas Kristen Satya Wacana</text>
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                <text>Fajar bagus W</text>
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                <text>Indonesia</text>
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              <description>A name given to the resource</description>
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                  <text>VOL 6 NO 6 (2022)</text>
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                <text>The Role of Genetics in Domestic Research on Forestry Issues: A Text &#13;
Mining Analysis</text>
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                <text>data science, forestry issue, genetic diversity</text>
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                <text>As a megadiverse country, Indonesia has plentiful genetic resources. The interest of domestic researchers in it and its relation &#13;
to forestry scope is the focus of this paper. The objective is to determine the genetics aspects represented in forestry scholarly &#13;
articles. Text mining analysis is carried out for the abstract articles, followed by topic modeling and trend analysis. Python &#13;
libraries were used to conduct this research. Garuda website was the main source of the data collection. Natural language &#13;
Toolkits (NLTK) were used to retrieve article information from Garuda. Sci-kit learn (SKLearn) of Latent Dirichlet Allocation &#13;
module was used for topic modeling analysis, and pyLDAVis was used to represent it. SKLearn was also used for trending &#13;
analysis. After article text retrieval, three topic clusters were found: forest diversity, products, and land use. The topics were &#13;
scattered in 1966 abstract articles that were found during data retrieval. Article growth showed the quadratic pattern known &#13;
after regression analysis. The trend showed the rapid growth of topics and scholars' interest, but the number of articles was &#13;
low compared to the total articles on the Garuda portal</text>
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                <text>Titis Hutama Syah</text>
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                <text>Sekolah Tinggi Pertanian Kutai Timur</text>
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                <text>: 29-12-2022</text>
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            <description>An entity responsible for making contributions to the resource</description>
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                <text>Fajar bagus W</text>
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                <text>Detection of Credit Card Fraud with Machine Learning Methods and &#13;
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                <text>machine learning, ensemble learning, classification, SMOTE, credit card fraud</text>
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                <text>Financial institutions in the form of banks provide facilities in the form of credit cards, but with the development of technology, &#13;
fraud on credit card transactions is still common, so a system is needed that can detect fraud transactions quickly and &#13;
accurately. Therefore, this study aims to classify fraudulent transactions. The proposed method is Ensemble Learning which &#13;
will be tested using the Boosting type with 3 variations, namely XGBoost, Gradient Boosting, and AdaBoost. Then, to maximize &#13;
the performance of the model, the dataset used is optimized with the Synthetic Minority Oversampling Technique (SMOTE) &#13;
function from the Imblearn library in the data train to handle imbalanced dataset conditions. The dataset used in this study is &#13;
entitled "Credit Card Fraud Detection" with a total of 284807 data which is divided into two classes: Not Fraud and Fraud. &#13;
The proposed model received a recall of 92% with Gradient Boosting, where the results increased by 10.37% compared to the &#13;
previous study using Random Forest with a recall result of 81.63%. This is because the use of SMOTE in the data train greatly&#13;
influences the classification of Not fraud and fraud classes.</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Moh. Badris Sholeh Rahmatullah1&#13;
, Aulia Ligar Salma Hanani2&#13;
, Akmal M. Naim3&#13;
, Zamah Sari4&#13;
, Yufis Azhar5</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>University of Muhammadiyah Malang</text>
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            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
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            <description>An entity responsible for making contributions to the resource</description>
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                <text>Fajar bagus W</text>
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            <name>Language</name>
            <description>A language of the resource</description>
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                <text>Ant Colony Optimization Modelling for Task Allocation in Multi-Agent &#13;
System for Multi-Target</text>
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                <text>Task allocation in multi-agent system can be defined as a problem of allocating a number of agents to the task. One of the &#13;
problems in task allocation is to optimize the allocation of heterogeneous agents when there are multiple tasks which require &#13;
several capabilities. To solve that problem, this research aims to modify the Ant Colony Optimization (ACO) algorithm so that&#13;
the algorithm can be employed for solving task allocation problems with multiple tasks. In this research, we optimize the &#13;
performance of the algorithm by minimizing the task completion cost as well as the number of overlapping agents. We also &#13;
maximize the overall system capabilities in order to increase efficiency. Simulation results show that the modified ACO &#13;
algorithm has significantly decreased overall task completion cost as well as the overlapping agents factor compared to the &#13;
benchmark algorithm.</text>
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                <text>Iis Rodiah1&#13;
, Medria Kusuma Dewi Hardhienata2&#13;
, Agus Buono3&#13;
, Karlisa Priandana4</text>
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                <text>Iis Rodiah1&#13;
, Medria Kusuma Dewi Hardhienata2&#13;
, Agus Buono3&#13;
, Karlisa Priandana4</text>
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                <text>Fajar bagus W</text>
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                <text>K-Means Clustering Algorithm Approach in Clustering Data on Cocoa &#13;
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                <text>Cocoa agricultural production in Indonesia is currently very low while demand continues to increase every year, so it is very&#13;
important to build a model that can categorize cocoa farming data. The main objective of this research is to analyze agricultural &#13;
data using data mining techniques that specifically use the K-Means Clustering algorithm, and Gaussian Mixture Models. In &#13;
this research, we used quantitative research because it measure number-based data. The results of cocoa production so far &#13;
still depend on land area, then the number of cocoa trees has a significant effect on the amount of production so it is very &#13;
important for the government and researchers to develop technologies that can increase cocoa production yields where the &#13;
demand for cocoa is currently very high in demand worldwide because it can classify the cocoa quality from good quality to &#13;
poor quality. Based on testing the K-Means Clustering and Gaussian Mixture Model algorithms on data on cocoa production &#13;
in four provinces, namely North Sumatra, West Sumatra, Lampung and Aceh which were optimized by the Silhouette method, &#13;
it produced cluster values of 2, 3 and 4. second with a value of 59.8%.</text>
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                <text>Mawaddah Harahap1&#13;
, Arief Wahyu Dwi Ramadhanu Zamili 2&#13;
, Muhammad Arie Arvansyah3&#13;
, Erwin Fransiscus &#13;
Saragih4&#13;
, Selwa Rajen5&#13;
, Amir Mahmud Husein</text>
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                <text>University of Prima Indonesia</text>
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                <text>Fajar bagus W</text>
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                  <text>VOL 6 NO 6 (2022)</text>
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                <text>Fire Detection on Video Using ViBe Algorithm and LBP-TOP</text>
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                <text>fire detection, ViBe algorithm, local binary pattern-three orthogonal planes, support vector machine</text>
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                <text>In this research, we built a system to detect fire using the ViBe (Visual Background Extractor) algorithm to extract dynamic &#13;
targets. The ViBe algorithm is better at detecting moving target objects such as flame combustion. In this research we combined &#13;
the ViBe algorithm with three frame differencing to gain better results on movement object. The HSI color space model was&#13;
applied after the movement object was obtained. We used Local Binary Pattern-Three Orthogonal Planes to obtain the feature &#13;
extraction to be classified with Support Vector Machine. Our result has shown that the proposed system were able to &#13;
detect the fire using the LBP-TOP and ViBe algorithm methods with an average accuracy rate of 88.10%, and the &#13;
best accuracy was 90.37%. The parameters used to achieve this accuracy in the feature extraction process were &#13;
T=120, Radius=2, and frame gap=15, then the threshold value parameter for three-frame difference parameter &#13;
was 25.</text>
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                <text>Febryanti Sthevanie1&#13;
, Gamma Kosala2&#13;
, Kurniawan Nur Ramadhani3&#13;
, Ketut Sudyatmika Putra4</text>
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                <text>Telkom University</text>
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                <text>Fajar bagus W</text>
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