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                  <text>VOL. 15 NO. 2 (2022)</text>
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                  <text>Sri Wahyuni</text>
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                <text>Optimization of 2D-CNN Setting for the Classification of Covid Disease Using Lung CT Scan</text>
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                <text>RT-PCR is considered the best diagnostic tool. Previous studies have demonstrated the reliability of CNN in classifying classifications, but CNN requires a lot of training data. Meanwhile, at the CT &#13;
Scan clinic, patients are limited. Therefore, exploration of 2D-CNN settings is proposed to optimize CNN performance on limited data. We compare: (1) activation models, (2) output shapes per layer,(3) dropout layers, and (4) early stopping values. The test results show that RELU activation is better than Sigmoid. Rescaling (128x128) is better for scala (64x64) and (256x256) which affects the output  shape model of each layer. In this learning stage, the use of dropouts in the CNN architecture achieves robust accuracy than the architecture that ignores dropouts. The use of 15 early stoppings is better than other values compared. 20 images of pneumonia and 20 images of covid have been tested using the proposed method and achieved 87.50% accuracy, 80.00% precision, 100% recall, and 99.89% F1-Score. Our method is superior to the the comparison method in terms of accuracy, precision, recall,  and f1-score, which achieves 85%, 70%, 100%, and 82.35%, respectively </text>
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                <text>Kartika Candra Kirana, Slamet Wibawanto, Achmad Hamdan, Wahyu Nur Hidayat</text>
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                <text>Faculty of Computer Science Universitas Indonesia</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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                <text>The increasing use of social media generates huge amounts of data which in turn triggers research into&#13;
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provide the insights reflecting proxy indicators towards real-world events. Understanding the demographics of social media users can increase the potential for applications of sentiment analysis, topic modeling, and other analytical tasks. To map demographics, we need to know the latent attributes of users, such as age, gender, occupation and location of residence. Since this attribute is not directly available, we need to do some inference from the social media data. This study aims to predict the gender attribute given a Twitter user account. We conducted experiments with several supervised classifiers with feature extraction, including the use of word embedding representations. The results of this study indicate that the combination of features extracted from Tweet contents and user profile structured data can predict the gender of Twitter users in Indonesia with accuracy above 80%. </text>
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                <text>Rahmad Mahendra, Hadi Syah Putra, Douglas Raevan Faisal, Fadzil Rizki</text>
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                <text>Sri Wahyuni</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Jurnal Ilmu Komputer dan Informasi (Journal of Computer Science and Information)</text>
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                  <text>VOL. 15 NO. 2 (2022)</text>
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                <text>UML Transformation to Java-based Software Product Lines</text>
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                <text>Software product line engineering (SPLE) is an emerging approach that enables variability management in software development. SPLE offers tremendous benefits, but lack of tool support becomes a barrier in the adoption of SPLE. Variability modules for Java (VMJ) is an implementation approach that is defined based on the variability modules (VM) concept to support SPLE. VMJ combines Java modules system and&#13;
design patterns that are commonly used by software developers. VMJ is accompanied by a UML profile, called UML-VM profile, which extends UML notation to model variability in the UML diagram. UML-VM diagram is used to model the problem domain, and VMJ is used in the domain implementation. In this research, we design a model transformation from Unified Modeling Language (UML) diagram into VMJ. The transformation rules are defined based on the UML-VM profile and implemented in the Eclipse Acceleo model to text transformation. As a result, a UML diagram can be transformed automatically into Java-based&#13;
software product lines. The transformation tool is evaluated using a case study by comparing the generated code and the actual implementation.</text>
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                <text>Falah Prasetyo Waluyo, Maya R.A. Setyautami, Ade Azurat</text>
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                <text>Sri Wahyuni</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Towards Erlang-based ABS Microservices Framework for Software Product Line Development</text>
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                <text>Software product line engineering, Web engineering, Delta Oriented Programming, Microservices</text>
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                <text>Software Product Line Engineering (SPLE) is one of the approaches that can manage the variability in&#13;
developing sets of products. However, there is a need for development tools such as programming language and&#13;
toolchain in realising SPLE. One language that supports the SPLE process is Abstract Behavioral Specification (ABS). ABS Microservices is one research that utilises ABS to create a web framework that supports the SPLE process. This framework uses ABS to generate Java-based applications. However, there is a need for renewal&#13;
to the ABS Microservices framework. Deprecation of the Java backend of the ABS opens a new exploration of another web framework that uses other ABS backend languages. We present the ABS Microservices web framework based on Erlang OTP. We choose Erlang because it promises more efficient resource usage and the Erlang backend is one of the ABS backends with the most available features. This research aims to create an entry point for ABS Microservices to support more language. We use a case study and apply the six&#13;
quality factors of software product line implementation to evaluate our framework. This research shows that the Erlang variant of ABS Microservices has less resource usage than the Java variant. Hence, this promises more options to develop product lines using ABS Microservices.</text>
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                <text>e-ISSN : 2502-9274 printed ISSN : 2088-7051</text>
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                <text>Currently, most of the smartphones recognize uses based on static biometrics, such as face and fingerprint.However, those traits were vulnerable against spoofing attack. For overcoming this problem, dynamic biometrics like the keystroke and gaze are introduced since it is more resistant against spoofing attack. This research focuses on keystroke dynamics for strengthening the user recognition system against spoofing attacks.&#13;
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EER with FAR and FRR are decreased by 16.381% and 10.41% respectively, compared with Kim’s method. It means that the proposed method is successful increase the biometrics performance by reducing the error rates. </text>
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                <text>Prasti Eko Yunanto, Ari Moesriami Barmawi</text>
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