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                <text>Critical Section Overhead Reduction for OpenMP Program by Nesting a &#13;
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                <text>: critical section, overhead reduction, OpenMP, task granularity, Parallel loop</text>
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                <text>This paper presents a simple method to reduce performance loss due to a parallel program's massive critical sections of &#13;
parallel numerical integration. The method is to transform a fine grain parallel loop into a coarse grain parallel loop which &#13;
is nesting a sequential loop. The coarse grain parallel loop is by nesting a loop block to make task granularities coarser than &#13;
that naive one. In addition to the overhead reduction, the method makes the parallel work fraction significantly larger than the &#13;
serial fraction. As a result, nesting a serial loop within a parallel loop improves the parallel program’s performance. Compared &#13;
to the naïve method, which does not scale performance of parallel program of numerical integration, the nesting serial loop &#13;
method scales a parallel program up to 3.26 times fold relative to its sequential program on quad-core processor. This result &#13;
shows that the proposed method makes parallel program much faster compared to the naïve method</text>
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                <text>Adnan1&#13;
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                <text>Universitas Hasanuddin</text>
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                <text>Fajar bagus W</text>
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                <text>Management Administration Smartphone Application as a Strategy to &#13;
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                <text>administration, management, Puskesmas, accreditation, smartphone application</text>
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                <text>Health facility accreditation has been in great demand in recent years. Mobile applications can serve as a tool for community &#13;
healthcare center’s (Puskesmas) to assess the value of their accreditation, especially regarding administration and &#13;
management. In the context of preparation for accreditation, it can be used as a self-assessment tool for elements of &#13;
management administration. This case-based article focuses on smartphone application development using the input-process�output-outcome scheme as a framework. We developed a checklist and assessment for the management administration &#13;
component by reviewing Permenkes No. 46 the Year 2015 concerning Puskesmas accreditation. This is the first available &#13;
mobile application on the Google Play Store, targeting Puskesmas staff to improve the quality of administration and &#13;
management services based on accreditation criteria. This smartphone application functions as an independent assessment &#13;
tool for Puskesmas to complete the accreditation criteria as stated in the regulation of the minister of health. About 20 &#13;
Puskesmas staff showed a very good response and positive. All stated that they were very helpful and satisfied with this &#13;
application, so they will continue to use and distribute it to other Puskesmas staf</text>
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                <text>Agus Sugiharto1&#13;
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, Ajeng Pramastuty3</text>
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                <text>: 27-02-2022</text>
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                <text>Fajar bagus W</text>
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                  <text>VOL 6 NO 2 (2022)</text>
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                <text>Klasifikasi Kematangan Tanaman Hidroponik Pakcoy Menggunakan &#13;
Metode SVM</text>
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                <text>Classification, Pakcoy, Machine learning, SVM</text>
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                <text>Pakcoy is a type of vegetable plant belonging to the Brassica family. Pakcoy plants can be cultivated using hydroponic &#13;
techniques, namely plant cultivation techniques without soil media. The advantage of cultivating Pakcoy plants using &#13;
hydroponic techniques is that it does not require a large area of land, so it is easy to apply in the yard. However, cultivation &#13;
with hydroponic techniques has drawbacks such as farmers need to make regular observations to determine the harvest &#13;
readiness of each plant. This causes a lack of effectiveness of farmers in cultivating Pakcoy plants. With the development of&#13;
Machine Learning technology, a model can classify the maturity of Pakcoy plants based on digital image data. By applying &#13;
the Support Vector Machine (SVM) Algorithm, the Machine Learning model can learn to classify a digital image of Pakcoy &#13;
plants with the category "Small" to represent immature Pakcoy plants and "Large" to represent mature Pakcoy plants which &#13;
results in an accuracy level of above 79%. It can be concluded that Machine Learning can be implemented in Pakcoy cultivation&#13;
activities to support hydroponic farmers.</text>
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                <text>Hanin Latif Fuadi1&#13;
, Lukman Priyambodo2&#13;
, Tasya Enjelika Saputri3&#13;
, Naura Nazhifah4&#13;
, Angga Bagus Prawira5&#13;
, &#13;
Ibrohim Huzaimi6&#13;
, Mas Aly Afandi7&#13;
, Eka Setia Nugraha8&#13;
, Agung Wicaksono9&#13;
, Petrus Kerowe Goran</text>
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                <text>Institut Teknologi Telkom Purwokerto</text>
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            <name>Date</name>
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                <text>27-02-2022</text>
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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>Indonesia</text>
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                <text>Classification Based on Machine Learning Methods for Identification of &#13;
Image Matching Achievements</text>
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                <text>: image matching, logo, machine learning, kNN, RF, MLP</text>
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                <text>Classification is one method in image processing. Image processing to search for similar images or with similarity ownership &#13;
is called image matching or image matching. In the measurement of image matching, the original and fake logo objects are &#13;
used. Identification of similarity manually with the help of human vision is not necessarily precise and it is difficult to obtain &#13;
accurate results. Based on this, the identification of image matching of the original and fake logos automatically requires an &#13;
application, in order to obtain precise and more accurate results. Identification of image suitability is determined through the &#13;
image segmentation process, and feature extraction is based on the statistics of Red-Green-Blue (RGB), Hue-Saturation-Value &#13;
(HSV), feature extraction of area, perimeter, eccentricity, and tangent distance measurements. The purpose of this study &#13;
includes the identification of the achievement of image-matching logo images with comparisons of accuracy between various &#13;
machine learning methods. The use of machine learning methods in this study includes the k-Nearest Neighbor (kNN), Random &#13;
Forest (RF), and Multilayer Perceptron (MLP) methods. The use of the dataset includes eighteen training data and eight logo &#13;
image testing data, divided into genuine and fake classes. The results of the measurement of the accuracy value obtained a &#13;
value of seventy-five percent with the kNN method or the RF method, while the MLP method obtained an accuracy value of &#13;
eighty-seven point five percent. Based on these results, it can be concluded that the MLP method with the highest accuracy &#13;
value was chosen as a classification model from machine learning to identify the achievement of image matching on the original &#13;
and fake logos. For further development, the system can be developed using other methods or a combination of different &#13;
methods, in order to obtain better accurate results</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Rusydi Umar1&#13;
, Imam Riadi2&#13;
, Dewi Astria Faroek3</text>
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            <description>An entity responsible for making the resource available</description>
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                <text>Ahmad Dahlan University</text>
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                <text>Fajar bagus W</text>
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                <text>Covid-19 Detection Using Convolutional Neural Networks (CNN) &#13;
Classification Algorithm</text>
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                <text>Classification, Convolutional Neural Network, COVID, Machine Learning, Image</text>
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                <text>Corona Virus or also known as COVID-19 is one of the new viruses in 2019. Viruses caused by animal or human disease are &#13;
called coronaviruses. Coronavirus will direct respiration in humans. Humans who are exposed to the corona virus will &#13;
experience a respiratory infection. The research that will be made is useful for classifying X-rays of the lungs of patients &#13;
affected by the coronavirus. In this study, the classification of coronaviruses focuses on three classes, namely Covid, Normal, &#13;
and Viral Pneumonia. This study uses a lung X-ray image dataset. In this study there are 4 folders in it, namely Scenario 1, &#13;
Scenario 2, Scenario 3, and Scenario 4. This study will use the Convolutional Neural Network (CNN) method by using an &#13;
architectural model including Convolutional 2D, activation layers, max pooling layer, dropout layer , flatten, and finally dense &#13;
layer. After building the model, in each scenario, the results of accuracy, precision, recall, and f1-score will be obtained. The &#13;
result of accuracy of Scenario 1 is 97.87%, in Scenario 2 the accuracy is 94.84%, in Scenario 3 is 91.66%, and Scenario 4 is &#13;
91.41%</text>
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                <text>Melly Damara Chaniago, Amellia Amanullah Sugiharto, Qhistina Dyah Khatulistiwa, Zamah Sari, Agus Eko</text>
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                <text>Universitas Muhammadiyah Malang</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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            <description>The file format, physical medium, or dimensions of the resource</description>
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            <name>Language</name>
            <description>A language of the resource</description>
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                <text>Indonesia</text>
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              <description>A name given to the resource</description>
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                <elementText elementTextId="97754">
                  <text>VOL 6 NO 2 (2022)</text>
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            <name>Title</name>
            <description>A name given to the resource</description>
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                <text>Pemantauan Physical Distance Pada Area Publik Menggunakan YOLO &#13;
Tiny V3</text>
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          <element elementId="49">
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            <description>The topic of the resource</description>
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                <text>Coronavirus, Covid-19, You Only Look Once, YOLO Tiny V3</text>
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                <text>Coronavirus disease in 2019 (Covid-19) is a phenomenon that become to the world concern because almost all countries experience the outbreak. One of attention to preventing the spread of Covid-19 is the physical distance in public areas. This study proposes human detection in public spaces by using image processing. The application of physical distance is intended to monitor the distance between people in public places. In this study, a human detection system is done by using the YOLO Tiny V3 method and the Euclidean algorithm to be developed to detect distances between humans. There are several stages in the research process: data collection, data preprocessing, data training, and physical distance detection. The system that has been designed can detect by getting an accuracy result of 78.43% for detecting human objects and an accuracy result of 87.82% for detecting distances between humans</text>
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            <description>An entity primarily responsible for making the resource</description>
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                <text>Mohammad Chasrun Hasani1 , Fadhila Milenasari2 , Novendra Setyawan</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
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              <elementText elementTextId="97941">
                <text>Universitas 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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                <text>27-02-2022</text>
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            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
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                <text>Fajar bagus W</text>
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            <description>The file format, physical medium, or dimensions of the resource</description>
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                <text>PDF</text>
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          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97945">
                <text>Indonesia</text>
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            <name>Type</name>
            <description>The nature or genre of the resource</description>
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                <text>Text</text>
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    <fileContainer>
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              <name>Title</name>
              <description>A name given to the resource</description>
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                  <text>VOL 6 NO 2 (2022)</text>
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    <itemType itemTypeId="1">
      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
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        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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                <text>Speaker Identification Using a Convolutional Neural Network</text>
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            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97928">
                <text>speaker identification, CNN, spectrogram, feature extraction</text>
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            <name>Description</name>
            <description>An account of the resource</description>
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                <text>Speech, a mode of communication between humans and machines, has various applications, including biometric systems for &#13;
identifying people have access to secure systems. Feature extraction is an important factor in speech recognition with high &#13;
accuracy. Therefore, we implemented a spectrogram, which is a pictorial representation of speech in terms of raw features, to &#13;
identify speakers. These features were inputted into a convolutional neural network (CNN), and a CNN-visual geometry group &#13;
(CNN-VGG) architecture was used to recognize the speakers. We used 780 primary data from 78 speakers, and each speaker &#13;
uttered a number in Bahasa Indonesia. The proposed architecture, CNN-VGG-f, has a learning rate of 0.001, batch size of &#13;
256, and epoch of 100. The results indicate that this architecture can generate a suitable model for speaker identification. A &#13;
spectrogram was used to determine the best features for identifying the speakers. The proposed method exhibited an accuracy &#13;
of 98.78%, which is significantly higher than the accuracies of the method involving Mel-frequency cepstral coefficients &#13;
(MFCCs; 34.62%) and the combination of MFCCs and deltas (26.92%). Overall, CNN-VGG-f with the spectrogram can &#13;
identify 77 speakers from the samples, validating the usefulness of the combination of spectrograms and CNN in speech &#13;
recognition applications.</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="97930">
                <text>Suci Dwijayanti1&#13;
, Alvio Yunita Putri2&#13;
, Bhakti Yudho Suprapto3</text>
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            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="97931">
                <text>Universitas Sriwijaya</text>
              </elementText>
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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>
            <elementTextContainer>
              <elementText elementTextId="97932">
                <text>: 27-02-2022</text>
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          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97933">
                <text>Fajar bagus W</text>
              </elementText>
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            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97934">
                <text>PDF</text>
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            </elementTextContainer>
          </element>
          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97935">
                <text>Indonesia</text>
              </elementText>
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          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97936">
                <text>Text</text>
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  <item itemId="9115" public="1" featured="1">
    <fileContainer>
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              <name>Title</name>
              <description>A name given to the resource</description>
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                <elementText elementTextId="97754">
                  <text>VOL 6 NO 2 (2022)</text>
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      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
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      <elementSet elementSetId="1">
        <name>Dublin Core</name>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="97917">
                <text>Pengembangan Aplikasi Tiga-Tingkat Menggunakan Metode Scrum pada &#13;
Aplikasi Presensi Karyawan Glints Academy</text>
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          <element elementId="49">
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                <text>scrum, software development management, three-tier architecture</text>
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            <description>An account of the resource</description>
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                <text>The rapid development of technology requires a software development management system that can be adaptive in rapidly &#13;
changing circumstances. Scrum is an agile method that has the advantage of being agile and adaptive. Glints Academy holds &#13;
an Industry Project Exploration as the program to prepare students for the rapid development of technology and reduce the &#13;
gap between the education field and industrial field by MBKM program from the Ministry of Education and Culture. This study &#13;
aims to apply the Scrum method in a heterogeneous developer team and divergent ability backgrounds to build an application &#13;
with three-level architecture. The developer team is college students who come from different regions spread across Indonesia &#13;
with full online implementation. Scrum is used because it is advantageous to other methods in a relatively fast-changing &#13;
environment and also provides good quality control. The sprints were carried out in two sprints with two weeks of development &#13;
in each sprint. The application built is an employee attendance application with a three-tier architecture: client, server, and &#13;
data. The client-tier application is a front-end server built using the React.js framework while the server-tier and data-tier are &#13;
built-in back-end servers with the Node.js and Express.js frameworks. JWT (JSON Web Token) authentication determines &#13;
access role to functions and resources available on the back-end server. The result is a web application that fulfills the entire &#13;
product backlog determined by the product owner. The results of this research are this method can used to develop features &#13;
enhancement in the middle of the application development process without affecting the main feature development and this &#13;
method is effectively used for different team developer backgrounds and during its online development.</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97920">
                <text>Zidni Iman Sholihati1&#13;
, Imam Tahyudin2</text>
              </elementText>
            </elementTextContainer>
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          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="97921">
                <text>Universitas Amikom Purwokerto</text>
              </elementText>
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          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97922">
                <text>27-02-2022</text>
              </elementText>
            </elementTextContainer>
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          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97923">
                <text>Fajar bagus W</text>
              </elementText>
            </elementTextContainer>
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          <element elementId="42">
            <name>Format</name>
            <description>The file format, physical medium, or dimensions of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97924">
                <text>PDF</text>
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          <element elementId="44">
            <name>Language</name>
            <description>A language of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97925">
                <text>Indonesia</text>
              </elementText>
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          </element>
          <element elementId="51">
            <name>Type</name>
            <description>The nature or genre of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="97926">
                <text>Text</text>
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    <fileContainer>
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                  <text>VOL 6 NO 2 (2022)</text>
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      <name>Text</name>
      <description>A resource consisting primarily of words for reading. Examples include books, letters, dissertations, poems, newspapers, articles, archives of mailing lists. Note that facsimiles or images of texts are still of the genre Text.</description>
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          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
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              <elementText elementTextId="97907">
                <text>Implementation of Ensemble Method in Schizophrenia Identification &#13;
Based on Microarray Data</text>
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          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
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              <elementText elementTextId="97908">
                <text>ensemble method, microarray, schizophrenia, disease detection</text>
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            </elementTextContainer>
          </element>
          <element elementId="41">
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            <description>An account of the resource</description>
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              <elementText elementTextId="97909">
                <text>Schizophrenia is a chronic mental illness that leads the patient to hallucinations and delusions with a prevalence of 0.4% &#13;
worldwide. The importance early detection of Schizophrenia is tracking the pre-syndrome of Schizophrenia during the active &#13;
phase, and could reduce psychosis symptomatic. However, the method sometimes cannot detect the symptoms accurately. As &#13;
an alternative, machine learning can be implemented on microarray data for early detection. This study aimed to implement &#13;
three ensemble methods, i.e., Random Forest (RF), Adaptive Boosting (AdaBoost), and Extreme Gradient Boosting (XGBoost) &#13;
to identify Schizophrenia. Hyperparameter tuning was performed to improve the performance of the models. Based on the &#13;
results, we found that the model 6, which is developed by the XGBoost method, performs better than other models with the &#13;
value of accuracy and F1-score are 0.87 and 0.87, respectively.</text>
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            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
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              <elementText elementTextId="97910">
                <text>Diya Namira Purba1&#13;
, Fhira Nhita2&#13;
, Isman Kurniawan3</text>
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          <element elementId="45">
            <name>Publisher</name>
            <description>An entity responsible for making the resource available</description>
            <elementTextContainer>
              <elementText elementTextId="97911">
                <text>Telkom University</text>
              </elementText>
            </elementTextContainer>
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                  <text>VOL 6 NO 2 (2022)</text>
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                <text>E-commerce Recommender System Using PCA and K-Means Clustering</text>
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                <text>recommender system, collaborative filtering, principal component analysis, k-means, e-commerce</text>
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                <text>Recently, recommender system has an important role in e-commerce to market products for users. One of recommender system &#13;
approach that used in e-commerce is Collaborative Filtering. This system works by providing product recommendations based &#13;
on products liked by other users who have similar preferences. However, sparse conditions in user data will cause sparsity &#13;
problems, namely the system is difficult to provide recommendations because of the lack of important information needed. &#13;
Therefore, we propose an e-commerce product recommendation system based on Collaborative Filtering using Principal &#13;
Component Analysis (PCA) and K-Means Clustering. K-Means is used to overcome sparsity problems and to form user clusters &#13;
to reduce the amount of data that needs to be processed. While PCA is used to reduce data dimensions and improve clustering &#13;
performance of K-Means. The test results using the sports product dataset on the Olist e-commerce show that the proposed &#13;
system has a lower RMSE value compared to other methods. For the number of neighbors of 10, 20, 30, and 40, our system &#13;
obtains values of 0.771806, 0.75747, 0.75304, 0.75304, and 0.75270</text>
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                <text>Dendy Andra A.N1&#13;
, Z. K. A. Baizal2</text>
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                <text>Telkom University</text>
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                <text>Fajar bagus W</text>
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