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All Journal International Journal of Advances in Applied Sciences IJCCS (Indonesian Journal of Computing and Cybernetics Systems) JPTK: Jurnal Pendidikan Teknologi dan Kejuruan Seminar Nasional Aplikasi Teknologi Informasi (SNATI) Jurnal Ilmiah Merpati (Menara Penelitian Akademika Teknologi Informasi) Jurnal Pendidikan Teknologi dan Kejuruan KARMAPATI (Kumpulan Artikel Mahasiswa Pendidikan Teknik Informatika) ISSN: 2252-9063 Jurnal Sains dan Teknologi Jurnal Simetris Elkom: Jurnal Elektronika dan Komputer Jurnal Informatika Jurnal Ilmiah Teknik Elektro Komputer dan Informatika (JITEKI) Jurnal Pseudocode Jurnal Teknologi Informasi dan Ilmu Komputer Journal of ICT Research and Applications JUITA : Jurnal Informatika Jurnal Informatika dan Teknik Elektro Terapan Jurnal Sistem dan Informatika KLIK (Kumpulan jurnaL Ilmu Komputer) (e-Journal) Sistemasi: Jurnal Sistem Informasi Jurnal Teknologi dan Sistem Komputer Sinkron : Jurnal dan Penelitian Teknik Informatika Journal of Information Technology and Computer Science JOURNAL OF APPLIED INFORMATICS AND COMPUTING Jurnal Teknik Informatika UNIKA Santo Thomas Jurnal Teknologi Sistem Informasi dan Aplikasi Jurnal RESISTOR (Rekayasa Sistem Komputer) Jurnal Nasional Pendidikan Teknik Informatika (JANAPATI) J-SAKTI (Jurnal Sains Komputer dan Informatika) JURIKOM (Jurnal Riset Komputer) EDUMATIC: Jurnal Pendidikan Informatika Jurnal Teknologi Informasi dan Multimedia JATI (Jurnal Mahasiswa Teknik Informatika) Jurnal Teknologi Informatika dan Komputer Journal of Computer Networks, Architecture and High Performance Computing Jurnal Teknik Informatika (JUTIF) Journal of System and Computer Engineering INSERT: Information System and Emerging Technology Journal KLIK: Kajian Ilmiah Informatika dan Komputer J-SAKTI (Jurnal Sains Komputer dan Informatika) Jurnal Info Sains : Informatika dan Sains Brilliance: Research of Artificial Intelligence Jurnal Pendidikan Sains dan Komputer International Journal of Management Science and Information Technology (IJMSIT) Jurnal Teknik Informatika Unika Santo Thomas (JTIUST) Jurnal Nasional Teknik Elektro dan Teknologi Informasi Jurnal Locus Penelitian dan Pengabdian Paradigma Digital Transformation Technology (Digitech) MASALIQ: Jurnal Pendidikan dan Sains Malcom: Indonesian Journal of Machine Learning and Computer Science Journal of Artificial Intelligence and Digital Business Bulletin of Network Engineer and Informatics (BUFNETS) INOVTEK Polbeng - Seri Informatika
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Evaluasi Kualitas E-Government Menggunakan Metode E-Govqual, Importance Performance Analysis (IPA) dan Heuristic Evaluation Wilhelmus Sabatani Jangku; Candiasa, I Made; Sunarya, I Made Gede
KLIK: Kajian Ilmiah Informatika dan Komputer Vol. 4 No. 4 (2024): Februari 2024
Publisher : STMIK Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/klik.v4i4.1671

Abstract

Since the construction of the main website of West Manggarai Regency Government, it has never been evaluated and the level of user satisfaction is unknown. In addition, problems were found related to website functions and interfaces, which indicate that website services have not met expectations, so it needs to be evaluated by measuring the level of user satisfaction. The evaluation combines the E-GovQual method to measure gaps, Importance Performance Analysis to measure the fit between perceptions and expectations and find attributes that need to be improved, and Heuristic Evaluation to analyze the severity of usability problems. The research respondents were 395 website users, calculated using the Slovin formula based on the total population of website visitors. The results of the Gap Analysis obtained an average value of -0.080, which means that the website services did not meet the user expectations. Suitability analysis results obtained an average value of 97.77%, which means that website services have not met user expectations. The quadrant analysis obtained 12 attributes that need to be improved. The results of heuristic analysis through severity assessment found 8 attributes that have usability problems > 0 and 5 new problem findings by evaluators. The results of FGD for these 13 attributes all get improvement solutions implemented in the form of prototypes. The results of the prototype create a better user experience and can increase the effectiveness of the program. The resulting prototype creates a better user experience and can improve government effectiveness and efficiency.
Deteksi Persamaan Pola Gerakan pada Koreografi Tari Bali Maryati, Ni Made Rai; Antara Kesiman, Made Windu; Sunarya, I Made Gede
Jurnal Teknologi Informasi dan Ilmu Komputer Vol 10 No 5: Oktober 2023
Publisher : Fakultas Ilmu Komputer, Universitas Brawijaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25126/jtiik.2023107012

Abstract

Tarian daerah memegang peranan penting dalam tatanan kehidupan masyarakat Bali. Tarian tidak hanya sebagai hiburan tetapi juga sebagai sarana dalam kegiatan upacara keagamaan serta merupakan aset pariwisata. Jenis tari Bali cukup banyak, namun sebagian pencipta tari Bali sudah tiada. Perkembangan teknologi saat ini diharapkan dapat ikut memberikan kontribusi dalam penciptaan tarian baru. Penelitian ini bertujuan untuk mendeteksi persamaan pola gerakan dan menghitung banyaknya gerakan yang sama pada dua atau lebih tarian berbeda yang dikelompokkan berdasarkan penciptanya. Dengan menemukan banyaknya gerakan yang sama dalam beberapa tari ciptaan seorang maestro maka ciri khas seperti variasi gerakan dan tempo tarian diharapkan dapat diketahui. Penelitian ini merupakan penelitian yang berada di bawah payung proyek COMPUDANCE (Computerization of Dances), dimana proyek ini bertujuan untuk menciptakan sebuah tarian baru dengan cara mempelajari ciri khas dari masing-masing pencipta tari Bali. Tarian baru yang tercipta tentunya memiliki nilai yang sangat tinggi karena sebagian maestro sudah tiada. Dataset dalam penelitian ini adalah 8 jenis tari Bali yang berasal dari 3 pencipta yang berbeda. Delapan tarian tersebut melipiti : Tari Margapati, Tari Panji Semirang dan Tari Wiranata diciptakan oleh I Nyoman Kaler; Tari Cendrawasih, Tari Puspanjali dan Tari Sekar Jagat diciptakan oleh N.L.N. Swasthi Wijaya Bandem; Tari Wiranjaya dan Tari Nelayan diciptakan oleh I Ketut Merdana. Untuk mendeteksi persamaan pola gerakan akan digunakan metode skeletonisasi, dilanjutkan dengan proses ekstraksi fitur bentuk menggunakan metode HOG. Data hasil ekstraksi dari satu tarian kemudian dibandingkan dengan tarian lainnya. Untuk mengukur tingkat kesamaan dari dua atau lebih citra yang berbeda digunakan metode eucledian distance, dimana akan dipilih 5 nilai ambang yaitu 1,15, 1,18, 1,20, 1,22 dan 1,25. Nilai ini didasarkan pada pengamatan secara visual yang dilakukan terhadap citra hasil proses skeletonisasi, dimana citra yang jika dilihat secara visual memiliki gerakan sama memiliki nilai ambang antara 1,15 sampai 1,25. Dengan menggunakan 5 nilai ambang tersebut didapatkan jumlah gerakan yang terdeteksi sama dari masing-masing tarian yang dikelompokkan berdasarkan penciptanya.  Dari analisa terhadap hasil penelitian dapat disimpulkan bahwa kelompok tari ciptaan I Nyoman Kaler memiliki gerakan yang paling dinamis dengan variasi gerakan yang banyak dan memiliki tempo tarian yang paling cepat. Diurutan berikutnya adalah tari ciptaan I Ketut Merdana. Kelompok tari yang memiliki jenis gerakan yang sedikit dan tempo gerakan yang paling lambat adalah kelompok tari ciptaan N.L.N. Swasthi Wijaya Bandem. Terdapat gerakan yang sebenarnya berbeda namun terdeteksi sama dan sebaliknya terdapat pula gerakan yang sebenarnya sama namun tidak terdeteksi.   Abstract   Traditional dances play an important role in the order of Balinese lives. Dances are not only an entertainment but also means of religious ceremonies and tourism assets. There are many types of Balinese dance, but some of the maestro are gone. Technology is expected to contribute of the new dances creation. The objective of this study is to detect the similarity of movement patterns in Balinese dances choreography and to calculate the same movements of several Balinese dances grouped by creator. By finding the number of the same movements in several dances that was created by a maestro, the characteristics such as variations of movements and dance tempos can be identified. This research was conducted under the framework of Project COMPUDANCE (Computerization of Dances), the goal of this project is to create a new dance by identifiying the characteristics of each Balinese dance creator. The newly created dances must have a very high value because some maestros are gone. Dataset in this study are 8 types of Balinese dances come from 3 different maestros. They are Margapati Dance, Panji Semirang Dance and Wiranata Dance were created by I Nyoman Kaler; Cendrawasih Dance, Puspanjali Dance and Sekar Jagat Dance were created by N.L.N. Swasthi Wijaya Bandem; Wiranjaya Dance and Nelayan Dance were created by I Ketut Merdana. To detecting the similarity of movement patterns we use skeletonization method, then followed by extracting shape features of the skeleton images using HOG method. We use euclidean distance method to measure the level of image similarity, there are 5 threshold values that is 1.15, 1.18, 1.20, 1.22 and 1.25. This value was chosen by visual observations of the skeleton image, where an image that visually has the same movement has a threshold value between 1.15 to 1.25. By using these 5 threshold values, the number of same movements is obtained from each dance which is grouped based on its creator. From the result of this study, it was found that the dance created by I Nyoman Kaler has the most dynamic with many variations movement and has the fastest dance tempo. Next in line is the dance created by I Ketut Merdana. The dances with slowest tempo and fewest types of movement is created by N.L.N. Swasthi Wijaya Bandem. There are some different movements that detected as the same movements. Otherwise, there are same movements but not detected.
Usability Testing dan Rekomendasi Pengembangan E-Persuratan Dephub dengan Metode System Usability Scale dan Heuristic Evaluation Pradiktha, Wisnu Dwijaya; Dewi, Luh Joni Erawati; Sunarya, I Made Gede
Jurnal Teknologi Informatika dan Komputer Vol. 9 No. 2 (2023): Jurnal Teknologi Informatika dan Komputer
Publisher : Universitas Mohammad Husni Thamrin

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37012/jtik.v9i2.1697

Abstract

Dampak pandemi COVID-19 menyebabkan aktivitas atau kegiatan perkantoran menerapkan sistem kerja diluar kantor atau bekerja pada tempat tinggal masing-masing atau yang biasa disebut Work From Home (WFH) untuk meminimalisir pertemuan fisik yang dapat menimbulkan penyebaran virus COVID-19 semakin meluas. Dalam menghadapi hal tersebut, Kementerian Perhubungan telah membangun aplikasi Elektronik Persuratan (E-Persuratan) yang diharapkan dapat memudahkan dalam pendistribusian surat dinas secara daring. Aplikasi dapat digunakan oleh admin persuratan untuk melakukan pencatatan surat masuk dan surat keluar, atasan untuk melakukan disposisi surat, dan pegawai untuk menindaklanjuti surat tersebut. Namun seiring digunakannya e-persuratan ini, masih ditemukan beberapa kekurangan dari segi tampilan antarmuka dan fitur pada aplikasi yang menyebabkan penggunaan aplikasi belum efektif dan efisien digunakan oleh pengguna. Maka untuk dapat mengukur tingkat daya guna dan mengevaluasi aplikasi E-Persuratan tersebut dilakukan penelitian dengan menggunakan metode usability testing. Teknik usability testing pada penelitian ini menggunakan metode System Usability Scale (SUS) dan Heuristic Evaluation. Hasil dari penelitian dan pengolahan data yang telah dilakukan, pada penilaian usability testing dengan teknik System Usability Scale (SUS) menunjukkan bahwa hasil dari perhitungan diperoleh rata-rata skor sebesar 42,2. Jadi, dalam penilaian dengan skala addjective rating System Usability Scale (SUS) dari pengolahan skor SUS yang diperoleh masih dalam skala Grade F dengan addjective rating yaitu Poor yang masih kurang memuaskan atau belum diterima oleh pengguna dikarenakan skor standar minimal penilaian SUS yang masuk kategori dapat diterima pengguna yaitu 68,00.
Factors Affecting the Implementation of e-Surat Applications at Regional Apparatus Organizations in Tabanan Regency Juliantara, I Wayan Ady; Sariyasa; Sunarya, I Made Gede
Journal of Computer Networks, Architecture and High Performance Computing Vol. 5 No. 1 (2023): Article Research Volume 5 Issue 1, January 2023
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v5i1.2070

Abstract

The development of information technology has given birth to many new innovations, such as the e-Surat application which can help the administrative process of electronic service manuscripts at the OPD (Regional Apparatus Organization) in Tabanan Regency. The implementation of the e-Surat application on OPD in Tabanan Regency is still not optimal, there are factors that affect the implementation of the e-Surat application on OPD in Tabanan Regency. The model or method that is considered appropriate for analyzing and understanding the factors that can affect the implementation of the e-Surat application on OPD in Tabanan Regency is the TOE framework that will analyze the implementation of the e-Surat application on OPD in Tabanan Regency in terms of technology, organization and environment aspects. Data analysis techniques use multiple linear regression analysis. The results of the data analysis show that: (1) technological variables have a positive and significant effect on the implementation of e-Surat applications in OPD in Tabanan Regency, (2) organizational variables have a positive and significant effect on the implementation of e-Surat applications in OPD in Tabanan Regency and (3) environmental variables have a positive and significant effect on the implementation of e-Surat applications in OPD in Tabanan Regency.
Information Technology Governance Audit Using COBIT 5 Framework in the Natural Resources Conservation Office Putra, I Gede Eka Artha; Dewi, Luh Joni Erawati; Sunarya, I Made Gede
Journal of Computer Networks, Architecture and High Performance Computing Vol. 5 No. 1 (2023): Article Research Volume 5 Issue 1, January 2023
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v5i1.2079

Abstract

One of the organizations that requires the implementation of good information technology governance is the natural resources conservation office. The audit was conducted to determine the level of IT process capability based on the COBIT 5 standard and to determine the level of gaps (gaps) owned by the natural resources conservation office. The process of implementing the audit begins with observing the agency's environment related to activity data and its implementation, then mapping the data with business objectives according to COBIT 5, followed by mapping business objectives with IT objectives to obtain IT processes. The IT processes obtained are then selected to obtain important IT processes according to company officials. The TI process obtained is then processed using the Guttman method. The results of the IT process capability level, namely EDM01, EDM02 and APO09, are at level 3 (established). The gaps found need to be given a corrective strategy to achieve the capability expected by the institution, namely 4 (predictable process) by providing recommendations regarding steps to achieve the expected capability value. The recommendations and improvements provided use ISO/IEC 15504:2 and ISO27002 standards which were obtained by mapping IT processes on COBIT 5.
The Evaluation of Usability and Website Development using Cognitive Walkthrough, Performance Measurement, and System Usability Scale Giri, I Gusti Putu Yada; Dewi , Luh Joni Erawati; Sunarya, I Made Gede
Journal of Computer Networks, Architecture and High Performance Computing Vol. 5 No. 2 (2023): Article Research Volume 5 Issue 2, July 2023
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v5i2.2511

Abstract

The website of Social Affairs, Empowerment, and Child Protection in Bali is one of the information media used to fulfill one of the Service's requirements in implementing the Law on Public Information Disclosure. The initial observation results showed that there has never been a usability evaluation related to the website. In addition to this, according to an initial survey of 55 respondents from the general public and service information technology staff, the results obtained were (1) 69% of respondents stated that the website for the Office of Social Affairs, Women's Empowerment and Child Protection of the Province of Bali had an unattractive appearance, (2) as many as 67% of respondents stated that the website was still not good at placing and writing menus, (3) 67% of respondents stated that the website could not provide comfort when browsing, and (4) 95% of respondents stated that the display and contents of website content were still lacking and need to be developed. Based on the results of the interviews and surveys conducted, it is necessary to carry out an evaluation to find out more about the development of the website for the Bali Provincial Office of Social Affairs, Women's Empowerment and Child Protection. Therefore an evaluation was carried out on the website of Social Affairs, Women's Empowerment, and Child Protection of Bali using the Cognitive Walkthrough, Performance Measurement, and System Usability Scale (SUS) evaluation techniques. The research resulted in the following conclusions. (1) The website development for the Provincial Office of Social Affairs, Women's Empowerment, and Child Protection uses the Incremental method to produce a website with a more dynamic and modern appearance but still minimalist so that it does not interfere with the view of the website visitors and remains focused on content so that it is comfortable to view and read. (2) The performance measurement method evaluation results showed that the website is included in the effective and efficient category. The results showed that the working time for the beginner and the proficient group was short, the average for the proficient group was 17.4 seconds, and the beginner was 17.56 seconds. (3) Recommendations from the results of the usability evaluation of the Bali Provincial Office of Social Affairs, Women's Empowerment, and Child Protection using the Cognitive Walkthrough method are included in the successful category. Research showed that 100% of respondents completed the task scenario perfectly without any failures or errors. (4) Satisfaction of website users, when evaluated using the SUS method, gets an average score of 92.36 which is above the standard score of 68, so it can be concluded that respondents are very satisfied using the website for Social Affairs, Women's Empowerment and Child Protection of the Bali Province.
Usability Evaluation Of The Academic Information System Using The Concurrent Think-Aloud, Webuse, And Sus Methods Sarasmayana, Ketut Yoga; Dewi , Luh Joni Erawati; Sunarya, I Made Gede
Journal of Computer Networks, Architecture and High Performance Computing Vol. 6 No. 2 (2024): Articles Research Volume 6 Issue 2, April 2024
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v6i2.3977

Abstract

This research was motivated by the situation that the academic information system (SIAKAD) Universitas Teknologi Indonesia (UTI) had never been tested for usability based on user responses. Apart from that, the flow that occurs in the UTI academic information system is not yet coherent. From the user's side, the information guide feature for using SIAKAD UTI is not yet available. Based on this, the research aimed to: 1) describe the results of Usability evaluation using the Concurrent Think-Aloud and Webuse methods on the Academic Information System of Indonesia Technology University; 2) describe recommendations for usability evaluation of the Concurrent Think-Aloud and Webuse methods on the Academic Information System of the Indonesia Technology University; and 3) create a simulation of SIAKAD UTI development and describe the test results using the System Usability Scale (SUS) method. The research method used a mix of qualitative and quantitative methods, so that data obtained is more comprehensive, valid, reliable, and objective. Usability evaluation data through the Concurrent Think-Aloud method was collected using interviews, usability evaluation through the Webuse method was collected using a questionnaire, and satisfaction data through the SUS method was collected using a questionnaire. The results of the development carried out in this research can be concluded as follows. (1) The SIAKAD UTI evaluation results through the Concurrent Think-Aloud method showed that many navigation buttons did not function, inconsistent button features, disproportionate location/buttons position, and inappropriate color selection. Therefore, the evaluation results through the Concurrent Think-Aloud Method showed that SIAKAD UTI needs to be improved. (2) The SIAKAD UTI evaluation results through the Webuse method obtained an overall mean value of usability points, namely 0.23, in the range 0.2 < x ?0.4 with a usability level category of Poor, which means that it is necessary to improve the development of SIAKAD UTI. (3) Based on the evaluation results, a SIAKAD UTI development simulation was carried out, followed by a satisfaction test using SUS. The average score obtained after processing the assessment scores from respondents with an average value of 97.35, which showed that respondents were very satisfied using the results of the SIAKAD UTI development simulation.
Perencanaan Strategis Sistem Informasi Menggunakan Metode Ward and Peppard pada Kantor Pertanahan Kabupaten Klungkung Sugiyanti, Ni Putu Happy Valentina; Sariyasa, Sariyasa; Sunarya, I Made Gede
Jurnal Teknologi Sistem Informasi dan Aplikasi Vol. 7 No. 2 (2024): Jurnal Teknologi Sistem Informasi dan Aplikasi
Publisher : Program Studi Teknik Informatika Universitas Pamulang

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32493/jtsi.v7i2.34716

Abstract

The Klungkung Regency Land Office (Kantah Klungkung) is responsible for fifteen (15) main activities and focuses on tasks related to land services. There are only 23 Functional Officials out of the 127 people needed based on agency workload analysis. Apart from that, data from each section cannot be utilized properly because the system is not yet integrated. As a result, to ensure sustainable IS/IT growth in Kantah Klungkung and support the implementation of the Integrity Zone, a strategic plan for information systems is needed. This study chose Ward and Peppard's framework because they have adequate tools, are flexible, and can be used with existing business process strategic plans. Through the IFAS and EFAS questionnaires, four components of SWOT analysis were found. According to the results of internal SWOT analysis and external analysis of the business environment with Value Chain. As a result, with a SWOT quadrant score on the x-axis of 0.76 and the y-axis of 0.61, the company has the ability to maximize existing strengths and opportunities. This research produces a map of application requirements, recommendations for infrastructure improvements, and the number of workers needed by IS/IT managers over five years.
Penilaian Tata Kelola dan Manajemen Infrastruktur TI Bank BPD XYZ Menggunakan COBIT 2019: Assessment of IT Infrastructure Governance and Management Bank BPD XYZ Using the COBIT 2019 Budiana, I Wayan; Aryanto, Kadek Yota Ernanda; Sunarya, I Made Gede
MALCOM: Indonesian Journal of Machine Learning and Computer Science Vol. 4 No. 1 (2024): MALCOM January 2024
Publisher : Institut Riset dan Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57152/malcom.v4i1.1043

Abstract

Bank BPD XYZ telah memiliki 144 aplikasi yang dikelola secara mandiri di Data Center dan Disaster Recovery Center Bank BPD XYZ. Berdasarkan laporan monitoring dan audit dari regulator, terindentifikasi beberapa permasalahan yang terkait dengan pengelolaan infrastruktur TI. Oleh karena itu, diperlukan sebuah penilaian tata kelola dan manajemen infrastruktur TI menggunakan kerangka kerja COBIT 2019 yang bertujuan untuk menilai seberapa besar capability level dan maturity level saat ini, serta menganalisis tingkat kesenjangan (gap) dengan tingkat yang diharapkan yang selanjutnya akan digunakan sebagai dasar untuk memberikan rekomendasi perbaikan. Hasil pengisian formulir design factor oleh top level management, domain obyektif yang memiliki tingkat kepentingan ? 70 yaitu EDM03 Ensured Risk Optimization, APO12 Managed Risk, APO13 Managed Security, dan MEA03 Managed Compliance with External Requirement. Berdasarkan hasil pengisian kuesioner obyektif terpilih, setelah dilakukan analisis didapatkan nilai pada domain obyektif EDM03 3,44 persentase 68,87% largely, APO12 3,45 persentase 68,93% largely, APO13 3,63 persentase 72,50% largely, dan MEA03 3,63 persentase 72,50% largely. Terdapat kesenjangan (gap) pada setiap domain obyektif terpilih, nilai kesenjangan pada domain obyektif EDM03 0,57, APO12 0,55, APO13 0,37, dan MEA03 0,38. Hasil ini merupakan deskripsi tata kelola dan manajemen Bank BPD XYZ saat ini dalam mengelola infrastruktur TI yang telah dilaksanakan.
Optimalisasi Metode RBFNN Dengan Fuzzy C-Means Dalam Prediksi Import Barang Konsumsi Indonesia Budiastawa, I Dewa Gede; Sunarya, I Made Gede; Wirawan, I Made Agus
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 4 (2025): Agustus 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i4.8711

Abstract

Prediction or forecasting is an action that aims to find out future events based on indicators that influence an event. Consumer goods are products or goods purchased by people or households that are intended for direct consumption in the sense that they are not for further production purposes. Based on this, serious handling is needed to maintain the state of the Indonesian economy, especially in the industrial sector. Predicting the value of consumer goods imports is a step in finding out the value of consumer goods imports in the next period so that the government has a reference in determining policies. In this study, the prediction of the value of consumer goods imports was carried out based on factors that influence the value of consumer goods imports based on research in the field of economics. This study uses the Radial Basis Function Neural Network (RBFNN) method using a combination of clustering methods, namely Fuzzy C-Means Clustering to improve method performance. The RBFNN method is the best method used in predicting future data based on previous research and the FCM method is a clustering method that is able to overcome ambiguity in the prediction process. This study proves that the Fuzzy C-Means method is effective in optimizing the performance of the Radial Basis Function Neural Network method with a comparison of MAPE values in each combination, namely RBFNN - FCM 15.73%, RBFNN - K-Means 16.87% and RBFNN - Random centroid 17.70%. The learning rate parameter is directly proportional to the RBFNN - FCM model where the greater the learning rate, the better the model performance, indicating that the model does not need to do in-depth learning to recognize data patterns. In contrast to the fuzzification parameter which increases accuracy when the fuzzification value is lowered, indicating that the model does not require a very vague approach to recognize data patterns. The best architecture is 8 - 4 - 1 with a fuzzification parameter value of 1.5, a learning rate of 0.3 and a threshold error of 0.3 produced by a combination of RBFNN and FCM.
Co-Authors ., Dewa Ayu Kade Diah Arindia Putri ., Gede Agus Udayana ., I Putu Eka Dharma Cahyadi ., Km Pita Setiarini ., Ni Kd Putri Ariani ., Ni Made Erna Maygayanti ., Novitasari Putri ., Putu Sanistya h Aan Yudianto Acep Taufik Hidayat Ade Widiyantara, I Putu Adi Arta Wibawa, I Gede Made Adi Saputra Yasa, I Gede Agoes Gelgel Aryawan, I Komang Agung Ayu Hanna Cahyani Agung Istri Ariningrat, I Gusti Agung Purnama Putra, I Gede Agung Wahyu Prayoga, I Gusti Agus Permadi, I Nyoman Agus Sutrisna, I Kadek Agus Tria Pradnyana Udayana Agus Tria Pradnyana Udayana, Agus Tria Pradnyana Ali Djamhuri Anak Agung Gde Wahyu Sukma Erlangga Anak Agung Sri Farida Sari Dewi Andika, I Gede Antara, I Gede Wija Aprilia Monica Sari Ardipa, Gede Sukra Ari Kamelia Dewi, Ni Made Arief Hadi Prasetyo Arief Hadi Prasetyo, Arief Hadi Arisandi, Ni Made Desi Artika Winati Mapet, Made Ayu Elviani, Ni Komang Ayu Nirma Lestari, Gusti Bagus Maha Putra, I Gusti Budiana, I Wayan Budiastawa, I Dewa Gede Bunga Anindya, Made Cahyani, Agung Ayu Hanna Cahyo, Kukuh Adhicahyo Candiasa , ⁠I Made Darma Putra, I Kadek Agus Dessy Seri Wahyuni Dewa Ayu Kade Diah Arindia Putri . Dewa Gede Hendra Divayana, Dewa Gede Hendra Dewa Ngakan Putu Eka Juniarta Dewa Nyoman Adi Sista Dewa Nyoman Adi Sista, Dewa Nyoman Adi Dewa Putu Doniawan Dewi , Luh Joni Erawati Dewi, Made Sulatri Dewi, Ni Putu Dita Ariani Sukma Dharma Laksana, I Kadek Diani, Ni Komang Didik Nurrahman Dika Prasetya, I Putu Dinata, I Made Anom Mahartha Doniawan, Dewa Putu Drs. I Wayan Darsana,M.Ed . Dwi Suparyanta, Kadek DWI SURYANTO Dwipayoga, Dewa Made Wisma Eka Aditya Saputra Eka Putra Widiantara Eka Swastika, I Putu Eko Mulyanto Yuniarno Endrawati, Ni Komang Ayu Erlangga, Anak Agung Gde Wahyu Sukma Farida Sari Dewi, Anak Agung Sri Firda Riani Gede Agus Putra Yasa Gede Agus Udayana . Gede Arna Jude Saskara Gede Doni Agustina Gede Doni Agustina Gede Doni Agustina, Gede Doni Gede Nova Kertiana Putra Gede Noverdi Indrawirawan Gede Saindra Santyadiputra Gede Saindra Santyadiputra Gede Saindra Santyadiputra, Gede Saindra Gede Sukra Ardipa Gede Surya Mahendra Giri, I Gusti Putu Yada Gusti Ayu Nirma Lestari Gusti Ngurah Wira Satryawan Hanna Cahyani, Agung Ayu Hartariani, Luh Lina Hartawan, I Kadek Priyogi Giri Hermawan, Norma I G. Uttaram I Gede Adi Saputra Yasa I Gede Agung Purnama Putra I Gede Agus Pebriana I Gede Andika Diana Putra I Gede Aris Gunadi I Gede Bendesa Subawa I Gede Bintang Arya Budaya I Gede Bintang Arya Budaya I Gede Eka Artha Putra I Gede Eka Udiyana I Gede Eka Udiyana, I Gede Eka I Gede Kesumayudha Widiana I Gede Made Adi Arta Wibawa I Gede Mahendra Darmawiguna I Gede Merta I Gede Nyoman Agung Jayarana I Gede Sudirtha I Gede Wija Antara I Gusti Agung Istri Ariningrat I Gusti Agung Mia Pradita I Gusti Agung Wahyu Prayoga I Gusti Ayu Agung Diatri Indradewi I Gusti Bagus Maha Putra I Gusti Gede Raka Wiradarma I Gusti Made Wahyu Krisna Widiantara I Gusti Nyoman Tri Jayendra I Gusti Putu Yada Giri I Kadek Agus Darma Putra I Kadek Agus Sutrisna I Kadek Dharma Laksana I Kadek Dwi Gitayana Putra I Ketut Dedi Kusuma Rena I Ketut Eddy Purnama I Ketut Resika Arthana I Ketut Semara Yasa I Ketut Semara Yasa, I Ketut Semara I Komang Adyanata I Komang Agoes Gelgel Aryawan I Komang Hendra Trinium Jaya I Komang Sureadiputra Diwangkara . I Komang Sureadiputra Diwangkara ., I Komang Sureadiputra Diwangkara I Komang Susena I Made Agus Oka Gunawan I Made Agus Wirawan I Made Ardwi Pradnyana I Made Arya Adinata Dwija Putra I Made Candiasa I Made Kresna Dana I Made Putrama I Made Tirta Murdika I Made Widnyana, I Made I Made Yoga Antara I Made Yudiantara I Made Yudiantara I Md. Dendi Maysanjaya I Nengah Eka Mertayasa I Nengah Eka Mertayasa I Nyoman Agus Permadi I Nyoman Indhi Wiradika I Nyoman Narmada I Nyoman Narmada, I Nyoman I Nyoman Sudiartayasa Adiputra I Putu Ade Widiyantara I Putu Dika Prasetya I Putu Eka Dharma Cahyadi . I Putu Eka Swastika I Putu Gd Sukenada Andisana I Putu Hendra Tresnadana Sueca I Putu Hery Antara I Putu Hery Antara, I Putu Hery I Putu Nata Susila I Putu Surya Dharma Putra I Putu Surya Pratama Wardhana I Putu Wijaya Merta I Wayan Ady Juliantara I Wayan Arya Gina Widyatmaja I Wayan Eka Purnama Putra . I Wayan Eka Purnama Putra ., I Wayan Eka Purnama Putra I Wayan Indra Diatmika I Wayan Indra Diatmika, I Wayan Indra I Wayan Nuarsa I Wayan Sudarsana I Wayan Treman I Wayan Wahyu Nuarsa I Wayan Wijaya Kusuma Ida Ayu Putu Purnami Ida Bagus Jyotisananda Ida Bagus Mahendra Ida Bagus Satriya Satriya Wibawa Ida Bagus Yudha Surya Pradipta Ida Bagus Yudha Surya Pradipta, Ida Bagus Yudha Surya Ida Purnamasari, Putu Ika Hendriana, Komang Inayaturrahman . Inayaturrahman ., Inayaturrahman Indah Saraswati, I Dewa Ayu Indradewi, Gusti Ayu Agung Diatri Indrawirawan, Gede Noverdi Ismoyo Sunu Joko Priambodo Juliantara, I Wayan Ady Kadek Artawan Kadek Artawan, Kadek Kadek Dedi Krisma Prayudi Kadek Dodi Permana Kadek Dodi Permana Kadek Dodi Permana, Kadek Dodi Kadek Dwi Suparyanta Kadek Dwi Yoga Adi Palguna . Kadek Dwi Yoga Adi Palguna ., Kadek Dwi Yoga Adi Palguna Kadek Rido Setiawan Kadek Rido Setiawan, Kadek Rido Kadek Suwis Satria Atmaja Kadek Yota Ernanda Aryanto Kadek Yota Ernanda Aryanto Kertiana Putra, Gede Nova Ketut Agustini Ketut Intan Kusuma Wardani Ketut Sukreni Ketut Sukreni, Ketut Ketut Widiantara Km Pita Setiarini . Komang Devi Kristianti Komang Ika Hendriana Komang Trya Chandra Resmawan . Kristianti, Komang Devi Kumara, I Ketut Bagus Surya Kusuma Wardani, Ketut Intan Lalu Rendy Syahrial Lanang Nugraha, Made Lika Hanifah Luh Asri Ramayanthi Luh Asri Ramayanthi, Luh Asri Luh Joni Erawati Dewi Luh Lina Hartariani Luh Putu Eka Damayanthi Luh Putu Eka Damayanthi Luh Putu Eka Damayanthi, Luh Putu Eka Luh Putu Risma Noviana Risma M.Cs S.Kom I Made Agus Wirawan . Made Artika Winati Mapet Made Bunga Anindya Made Lanang Nugraha Made Sulatri Dewi Made Suyasa Dwi Putra Made Widnyana Made Windu Antara Kesiman Made Windu Antara Kesiman Mahendra, Komang Maryati, Ni Made Rai Mauridhi Hery Purnomo Merta, I Gede Mita Puspita dewi Mita Puspita Dewi, Ni Putu Nata Susila, I Putu Natih, I Dewa Gede Agung Wibhisana Negara, I Made Wahyu Guna Neno, Joseph Extrada Ngakan Putu Eka Juniarta, Dewa Ni Desak Made Sri Adnyawati Ni Kadek Dina Agustina Ni Kadek Dina Agustina, Ni Kadek Dina Ni Kadek Dwi Trisna Rahayu Ni Kd Putri Ariani . Ni Ketut Ayu Purnama Sari . Ni Ketut Ayu Purnama Sari ., Ni Ketut Ayu Purnama Sari Ni Ketut Catur Wahyu Puspitawati Ni Komang Arista Tri Wahyuni Ni Komang Ayu Elviani Ni Komang Ayu Endrawati Ni Komang Oktari Permata Sari Ni Luh Putu Kurniawati Ni Made Ari Kamelia Dewi Ni Made Desi Arisandi Ni Made Erna Maygayanti . Ni Made Nafta Sukendry Ni Made Pradnya Paramita Kusumawati Kusumawati Ni Made Sudiartini Ni Nyoman Emang Smrti Ni Putu Anik Mentayani Ni Putu Ayu Wijayanti Ni Putu Eka Apriyanthi Ni Putu Mita Puspita Dewi Ni Putu Ratna Puspitarini Ni Putu Ratna Wiryani Ni Putu Ratna Wiryani, Ni Putu Ratna Ni Putu Viky Aryani Ni Wayan Martiningsih Novitasari Putri Novitasari Putri . Novitasari Putri, Novitasari Nugraha, Putu Zasya Eka Satya Nyoman Sugihartini P. WAYAN ARTA SUYASA Padama Nyoman Crisnapati Padma Nyoman Crisnapati Padma Nyoman Crisnapati Padma Nyoman Crisnapati Pathni, Ida Ayu Wisma Anggaritha Pebriana, I Gede Agus Permana, Made Ody Gita Pinem, Deby Natalia Br Pradiktha, Wisnu Dwijaya Pradita, I Gusti Agung Mia pramana, i gede pramana ade saputra Prasetia, I Putu Widia Prawira, Putu Yoka Angga Priambodo, Joko Prianka Vedanty, Putu Puspitarini, Ni Putu Ratna Putra Yasa, Gede Agus Putra, I Gede Eka Artha Putra, I Kadek Nurcahyo Putu Alan Arismandika Putu Angga Septiana Putra . Putu Angga Septiana Putra ., Putu Angga Septiana Putra Putu Ary Darma Yasa Putu Ary Darma Yasa, Putu Ary Putu Deri Ariyasa Dana Putu Hendra Suputra Putu Ida Purnamasari Putu Kartika Widya Swari Putu Kartika Widya Swari, Putu Kartika Putu Maha Putra Putu Merta Putu Sanistya h . Putu Sava Adikara Budi Putu Soni Ermawati Putu Suarningsih Putu Wendy Ariyani Putu Yoka Angga Prawira Putu Yudia Pratiwi Putu Zasya Eka Satya Nugraha Rahayu, Ni Kadek Dwi Trisna Rehatta, Jullio Rena, I Ketut Dedi Kusuma Rendy Syahrial, Lalu Riani, Firda Rika Rokhana Rika Rokhana Rizki Anom Raharjo Rokhana, Rika Rudy Satya Wira Dharma, Kadek Santra, Wayan Saputri, Ni Kadek Tesya Ari Sarasmayana, Ketut Yoga Sariyasa . Shodiq Damanhuri Sidik, Purnama Sindu, I Gede Partha Soni Ermawati, Putu Suarningsih, Putu Sudiartayasa Adiputra, I Nyoman Sudiartini, Ni Made Sudiasta Putri, Nyoman Dinda Indira SUGIYANTI, NI PUTU HAPPY VALENTINA Sukendry, Ni Made Nafta Sulatri Dewi, Made Sumantara, I Gusti Lanang Trisna Suputra, I Putu Arsana Surya Diputra, I Gusti Nyoman Anton Surya Pratama Wardhana, I Putu Susena, I Komang Suyasa Dwi Putra, Made Swastika, I Putu Eka Taufik Ismail Taufik Ismail Tirta Murdika, I Made Tita Karlita Tita Karlita Tita Karlita Tresnadana Sueca, I Putu Hendra Tri Arief Sardjono Trywanto Rina Trywanto Rina Uttaram, I G. Uttaram, I G. Viky Aryani, Ni Putu Wahyu Eka Putra, I Gusti Agung Wardana, I Komang Tri Edi Wardhana, I Putu Surya Pratama Wayan Andre Pratama Wayan Andre Pratama Wayan Santra Widiantara, Eka Putra Widiantara, I Gusti Made Wahyu Krisna Widiantara, Ketut Widiantara, Ketut Wija Antara, I Gede Wijaya Kusuma, I Wayan Wijaya Merta, I Putu Wijaya, Ni Made Pradnyaswari Wijayanti, Ni Putu Ayu Wilhelmus Sabatani Jangku Wiradarma, I Gusti Gede Raka Wisnu Dwijaya Pradiktha Yoga Antara, I Made Yoka Angga Prawira, Putu Yudiantara, I Made Yundari, Yundari Yunita Dewi, Kadek ⁠I Made Candiasa