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Klasifikasi Kategori Buku Ilmu Agama Islam Menggunakan Metode Naive Bayes Dan Seleksi Fitur Information Gain Panji Gemilang; Yuita Arum Sari; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 6 (2020): Juni 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Books that have important role for making the next generation of nation intelligent, creative, and critical. Special reading books on Islamic religion have various categories, for example categories of creed, morals, sirah, and so forth. Books about Islam and various categories that exist makes it difficult for people to find the desired book according to the category of books that you want to read. Thus this study seeks to classify Islamic religious book categories into 7 categories using the Naive Bayes Multinomial and feature selection Information Gain. The classification process starts from the preprocessing text, features selection by the Information Gain method, and classification using the method Multinomial Naive Bayes. Testing is acuration, precision, and recall with 2 scenarios, namely through the process of stemming and not through the process stemming also analysis the influence of threshold Information Gain. Displaying scenarios through stemming with a 50% feature selection has the best accuracy, precision, and recall results of 69%, 74%, and 69% by order. Based on testing algorithms can classify the categories of Islamic religious science books using the Naive Bayes Multinomial method and feature selection Information Gain
Penerapan Manajemen Risiko Teknologi Informasi menggunakan Metode OCTAVE-S pada UPT Pusat Komputer Politeknik Negeri Malang Ahmad Nur Kurniawan; Buce Trias Hanggara; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 6 (2020): Juni 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Malang State Polytechnic is a state university that is committed to the implementation and development of information technology. This commitment is realized with the existence of the Computer Center UPT (Puskom) as a unit responsible for technology. So far, the UPT Puskom has implemented ISO 9001: 2008 as a supplier service management standard. Regarding security responsibilities for the requirements of ISO 9001: 2008. However, this aspect of risk management is only a remedial program related to nonconformities. With the existence of risk management, this information is expected to strengthen the risk management aspects. Can reduce the risk that occurs. Based on the existing problems, it is necessary to do risk management using the OCTAVE-S method. This method uses the knowledge of UPT Puskom staff on the organization's security practices and processes, as well as evaluating the current security at the UPT Puskom. In applying the OCTAVE-S method, an interview process is needed to request information about the current Puskom requirements, find out important assets, as well as infrastructure related to important assets. Meanwhile, the questionnaire was carried out to implement the security practices that have been applied by the Center at present. And observations made to obtain more information that has been obtained to strengthen the information. The results of this study prove that Puskom has 2 important assets, namely academic information systems and Puskom information systems. In addition, there are 5 areas out of 15 security practice areas at the UPT Puskom that do not meet OCTAVE-S standards. From this area, 2 security practice areas have yellow traffic light status, and 3 security practice areas have red traffic light status. Areas of security practice that do not meet OCTAVE-S standards are then mitigated. Based on the law, there are 4 mitigation points, the access control area is 4 mitigation points, the management area considers 3 mitigation points, the design & security architecture area is provided 1 mitigation point, the management area reports 3 mitigation points.
Evaluasi Tata Kelola Teknologi Informasi Pada Diskominfosantik Kabupaten Bekasi Menggunakan Kerangka Kerja COBIT 5 Subdomain EDM04 dan APO07 Muhammad Abdullah Al Munawar; Buce Trias Hanggara; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 7 (2020): Juli 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Communication, Information, Statistics and Encoding Office (Diskominfosantik) of Kabupaten Bekasi is an institute which responsible to manage information and communication for Kabupaten Bekasi region. There are problems regarding the management of IT resources, which is the lack of human resources caused multipled job. Lack of human resource inhibits management of infrastructure and application that are being improve to reach the smart village program. Another trouble is uncompleted standard operating procedure of IT resources management about responsibilities of IT resource and there is no mechanism of IT resource management where all responsible was given to vendor. Evaluation is required to overcome the current problems. Evaluation using COBIT 5 subdomain EDM04 and APO07 is appropriate to evaluate management of IT resource. COBIT 5 is able to detect value of capability level as is and to be and gap analysis. Based on result of this evaluation, capability level EDM04 is in 1st level and APO07 is 2nd level and gap analysis of each subdomain is 1 level. Recommendation given to make SOP for problem deviation, document priority arrangement of IT resource management, giving competency training about management of IT for employee
Evaluasi Tata Kelola Teknologi Informasi PT Pertamina Hulu Energi menggunakan Framework COBIT 4.1 Fokus Domain Plan And Organise (PO) dan Acquire And Implement (AI) Khusus pada Implementasi Enterprise Architecture Muhammad Ghiffari; Yusi Tyroni Mursityo; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 13 (2020): Publikasi Khusus Tahun 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Artikel dipublikasikan di JTIIK
Sistem Pendukung Keputusan Menentukan Siswa Berprestasi menggunakan Metode Weighted Product dan Simple Additive Weighting (Studi Kasus : SMPN 2 Bululawang Kabupaten Malang) Mukhlis Anshori Witanto; Edy Santoso; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 10 (2020): Oktober 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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The number of students as well as various levels of ability and strengths in different aspects of behavior, academic values ​​and non-academic values, so that based on the conditions that emerge an effort to find out students have superior achievements. The selection of high achieving students in SMP Negeri 2 Bululawang tends to be use the academic scores of the nasional exam, because the decisions taken only use the academic scores of the national exam, so it is not fair to make high performance student decisions that are seen in one criterion. In carrying out a decision support system for determining these high achieving students using the Weighted Product (WP) and Simple Addictive Weighting (SAW) methods. This system uses several criteria used for the selection of high-achieving students including, the average report card grades from grade 7 to grade 9, school exam scores, attendance attendance values, and extracurricular grades. The test results obtained an accuracy of 40%, because the school only determines from one aspect only.
Analisis Sentimen Ulasan Aplikasi Mobile menggunakan Algoritma Gabungan Naive Bayes dan C4.5 berbasis Normalisasi Kata Levenshtein Distance Arrofi Reza Satria; Sigit Adinugroho; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 11 (2020): November 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Google Play Store has become the largest digital market place with more than 10 million products in it. Application developers make the product review column available on the Google Play Store one of the ways to find out user satisfaction. But not all reviews on the app have an alignment between ratings and comments, there are ambiguous reviews, that are reviews marked by ratings and sentiment of comments are not the same. Machine Learning (ML) has been very useful in the field of sentiment analysis. One method that is reliable and easy to use is Naive Bayes. C4.5 method is also very popular in solving the decesion tree problem which will be used for the sentiment classification process. While the Levenshtein Disance method is used to compare two strings for the word normalization process. The method flow start with text preprocessing dataset with Levenstein Distance, then the dataset will be divided into two for the Naive Bayes and C4.5 classification process. The sentiment text and text review will be processed by the Naive Bayes method while the rating and sentiment text will be processed by C4.5.The test results using the 10-Fold evaluation method are 85.3%. While the sentiment classification without using Levenshtein Distance is 85.6%, the difference is 0,3%, making the Levenshtein Distance method not significantly affect the classification results. Other test results with the application of the Edit Distance 1, 2, 3 and 4 limits were 86.9%, 85.9%, 87.1% and 86.1%, respectively. Testing Naive Bayes algorithm without C4.5 in classifying review texts has an 85.3% same result with previous test. The results of this test illustrate the effectiveness of this program in the classification of mobile application
Evaluasi Manajemen Risiko Teknologi Informasi menggunakan Standar Cobit 5 IT Risk pada PTPN X Pabrik Gula Meritjan Kediri Fakhri Ivan Alfiansyah; Buce Trias Hanggara; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 4 No 11 (2020): November 2020
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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To help running business processes and make effective and efficient decisions, Finance and General Affairs Division of PG. Meritjan Kediri PTPN X uses SAP (System Application and Product in Data Processing). Risk management applied to PG. Meritjan Kediri uses ISO 9001: 2015 and ISO 14001: 2015 standards to deal with risks that interfere with the implementation of the company's business processes. The APO12 (Risk Management) and EDM03 (Ensure Risk Optimation) process domains in the COBIT 5 framework are used in the evaluation of information technology risk management in order to know the extent of the achievements of the IT risk management in the financial and general sections of PG. Meritjan Kediri. Data collected using questionnaires, making direct observations, and conducting interviews with related parties. Meanwhile, the stage for conducting the evaluation process consists of analyzing the capability level, gap and risk assessment. Risk assessment is carried out to identify risks and assess their impact. Capability level analysis resulted in level 2 in the APO12 and EDM03 process domain, 11 steps and mitigation strategies, and 11 recommendations. These results are used as the basis used to improve IT risk management implemented by the finance and general department of PG.Meritjan Kediri.
Kapabilitas Tata Kelola Sumber Daya Teknologi Informasi pada Dinas Komunikasi dan Informatika Kota Kediri Berdasarkan Pedoman COBIT 5 Muhamad Adeseno Marantisa; Admaja Dwi Herlambang; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 5 No 1 (2021): Januari 2021
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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The Department of Communication and Informatics of Kediri City is a government agency engaged in public services, communication and informatics. In carrying out these activities, an information technology governance is required that can regulate and control each activity. In addition, human resources also need to be provided and their readiness is ensured in carrying out these activities. Therefore, lack of human resources and ensuring existing IT resources are problems that must be overcome by the company. There is a guideline that can measure the level of capability of existing IT resources, COBIT. This study uses COBIT 5 guidelines to measure the level of IT resource governance capabilities with a focus on the EDM04 - Ensure Resource Optimization and APO07 - Manage Human Resources processes. The data collection methods used in this study were observation, interviews, and direct document review. The results of the measurement of the capability level obtained are in the process of EDM04 - Ensure Resource Optimization at Level 1 with a value of 72.3% in the Largely Achieved (L) category and in the process of APO07 - Manage Human Resources process at Level 1 with a value of 73.2% category Largely Achieved (L). Based on the results of the capability level obtained and the expected level of capability to be at Level 3, so that each process has a gap of 2 levels. Recommendations given in an effort to reach the expected level are focusing on fulfilling documents, monitoring and evaluating existing IT resources, and making policies or monitoring actions on existing human resources.
Evaluasi Proses Pengelolaan Inovasi dan Pengelolaan Penerimaan Perubahan dan Transisi Menggunakan Framework COBIT 5 pada Dinas Tenaga Kerja, Penanaman Modal dan Pelayanan Terpadu Satu Pintu Kota Malang Sarah Tsamara Dewanti; Buce Trias Hanggara; Suprapto Suprapto
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 5 No 3 (2021): Maret 2021
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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Dinas Tenaga Kerja, Penanaman Modal dan Pelayanan Terpadu Satu Pintu (DISNAKER-PMPTSP) Kota Malang is a government institution which facilitating programs and activities in labour sector as well as providing investment, licensing and non-licensing with one-stop integrated service system. Due to the lack of technological innovation which leads to the unprogressive service system development, DISNAKER-PMPTSP has several obstacles to tackle its service processes. Furthermore, when DISNAKER-PMPTSP Kota Malang is currently trying to revamp to the new information system, there is no proper management planning on the current transition between the old process to the new system. An evaluation is needed in managing innovation and managing change acceptance and transitioning by using the capabilities level assessment in the Manage Innovation (APO04) and Manage Change Acceptance and Transitioning (BAI07) processes using the framework Control Objective for Information and Related Technology (COBIT 5). The evaluation carried out by filling out the assessment documents in each process (APO04 and BAI07) gradually from level 0 to level 3 which is the level expected by DISNAKER-PMPTSP Kota Malang. Based on the results of the assessment, the capability level for the APO04 process was 66.67% and the BAI07 process was 73.08%, respectively at level 1. In conclusion, there is a gap between the APO04 and BAI07 processes, which are 2 levels. From the gaps that were found, several recommendations were made to meet the target level of each process.
Evaluasi Tata Kelola Teknologi Informasi dan Manajemen Sumber Daya Berdasarkan Cobit 5 Domain DSS01, DSS05, dan EDM04 (Studi Kasus: PT. PLN UIP JBTB II) Delimukti Putra Muliawan; Suprapto Suprapto; Aditya Rachmadi
Jurnal Pengembangan Teknologi Informasi dan Ilmu Komputer Vol 5 No 4 (2021): April 2021
Publisher : Fakultas Ilmu Komputer (FILKOM), Universitas Brawijaya

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The use of information technology in the period 2015 and above has been thoroughly integrated to facilitate the achievement of organizational targets and the organization's business model. East Java Information Technology System Operations Division Part 3 which is located in the East Java Development Main Unit Section 3 is part of the Finance and Human Resources Sector. The division aims to carry out, support implementation, monitor operational needs in the work area. The approach to supporting activities from the commonly carried out division goals is to apply a framework with tested practical activities. Internationally the best framework in the field of Information Technology Governance is called Control Objectives for Information and Related Technologies or abbreviated as COBIT version 5.In this research, selected domains will be applied, namely DSS01 (Operations Management), DSS05 (Service Security Management) and EDM04 (Optimization). Resources) to find the Capability Level of the division, the findings will be used as recommendations for improving the achievement of work goals.
Co-Authors A. Fahmi Baharuddin Achmad Fani Fajar Irawan Ade Wicaksono Adinugroho, Sigit Aditya Rachmadi Admaja Dwi Herlambang Admaja Herlambang Agung Prasetyo Siregar Agus Ardiansyah Ahmad Arif Saputra Ahmad Nur Kurniawan Ainur Rosyid Akbar Aditya Maulana Akhmad Wahyu Redhani Alfan Nazala Putra Alvian Restu Naspati Amaliah Khoirun Nisyak Ameline Devia Mashita Zara Aminah Rokhikim Makhtum Amirah Al Baiti Ananty Yunanda Rezkiani Andi Reza` Perdanakusuma Andry Lesmana Japrianta Anindhita Firdani ari kusyanti Arrofi Reza Satria Athayya Salsabila Anandityo Ayunda Della Ariesta Basuki Rahmat Rialdi Bayu Febrian Putera Ammal Bayu Rahayudi Bayu Rahayudi Buce Trias Hanggara Danny Esfarditya Debrilla Ivanadya Pang Dedy Surya Pradana Delimukti Putra Muliawan Della Eko Damayanti Desi Losari Indah Desyolanda Manullang Dhavin Putra Alamsyah Diah Destaningrum Diah Priharsari Dian Eka R Didin Wahyu Utomo Dilla Kusumaningrum Dindha Maria Ulfa Dio Wisnu Hamjono Edo Rizky Pratama Edy Santoso Eka Hery Wijaya Ernesto Ersada Barus Erwan Wahyu Andrianto Fadel Muhafiizh Fadzri Ahdi Anshori Fahry Nur Muhammad Fakhri Ivan Alfiansyah Fandy Adityo Fanistya Dias Afrilia Farah Amalia Faris Bagaskoro Fatwa Ramdani, Fatwa Fibriliandani Nur Pratama Fierhan Arzza Ardhana Fikhi Nugroho Firza Zukhriadna Afriliandra Fryda Rizkyta Ardiana Galih Putra Suwandi Gaung Rimba Putra Dirgantara Hana Talitha Iddo Driantami Hanifah Asri Hanifah Muslimah Az-Zahra Harry Bali Kusuma I Gusti Ayu Putri Diani Imam Cholissodin Indah Dwi Chyntia Riswandi Intan Sartika Eris Maghfiroh Irsalina Khairina Irwan Andriyanto Ismiarta Aknuranda Joshua Soejanto Kasitha Wibriyanti Anindita Kenty Wantri A Lailil Muflikhah Lalu Muhammad Ivan Natania Liliandara Wahyu Imami Lisa Septian Putri Lucky Hidayat M. Habibullah Arief Marisania Pramesti Cahyani Marji Marji Mashuda Bahtiar Maskiswo Addi Puspito Melisa Widya Astuti Mia Sahdana Millenia Silvianthie Moch. Fadel Satrio Muhamad Adeseno Marantisa Muhammad Abdullah Al Munawar Muhammad Adiputra Muhammad Burhannudin Muhammad Ghiffari Muhammad Hasbi Ashshiddiqi Muhammad Oktoda Noorrohman Mukhlis Anshori Witanto Nadya Mardiana Rahmania Nanda Fiesta Farada Nerissa Arviana Niken Hendrakusma Wardani Novia Dwi Setyaningrum Nurfitri Zukhrufatul Firdaus Nurul Auliyah Nurul Hidaya Nurul Hidayat Oktavianis Kartikasari Panji Gemilang Putri Rizki Utami Rafael George Rahmania Kumalasari Rahmi Maulidya Raja Gantino Mufti Randy Cahya Wihandika Ratna Dwi Anjani Rayyan Mada Rekyan Regasari Mardi Putri, Rekyan Regasari Mardi Renaldi Sidiq Wibowo Restu Pambudi Retno Indah Rokhmawati Richard Emmanuel Johanes Ridho Adi Febrian Ridho Hardiansyah Rifdah Nur Fadhilah Rihandiko Hari Romadhona Rino Agus Saputra Rizki Hasna Salsabil Rakha Rizky Nanda Istichomah Sarah Tsamara Dewanti Satrio Hadi Wijoyo Septian Rachmat Widayanto Shella Indah Dwi Octaviani Sihombing Nella Sarah Berlianna Simson Hasian Pangaribuan Siti Febrianti Ramadhani Sutrisno Sutrisno Tasya Junita Maulani Tri Wahyu Riski Vicky Nur Ardianto Widhy Hayuhardhika Nugraha Putra Winda Siti Fatmala Yani Iriana Putri Yuita Arum Sari Yusi Tyroni Mursityo Yusrini Meidita Zaiful Bahar Zainul Anshor