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Jurnal Informatika
Published by Universitas Bina Sarana Informatika
ISSN : 23556579     EISSN : 25282247     DOI : https://doi.org/10.31294/ji.v4i2
Core Subject : Science,
Computer Science & IT
Jurnal Informatika respects all researchers Technology and Information field as a part spirit of disseminating science resulting and community service that provides download journal articles for free, both nationally and internationally. The editorial welcomes innovative manuscripts from Technology and Information field. The scopes of this journal are: Expert System Decision Support System Data Mining Artificial Intelligence System Machine Learning Genetic Algorithms Business Intelligence and Knowledge Management Big Data the manuscripts have primary citations and have never been published online or in print. Every manuscript will be checked the plagiarism using Turnitin software. If the manuscript indicated major plagiarism, the manuscript is rejected.
Arjuna Subject : Ilmu Komputer (semua kategori) - Ilmu Komputer (Lain-Lain)
Articles 316 Documents
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SISTEM PENUNJANG KEPUTUSAN PRIORITAS PERBAIKAN JALAN MENGGUNAKAN METODE ANALYTICAL HIERARCHY PROCESS Ade Mubarok; Astri Rosmiati
Jurnal Informatika Vol 3, No 2 (2016): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1279.402 KB) | DOI: 10.31294/ji.v3i2.818

Abstract

Abstract Bina Marga and Irrigation Bandung Department was one of the government agencies in the field of public works, which place the development of infrastructure, including field bina marga and water resources became one of the development priority for managing Bandung. The roadwork was committed because there were road damage. Handling roadwork often had problems and needed handling priority of roadwork. The method used for roadwork priority, namely Analytical Hierarchy Process (AHP) method. By the decision support system to determine the priority of roadwork using AHP could help to assess the priority and make the right decisions with better judgment. Based on the results of this study concluded that the presence of decision support systems in the form of a website, it could be overcome delay in processing, faster and easier in determine priority of roadwork, processing and storage of data were integrated by database. Keywords: Decisions, Road, Priority.
Adopsi Sistem Informasi Akademik Perguruan Tinggi BSI Bandung Berbasis TAM Wildan Wiguna
Jurnal Informatika Vol 4, No 2 (2017): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/ji.v4i2.2276

Abstract

AbstrakSistem Informasi Akademik (SIA) berfungsi sebagai mekanisme pengolahan data dan informasi yang digunakan oleh perguruan tinggi dalam mengatur serta mengelola kegiatan akademik sesuai dengan ruang lingkupnya. Sistem tersebut mempunyai kompleksitas tertentu dan karakteristik khusus dibandingkan dengan sistem informasi pada organisasi yang lainnya. Perguruan tinggi Bina Sarana Informatika (BSI) di Bandung menggunakan sistem informasi akademik sebagai salah satu layanan dan fasilitas penunjang bagi jajaran karyawan dan dosen di lingkungannya. Saat ini, masih belum cukup indikasi maupun faktor-faktor pengukuran terhadap penerimaan dan penggunaan sistem informasi dalam melakukan kegiatan akademik pada perguruan tinggi tersebut. Pada penelitian ini diusulkan Technology Acceptance Model (TAM) untuk mengukur dan menguji penggunaan sistem informasi akademik yang sebenarnya oleh karyawan dan dosen BSI di Bandung. Hasil kajian penelitian cukup ironis bahwa penilaian pengguna mengenai antarmuka sistem ternyata kurang mendukung terhadap niat penggunaan. Namun, evaluasi pengguna dari fungsionalitas sistem memberikan pengaruh yang signifikan terhadap niat penggunaan. Penelitian ini memberikan implikasi penting mengenai perilaku objektif karyawan maupun dosen untuk terlibat langsung dalam interaksi aktual dengan sistem informasi akademik yang telah diimplementasikan pada perguruan tinggi BSI di Bandung. Kata kunci: Sistem Informasi Akademik, Human-Centered, Technology Acceptance Model AbstractAcademic Information System (AIS) is a mechanism of data and information processing that used by higher education to organize and manage some academic activities according to its scope. The system contain certain complexity and special characteristics in comparison with information systems in other organizations. Higher education of Bina Sarana Informatika (BSI) in Bandung using Academic Information System as one of the supporting services and facilities for employees and lecturers in the environment. Currently, there are still not enough measurement indications or factors on the acceptance and use of information systems in conducting academic activities at that higher education. This research proposed Technology Acceptance Model (TAM) to measure and test the actual use of Academic Information System by BSI employees and lecturers in Bandung. The result of this research is quite ironic that user assessments of the system interface is less supportive on behavioral intention. However, user evaluations of system functionality has a significant effect on behavioral intention. This research provides important implications regarding objective behavior of employees and lecturers to be directly involved on actual interaction with the Academic Information System that has been implemented at the higher education of BSI in Bandung. Keywords: Academic Information System, Human-Centered, Technology Acceptance Model
PENERAPAN TEKNIK BAGGING PADA ALGORITMA KLASIFIKASI UNTUK MENGATASI KETIDAKSEIMBANGAN KELAS DATASET MEDIS Rizki Tri Prasetio; Pratiwi Pratiwi
Jurnal Informatika Vol 2, No 2 (2015): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (536.145 KB) | DOI: 10.31294/ji.v2i2.118

Abstract

ABSTRACT – The class imbalance problems have been reported to severely hinder classification performance of many standard learning algorithms, and have attracted a great deal of attention from researchers of different fields. Therefore, a number of methods, such as sampling methods, cost-sensitive learning methods, and bagging and boosting based ensemble methods, have been proposed to solve these problems. Some medical dataset has two classes has two classes or binominal experiencing an imbalance that causes lack of accuracy in classification. This research proposed a combination technique of bagging and algorithms of classification to improve the accuracy of medical datasets. Bagging technique used to solve the problem of imbalanced class. The proposed method is applied on three classifier algorithm i.e., naïve bayes, decision tree and k-nearest neighbor. This research uses five medical datasets obtained from UCI Machine Learning i.e.., breast-cancer, liver-disorder, heart-disease, pima-diabetes and vertebral column. Results of this research indicate that the proposed method makes a significant improvement on two algorithms of classification i.e. decision tree with p value of t-Test 0.0184 and k-nearest neighbor with p value of t-Test 0.0292, but not significant in naïve bayes with p value of t-Test 0.9236. After bagging technique applied at five medical datasets, naïve bayes has the highest accuracy for breast-cancer dataset of 96.14% with AUC of 0.984, heart-disease of 84.44% with AUC of 0.911 and pima-diabetes of 74.73% with AUC of 0.806. While the k-nearest neighbor has the best accuracy for dataset liver-disorder of 62.03% with AUC of 0.632 and vertebral-column of 82.26% with the AUC of 0.867. Keywords: ensemble technique, bagging, imbalanced class, medical dataset. ABSTRAKSI – Masalah ketidakseimbangan kelas telah dilaporkan sangat menghambat kinerja klasifikasi banyak algoritma klasifikasi dan telah menarik banyak perhatian dari para peneliti dari berbagai bidang. Oleh karena itu, sejumlah metode seperti metode sampling, cost-sensitive learning, serta bagging dan boosting, telah diusulkan untuk memecahkan masalah ini. Beberapa dataset medis yang memiliki dua kelas atau binominal mengalami ketidakseimbangan kelas yang menyebabkan kurangnya akurasi pada klasifikasi. Pada penelitian ini diusulkan kombinasi teknik bagging dan algoritma klasifikasi untuk meningkatkan akurasi dari klasifikasi dataset medis. Teknik bagging digunakan untuk menyelesaikan masalah ketidakseimbangan kelas. Metode yang diusulkan diterapkan pada tiga algoritma classifier yaitu, naïve bayes, decision tree dan k-nearest neighbor. Penelitian ini menggunakan lima dataset medis yang didapatkan dari UCI Machine Learning yaitu, breast-cancer, liver-disorder, heart-disease, pima-diabetes dan vertebral column. Hasil penelitian menunjukan bahwa metode yang diusulkan membuat peningkatan yang signifikan pada dua algoritma klasifikasi yaitu decision tree dengan P value of t-Test sebesar 0,0184 dan k-nearest neighbor dengan P value of t-Test sebesar 0,0292, akan tetapi tidak signifikan pada naïve bayes dengan P value of t-Test sebesar 0,9236. Setelah diterapkan teknik bagging pada lima dataset medis, naïve bayes memiliki akurasi paling tinggi untuk dataset breast-cancer sebesar 96,14% dengan AUC sebesar 0,984, heart-disease sebesar 84,44% dengan AUC sebesar 0,911dan pima-diabetes sebesar 74,73% dengan AUC sebesar 0,806. Sedangkan k-nearest neighbor memiliki akurasi yang paling baik untuk dataset liver-disorder sebesar 62,03% dengan AUC sebesar dan 0,632 dan vertebral column dengan akurasi sebesar 82,26% dengan AUC sebesar 0,867. Kata Kunci: teknik ensemble, bagging, ketidakseimbangan kelas, dataset medis.
ANALISA KEPARAUAN PENDERITA PITA SUARA MELALUI JARINGAN SELULER DENGAN METODE TRANSFORMASI WAVELET Hertiana Bethaningtyas Dyah Kusumaningrum; Suwandi Suwandi; Dhany Arifianto
Jurnal Informatika Vol 3, No 1 (2016): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (792.381 KB) | DOI: 10.31294/ji.v3i1.310

Abstract

Abstract - Hoarseness is a general term of perceived laryngeal vocal cord disorder. If late diagnosis and examination by ENT (Ear, Nose Throat) specialist is happened, one can damage the vocal cords permanently and in some case even cause death. Currently, diagnostic by ENT specialists is done by entering the elastic optical cable (laryngoscopy) into the throat because they are invasive, causing discomfort to the patient. In this research, to overcome mentioned problem and the fact that ENT specialists and laryngoscopy is rare, non-invasive diagnosis procedure through selular network is proposed as an alternative by means of voice signal processing using wavelet transform. The bases chosen is Daubechies to minimize error of the decomposed and reconstructed signal. Data acquisition was conducted by direct recording the voice of healthy respondents hoarse-illness patient in the Audiology room (DoubleWalled-sound-attenuated booth) that converted to digital domain using DAC audio with sampling frequency 44,1 kHz. The results of the experiment, for 27 datas of direct voice recorded in dr.Soetomo Hospital, Daubechies wavelet speech analysis technique can find out the feature of vocal cord disorder. In the recording through a selular network, normal voice is as same as ill voice characteristics because of channel noise.            Keywords : Vocal cord disorder, selular network, wavelet transform Abstrak - Suara parau adalah salah satu gejala dari suatu penyakit yang umumnya berhubungan dengan gangguan pita suara pada tenggorokan. Keterlambatan diagnosa dan penanganan oleh dokter ahli dapat menyebabkan kerusakan pada organ pita suara menjadi permanen hingga kematian. Saat ini, penegakan diagnosa bagi dokter spesialis THT dilaksanakan dengan memasukkan kabel optis elastis (laringoskopi) ke tenggorok sehingga menimbulkan ketidaknyamanan pada pasien. Untuk mengatasi masalah langkanya dokter spesialis terlatih dan laringoskopi, diusulkan teknik deteksi dini penyakit kelainan pita suara non-invasif melalui jaringan seluler dengan analisa sinyal suara menggunakan transformasi wavelet. Basis yang dipilih adalah Daubechies untuk meminimalkan galat dekomposisi-rekonstruksi. Pengambilan data dilakukan dengan perekaman langsung pada naracoba normal dan pasien dalam ruang kedap yang dikonversi ke ranah dijital memakai audio DAC dengan frekuensi sampling 44.1 kHz. Hasilnya pada 27 suara langsung responden yang diperoleh di RSUD dr. Soetomo, dengan menggunakan analisa wavelet Daubechies telah dapat ditentukan feature kelainan pita suara yang oleh pasien. Pada perekaman melalui jaringan seluler untuk suara normal menghasilkan ciri yang mirip seperti suara naracoba sakit akibat derau latar yang besar.             Kata Kunci : Kelainan pita suara, jaringan seluler, transformasi wavelet.
Sistem Pendukung Keputusan Pemilihan Mata Pelajaran Unggulan Pada LPI Al-Muhajirin Cibeurih Sri Hadianti; Ade Mubarok
Jurnal Informatika Vol 4, No 1 (2017): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (590.062 KB) | DOI: 10.31294/ji.v4i1.1813

Abstract

AbstrakLembaga pendidikan islam secara terminologi dapat diartikan suatu wadah atau tempat berlangsungnya proses pendidikan islam. Setiap Lembaga pendidikan Islam memiliki ciri khas yang ditandai dengan adanya mata pelajaran yang diunggulkan. Akan tetapi LPI Al-Muhajirin tidak memiliki mata pelajaran yang diunggulkan sebab mata pelajaran yang terdapat di LPI Al-Muhajirin memiliki kriteria yang hampir sama. Untuk mengetahui mata pelajaran yang paling diunggulkan maka penulis mengusulkan untuk merancang sistem pendukung keputusan pemilihan mata pelajaran yang diunggulkan menggunkaan metode Analytical Hierarchy Process (AHP) dengan 5 kriteria yang terdiri tujuan, isi, waktu, metode, manfaat, dan alternatif mata pelajaran yang terdiri dari Tafsir Al-Quran, Al-Hadits, Fiqih, Aqidah Ahlak, Bahasa Arab. Hasil dari sistem yang dibuat menggunakan metode AHP adalah admin bisa memasukkan data nilai, kriteria, alternatif, analisa kriteria dan alternatif, dan hasil dari perhitungan berupa tabel rangking dan grafik, untuk user nya hanya bisa melihat hasil dari perhitungan berupa rangking dan grafik. Sehingga dengan adanya sistem yang diusulkan bisa membantu kepala sekolah selaku pembuat keputusan untuk memutuskan mata pelajaran mana yang diunggulkan. Kata Kunci: Lembaga Pendidikan, Analytical Hierarchy Process (AHP), Mata Pelajaran. AbstractIslamic educational institution terminologically can be described as a place or facility where the process of Islamic education held. Every Islamic Education Institution, as known as LPI, usually has a specific subject as its own priority subjects. However, LPI Al-Muhajirin does not have this specific subject since all of the subjects in it have no-different criteria. In order to determine its priority subject, the author proposes a design of decision support system  to select the priority subject using the Analytical Hierarchy Process (AHP) by five criteria such as the aim, content, timing, methods, and benefits, and by alternatives such as tafsir Al-Quran, Al-Hadits, Fiqih, Aqidah Akhlaq, bahasa Arab. The result shows that the admin is able to input data values, criteria, alternatives, alternatives and criteria analysis, and the results of the calculation such as the ranking tables and charts, while the user is only capable to see the results of calculation which are the ranking table and charts. therefore, this proposed system is able to help the principal as the decision maker who selects the priority subjects. Keywords: Educational institutions, Analytical Hierarchy Process (AHP), Academic Subjects.
PERANCANGAN SISTEM INFORMASI MANAJEMEN PERPUSTAKAAN MENGGUNAKAN POLA MODEL-VIEW-CONTROLLER (MVC) Sanjaya, Rangga
Jurnal Informatika Vol 2, No 1 (2015): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1338.319 KB) | DOI: 10.31294/ji.v2i1.87

Abstract

Abstract - Systems based on information technology has revolutionized almost every aspect of an organization's business processes. Information technology has improved the access processes of information by integrating information across data sources. Website is one of the popular information technology. Website by using the Model-View-Controller (MVC) pattern, gives quality to the process of development and management access of information resources. Features on the website were built very useful for libraries management processes, transactions, and accounting information. Keywords: Management, Information, System, Library, Website, MVC Abstraksi - Sistem berbasis teknologi informasi telah merevolusi hampir setiap aspek dari proses bisnis organisasi. Teknologi informasi meningkatkan proses akses informasi dengan mengintegrasikan informasi dari seluruh sumber data. Website merupakan salah satu teknologi informasi yang populer. Website dengan menggunakan pola Model-View-Controller (MVC), memberikan kualitas proses pembangunan dan akses pengelolaan sumber daya informasi. Fitur pada situs web yang dibangun sangat berguna untuk proses manajemen, transaksi, dan informasi akuntansi perpustakaan. Kata Kunci: Manajemen, Sistem, Informasi, Perpustakaan, Website, MVC
SISTEM INFORMASI PENJUALAN VOUCHER BELANJA PADA PT. PLAZA INDONESIA REALITY Tbk. JAKARTA Baginda Oloan Lubis
Jurnal Informatika Vol 3, No 1 (2016): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (968.322 KB) | DOI: 10.31294/ji.v3i1.262

Abstract

ABSTRACT - PT. Plaza Indonesia Realty Tbk. Jakarta in sales voucher which transaction begins recording voucher entry, customer data records, invoicing sales voucher, recording handover vouchers to customers to making the report is still done manually, making it possible during the process frequent errors in recording, made less accurate reports and delays in data retrieval when needed. That requires the existence of a draft program that will support the sale of the voucher system that allows users and speed up transaction with customers and reporting.Model development system used in the making of this information system is SDLC (System Development Life Cycle)/Waterfall or groove classic or classic live life. The stages are passed in process analysis and system design include: analysis of system requirements, design, code generation, testing and support. From the results of this study are expected by the voucher system sales information can help the user in this case called the concierge at PT. Plaza Indonesia Realty Tbk. Jakarta in the sale to preparing reports accommodated. Keywords : Information System, Sales Voucher, SDLC ABSTRAK - PT. Plaza Indonesia Realty Tbk. Jakarta dalam penjualan voucher yang transaksinya dimulai dari pencatatan voucher yang masuk, pencatatan data pelanggan, pembuatan faktur penjualan voucher, pencatatan serah terima voucher dengan pelanggan  sampai pembuatan laporan  masih dilakukan secara manual, sehingga memungkinkan pada saat proses berlangsung sering terjadi kesalahan dalam pencatatan, kurang akuratnya laporan yang dibuat dan keterlambatan dalam pencarian data pada saat dibutuhkan. Untuk itu dibutuhkan adanya suatu rancangan program yang akan menunjang kegiatan sistem penjualan voucher yang memudahkan user dan mempercepat transakasi dengan pelanggan dan pembuatan laporan. Model pengembangan sistem yang digunakan dalam pembuatan sistem informasi ini adalah SDCL (System Development Life Cycle) air terjun (Waterfall) atau alur hidup klasik atau classic life. Tahapan-tahapan yang dilalui dalam proses analisis dan perancangan sistem antara lain: analisa kebutuhan sistem, desain, kode generator, testing dan pendukung. Dari hasil penelitian ini diharapkan dengan adanya sistem informasi penjualan voucher ini dapat membantu user dalam hal ini disebut concierge pada PT. Plaza Indonesia Realty Tbk. Jakarta dalam melakukan transaksi penjualan sampai dengan pembuatan laporan terakomodasiKata kunci: Sistem Informasi, Penjualan Voucher, SDLC
Sistem Pengelolaan Gangguan Layanan TI Menggunakan Trouble Ticket Di PT. Trindo Pratama Rangga Sanjaya; Siti Sondari
Jurnal Informatika Vol 4, No 1 (2017): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (619.54 KB) | DOI: 10.31294/ji.v4i1.1596

Abstract

AbstrakSeiring dengan semakin besarnya peranan Departemen Teknologi Informasi (TI) dalam mendukung kelancaran proses bisnis perusahaan, disertai dengan meningkatnya permintaan pemecahan gangguan layanan TI. Meningkatnya permintaan layanan terhadap pemecahan gangguan TI mengakibatkan pekerjaan Departemen TI yang menumpuk. Oleh karena itu diperlukan suatu sistem pengelolaan agar semua permintaan dari user dapat dilayani dan terdokumentasi dengan baik. Trouble ticket berbasis website merupakan salah satu cara yang dapat digunakan untuk mengatasi masalah pengelolaan gangguan layanan. Trouble ticket merupakan formulir laporan terhadap gangguan layanan TI untuk dilakukan tindakan respon terhadap gangguan. Implementasi dari sistem informasi pengelolaan gangguan layanan TI menggunakan trouble ticket dengan teknologi berbasis website, memungkinkan proses pelaporan dan pemantauan status laporan gangguan dapat dilakukan diberbagai perangkat TI. Sistem informasi pengelolaan gangguan layanan TI menggunakan trouble ticket dapat meningkatkan pelayanan kepada user, disamping itu merupakan dokumentasi yang baik bagi Departemen Teknologi Informasi. Kata Kunci: Sistem Informasi, Trouble Ticket, Manajemen, Pengelolaan Gangguan Layanan, Web AbstractAlong with the growing role of the Department of Information Technology (IT) in supporting the company's business processes, accompanied by increased demand for solving IT service disruption. Increased demand for services towards solving IT disruption resulted in piling work of IT Department. Therefore we need a system of management that all requests from the user can be served and well-documented. Web-based trouble ticket is one of the ways that can be used to overcome the problem of the management of the service interruption. Trouble ticket is a report form to disruption of IT services to be taken in response to disturbances. Implementation of information system management of IT service disruption using a trouble ticket with web-based technology allows the reporting process and monitoring the status report can be done in various disorders of IT devices. Management information system IT service disruption using a trouble ticket can improve services to users, beside is a good documentation for the Information Technology Department. Keywords: Information System, Trouble Ticket, Management, Service Interruption, Web
PERANCANGAN GAME KUIS INTERAKTIF SEBAGAI MULTIMEDIA PEMBELAJARAN DRILL AND PRACTICE UNTUK MENINGKATKAN HASIL BELAJAR SISWA Miftah Farid Adiwisastra
Jurnal Informatika Vol 2, No 1 (2015): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (504.172 KB) | DOI: 10.31294/ji.v2i1.67

Abstract

Abstract - This study aims to build a model of multimedia learning such as drill and practice that improve for student learning outcomes. The method used is us in this research is a method of research and development (R & D). Its for test the performance of the media as well as determine the feasibility of this game was tested to the field. It is hoped this game could help improve student learning outcomes. This study also aims to determine the views and interests of students towards learning using multimedia learning model of drill and practice, and to see the validity or appropriateness interactive quiz game that has been built as well as to see the students' multimedia assessment have been developed. Questionnaires were used in this study include field survey questionnaire used is given to two junior high school students of Islamic Boarding School Darul Muta'allimin Tasikmalaya and student assessment questionnaire to the interactive quiz game. In this research showed that almost all of the students gave positive responses regarding the use of multimedia learning model such as drill and practice with an interactive quiz game, students give a very good assessment of the learning multimedia interactive quiz game with a percentage rating of 91, 979%, and get increased learning outcomes. Keywords : Multimedia Learning, Drill and practice, Interactive Quiz Game Abstrak - Penelitian ini bertujuan untuk membangun multimedia pembelajaran model drill and practice untuk meningkatkan hasil belajar siswa. Metode yang digunakan dalam penelitian ini adalah metode penelitian dan pengembangan atau Research and Development(R&D). Menguji kinerja media serta mengetahui tingkat kelayakan game ini diujikan ke lapangan. Diharapkan game ini mampu membantu meningkatkan hasil belajar siswa. Penelitian ini juga bertujuan untuk mengetahui pandangan dan ketertarikan siswa terhadap pembelajaran yang menggunakan multimedia pembelajaran model drill and practice dan untuk melihat validitas atau kelayakan game kuis interaktif yang telah dibangun serta untuk melihat penilaian siswa terhadap multimedia yang telah dikembangkan. Kuisioner yang digunakan dalam penelitian ini diantaranya adalah kuisioner survey lapangan yang diberikan kepada 2 siswa SMP IBS Darul Muta’allimin Tasikmalaya dan kuisioner penilaian siswa terhadap game kuis interaktif. Dari penelitian ini didapatkan hasil yaitu hampir seluruh siswa memberikan respon positif mengenai pembelajaran yang menggunakan multimedia pembelajaran model drill and practice dengan game kuis interaktif , siswa memberikan penilaian sangat baik terhadap multimedia pembelajaran game kuis interaktif dengan persentase penilaian sebesar 91.979%, dan mengalami peningkatan hasil belajar. Kata kunci : Multimedia Pembelajaran, Drill and practice, Game kuis interaktif
PREDIKSI BANJIR SUNGAI CITARUM DENGAN LOGIKA FUZZY HASIL ALGORITMA PARTICLE SWARM OPTIMIZATION Phitsa Mauliana
Jurnal Informatika Vol 3, No 2 (2016): Jurnal INFORMATIKA
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (780.954 KB) | DOI: 10.31294/ji.v3i2.807

Abstract

Abstract The purpose of this paper is the prediction of the possibility of flooding using fuzzy logic results of data processing algorithms using particle swarm optimization (PSO). Flooding is the water level exceeds the normal stream. Usually on the face of water and erratic rainfall cause people cannot predict the occurrence of floods. It required an effort to predict the flood in order to minimize losses resulting from flooding. Particle swarm optimization algorithm can solve a system of nonlinear equations for predicting flooding is a non-linear data processing. Particle swarm optimization algorithm and sample used was rainfall and water level, the result is a flood prediction accuracy of 73% based on the resulting confusion matrix calculations. Implementation of fuzzy logic can help predict the likelihood of flooding around the Citarum River. Keywords: Prediction, Flood, Particle Swarm Optimization, Fuzzy Logic.

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