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Data mining using a support vector machine, decision tree, logistic regression and random forest for pneumonia prediction and classification Bahtiar Imran; Zaeniah; Sriasih Sriasih; Surni Erniwati; Salman Salman
INFOKUM Vol. 10 No. 02 (2022): Juni, Data Mining, Image Processing, and artificial intelligence
Publisher : Sean Institute

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (647.624 KB)

Abstract

This study uses Data Mining with four classification models. The object of this research is pneumonia data. The proposed models are Support Vector Machine (SVM), Decision Tree, Logistic Regression and Random Forest. Tests have been carried out using Cross-Validation Sampling and Stratified Sampling using several Folds of 3, 10 and 20. The results obtained are Logistic Regression models get the highest and most consistent accuracy results compared to SVM, Decision Tree and Random Forest. The tests evidence this carried out with the results of Number of Folds 3 getting the AUC value of 0.990, Accuracy 0.962, F1 0.962, Precision 0.962 and Recall 0.962. Number of Folds 10 gets the AUC value of 0.991, Accuracy 0.961, F1 0.961, Precision 0.961 and Recall 0.961. Number of Folds 20 gets AUC 0.991, Accuracy 0.965, F1 0.965, Precision 0.965 and Recall 0.965. From this study, Logistic Regression got good results for predicting and classifying pneumonia.
Aplikasi Sistem Penunjang Keputusan Pemilihan Konsentrasi Jurusan Pada Program Studi XYZ Dengan Metode Promethee Lalu Delsi Samsumar; Bahtiar Imran; Salman; Zaenudin
Prosiding SISFOTEK Vol 5 No 1 (2021): SISFOTEK V 2021
Publisher : Ikatan Ahli Informatika Indonesia

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Abstract

the choice of majoring concentration is something that must be done by every student in the study program when entering Semester 5, where in the XYZ study program at private universities there are three concentration options, namely multimedia, network and RPL. So far, the selection of majors concentration is still inefficient because it does not have a strong basis for consideration when choosing the concentration of majors, there are even some students who prefer to change majors, the cause is that the majors that have been chosen are not in accordance with their abilities and have difficulty in following the lecture material. core. To identify the problems faced by students in choosing the concentration of majors, the promethee approach is used. One of the multivariate decision-making/optimization techniques used in policy analysis, in order to obtain solutions or results from the best alternative majors to be recommended to students. The purpose of this research is to build a web-based DSS application in the Selection of Major Concentrations in the Study Program so that it can assist students in choosing the concentration of majors. The results showed that the ranking of promethee I was based on the value of leaving flow and entry flow (Partial Ranking) while promethee II was based on the value of net flow (Complete Ranking). The application accuracy rate is 70%, this test is carried out by comparing the original data of students who have chosen the concentration of majors with the results of calculations on the system. Of the 30 students who were processed using the promethee SPK, only 21 students were declared in accordance with the original data from the concentration of the majors, this happened because of the lack of consideration of students when choosing the concentration of majors.
ANALISIS BUKTI DIGITAL WHATSAPP PADA ANDROID SMARTPHONE MENGGUNAKAN METODE LIVE FORENSIC Erfan Wahyudi; Karya Gunawan; Bahtiar Imran; M Zulpahmi
Jurnal Explore Vol 10, No 2 (2020): JULI
Publisher : Universitas Teknologi Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (1109.647 KB) | DOI: 10.35200/explore.v10i2.428

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Abstract : The rapid development of technology, can cause problems for users of the technology itself, the more advanced the life of the community, the crime is also getting more advanced. Smartphone is a form of technology used for defamation (Cyberbuliying) through whatsapp (WA) facilities. When a smartphone is used to commit a crime, the smartphone can be confiscated by law enforcement as evidence. The way to prove it to get valid evidence is to conduct an investigation using the live forensic method that has been developed so that it can be used for the smartphone investigation process. The result is digital evidence of deleted image files that can still be recovered using the live forensic method.Keywords: Evidence, live forensic, SmartphoneAbstrak - Perkembangan teknologi yang semakin pesat, dapat menimbulkan permasalahan bagi pengguna teknologi itu sendiri, semakin maju kehidupan masyarakat, maka kejahatan juga ikut semakin maju. Smartphone merupakan salah satu bentuk teknologi yang digunakan untuk melakukan pencemaran nama baik (Cyberbuiying) melalui fasilitas whatsapp (WA). Pada saat smartphone yang digunakan untuk melakukan kejahatan maka smartphone tersebut dapat disita oleh aparat penegak hukum sebagai salah satu barang bukti. Cara pembuktian untuk mendapatkan bukti yang valid adalah dengan melakukan investigasi menggunakan metode live forensic yang telah dikembangkan sehingga dapat digunakan untuk proses investigasi smartphone. Hasilnya adalah bukti digital berupa file gambar yang sudah terhapus masih bisa di recovery menggunakan metode live forensic.Kata Kunci: Barang Bukti, live forensic, Smartphone.
Penerapan SIPI (Sistem Informasi Pendaftaran IGD) pada UPTD Puskesmas Senaru Makmun Baihaki; Bahtiar Imran; Erfan Wahyudi
Jurnal Explore Vol 8, No 2 (2018)
Publisher : Universitas Teknologi Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (313.696 KB) | DOI: 10.35200/explore.v8i2.133

Abstract

Untuk pendaftaran IGD dan pelaporan pada puskesmas senaru masih bersifat manual sehingga kemungkinan terjadinya kesalahan sangat besar, untuk itu puskesmas senaru membutuhkan sebuah sistem yang dapat meminimalisir terjadinya kesalahan tersebut. Pada penelitian ini, diusulkan penerapan SIPI (Sistem Informasi Pendaftaran IGD) dalam mengatasi permasalahan yang ada pada puskesmas senaru. Aplikasi SIPI di buat menggunakan bahasa pemrograman PHP dan MySQL sedangkan untuk metode pengembangan aplikasi menggunakan metode waterfall. Dengan adanya aplikasi SIPI (Sistem Informasi Pendaftaran IGD) ini dapat membantu puskesmas senaru dalam melakukan pengolahan data pasien, transaksi pendaftaran IGD, dan pelaporan.
Implementasi Website Portal Sekolah Sebagai Media Promosi dan Penyampaian Informasi (Studi Kasus : SMAN 1 Praya Timur) Baiq Nonik Ria Riska; Bahtiar Imran; Erfan Wahyudi
Jurnal Explore Vol 7, No 2 (2017)
Publisher : Universitas Teknologi Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (270.72 KB) | DOI: 10.35200/explore.v7i2.29

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Peranan teknologi informasi pada aktivitas manusia pada saat ini begitu besar. Teknologi informasi telah menjadi fasilitator utama bagi perusahaan dan organisasi. Hal inilah yang memberikan kemudahan bagi manusia untuk melakukan pekerjaan serta mendapatkan informasi dengan lebih cepat. Salah satu teknologi informasi yang berkembang saat ini adalah website atau lebih dikenal dengan sebutan web, yang merupakan suatu koleksi dokumen elektronik pribadi atau perusahaan dalam server web  yang digunakan untuk mengakses berbagai informasi. Website portal ini dibangun menggunakan bahasa permrograman PHP. Dengan adanya website portal ini dapat membantu pihak sekolah dalam melakukan promosi dan penyampaian informasi kepada masyarakat.
PENERAPAN ALGORITMA AES (ADVANCED ENCRYPTION STANDARD) DALAM PENYANDIAN KOMPRESI DATA Erfan Wahyudi; Bahtiar Imran; - Subektiningsih; Akhmad Muzakka
Jurnal Explore Vol 8, No 2 (2018)
Publisher : Universitas Teknologi Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (306.061 KB) | DOI: 10.35200/explore.v8i2.135

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Dengan perkembangan teknologi komputer saat ini, pertukaran informasi dari suatu pihak ke pihak lain sangatlah diperlukan. Informasi yang dikirimkan tersebut biasanya tidak ingin diketahui oleh pihak yang tidak berkepentingan terutama pihak-pihak yang tidak bertanggungjawab. Ancaman keamanan terhadap informasi tersebut dapat berupa interupsi, intersepsi, modifikasi, dan fabrikasi. Ancaman-ancaman ini dapat memanipulasi hingga menghapus data yang ditransmisikan melalui komputer. Untuk mengatasi ancaman tersebut, diperlukanlah suatu cara agar informasi tersebut tidak dapat diketahui oleh pihak lain. Salah satu caranya dalah dengan menggunakan kriptografi. Dalam paper ini algoritma kriptografi yang digunakan adalah AES (Advanced Encryption Standard) yang dibuat oleh Rijmen dan Daemen dari Belgia. Hasilnya, Algoritma AES atau Rijndael merupakan algoritma simetri yang sangat cocok digunakan untuk berbagai keperluan yang berkaitan dengan kriptografi saat ini termasuk penyandian, salah satunya adalah untuk penyandian sandi-lewat untuk file kompresi
Peningkatan Kemampuan Keterampilan Komputer dan Pengelolaan Informasi Dalam Mendukung Gerakan Literasi Digital Pada SMKN 1 Sakra Bahtiar Imran; Zaenudin
ABDIKAN: Jurnal Pengabdian Masyarakat Bidang Sains dan Teknologi Vol. 1 No. 3 (2022): Agustus 2022
Publisher : Yayasan Literasi Sains Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55123/abdikan.v1i3.652

Abstract

Skills in using computers or digital are also very instrumental in determining a person's success in this case at the level of education. Vocational High School (SMKN) 1 Sakra is a vocational high school in Sakra District, East Lombok district. Class of 2020 students are students who from the beginning of entry to graduation are students who created the Covid 19 pandemic, the teaching and learning process uses courage. Vocational students who should get maximum practicum are constrained because learning is carried out at home using bold learning, this causes the knowledge and skills of grade 3 students to be minimal and can result in students having difficulty finding work. From this problem, the PkM team at the Mataram University of Technology improved computer skills and information management by conducting training that focused on the introduction of the internet, operating MS. Office and how to manage information in this case using Google Drive. The results of this study were students' knowledge of computers and information technology, students were able to operate well Ms. Office and students are able to manage information well.
Implementasi Website Portal Sekolah Sebagai Media Promosi dan Penyampaian Informasi (Studi Kasus : SMAN 1 Praya Timur) Baiq Nonik Ria Riska; Bahtiar Imran; Erfan Wahyudi; Hasan Basri
Explore Vol 7 No 2 (2017): Juli 2017
Publisher : Universitas Teknologi Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35200/ex.v7i2.10

Abstract

Peranan teknologi informasi pada aktivitas manusia pada saat ini begitu besar. Teknologiinformasi telah menjadi fasilitator utama bagi perusahaan dan organisasi. Hal inilah yang memberikankemudahan bagi manusia untuk melakukan pekerjaan serta mendapatkan informasi dengan lebih cepat.Salah satu teknologi informasi yang berkembang saat ini adalah website atau lebih dikenal dengansebutan web, yang merupakan suatu koleksi dokumen elektronik pribadi atau perusahaan dalam serverweb yang digunakan untuk mengakses berbagai informasi. SMAN 1 Praya Timur belum memiliki websiteyang digunakan untuk menyebarkan informasi kepada masyarakat, sehingga keberadaan sekolah SMAN1 Praya Timur belum diketahui keberadaannya oleh masyarakat luas. Website portal ini dibangunmenggunakan bahasa permrograman PHP. Dengan adanya website portal ini dapat membantu pihaksekolah dalam melakukan promosi dan penyampaian informasi kepada masyarakat.
Analisis Rekaman Suara pada Aplikasi Magic Call dengan Metode Forensik Audio untuk Mendapatkan Bukti Digital Subki, Ahmad; Karim, Muh Nasirudin; Imran, Bahtiar
Jurnal Saintekom : Sains, Teknologi, Komputer dan Manajemen Vol 13 No 2 (2023): September 2023
Publisher : STMIK Palangkaraya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33020/saintekom.v13i2.373

Abstract

Audio forensics is a method used to analyze sound or audio recordings. Voice or audio recording is one of the digital evidence that is easy to manipulate. One way to manipulate sound is to use magic call. Magic call has several levels of character voices that can be used such as cartoon, children, male and female voices. The analysis of the original voice recording with the magic voice recording is done by comparing the magic call sound and the voice with the original voice recording. The purpose of this study was to determine the voice recording produced by magic call from the magic call applications. As for the method used in this research is audio forensics, research on magic call sound using audio has never been done before. The results of this study indicate that the analysis of magic call sound recordings can be done using formant analysis and spectrograms, while pitch analysis on magic call voice recordings cannot be used. The formant and spectrogram values on magical voice recordings can still be searched because the original voice recordings have characteristics that are still attached to the magic recording calls.
Combination of gray level co-occurrence matrix and artificial neural networks for classification of COVID-19 based on chest X-ray images Imran, Bahtiar; Delsi Samsumar, Lalu; Subki, Ahmad; Zaeniah, Zaeniah; Salman, Salman; Rijal Alfian, Muhammad
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 13, No 2: June 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v13.i2.pp1625-1631

Abstract

This research uses the gray level co-occurrence matrix (GLCM) and artificial neural networks to classify COVID-19 images based on chest X-ray images. According to previous studies, there has never been a researcher who has integrated GLCM with artificial neural networks. Epochs 10, 30, 50, 70, 100, and 120 were used in this research. The total number of data points used in this investigation was 600, divided into 300 normal chests and 300 COVID-19 data points. Epoch 10 had 91% accuracy, epoch 30 had 91% accuracy, epoch 50 had 92% accuracy, epoch 70 had 91% accuracy, epoch 100 had 92% accuracy, and epoch 120 had 90% accuracy in categorization. As indicated by the results of the classification tests, combining GLCM and artificial neural networks can produce good results; a combination of these methods can yield a classification for COVID-19.
Co-Authors AA Sudharmawan, AA Abba Suganda Girsang, Abba Suganda Ahmad Yani ahmad yani Akbar, Ardiyallah Akhmad Muzakka Alfian Hidayat Amirudin Kalbuadi Atika Zahra Nirmala Baihaki, Makmun Baiq Nonik Ria Riska Baiq Nonik Ria Riska Darmawan Bakti, Lalu Diki Hananta Firdaus Efendi, Muhamad Masjun Erfan Wahyudi erniwati, surni Fachrul Kurniawan Febri, Elin Febriani Giardi, Muh Hamzah Andung Hambali Hambali Hambali Hambali Hamim, Lutfi Hasan Basri Hidayatullah, Beni Ari Karim, Muh Nasirudin Karim, Muh. Nasirudin Karina Nurwijayanti Karya Gunawan Karya Gunawan Lalu Darmawan Bakti Lalu Darmawan Bakti, Lalu Darmawan Lalu Delsi Samsumar, M.Eng. M Zulpahmi M. Zulpahmi M. Zulpahmi Mahayadi, Mahayadi Makmun Baihaki Marroh, Zahrotul Isti’anah Maspaeni Maspaeni Moch Arief Soeleman, Moch Arief Muahidin, Zumratul Muh. Akshar Muhammad Masjun Efendi Muhammad Rijal Alfian Muhammad Zohri Mutaqin, Zaenul Muttaqin, Athaur Muzakka, Akhmad Nasirudin Karim, Muh Ndang, Rijalul Mujahidin Nining Putri Ningsih Nunung Rahmania Nurkholis, Lalu Moh. Pratama, Rifqy Hamdani Purnamasidi, Hanis Purwanto Purwanto Ramdan, Hendri Ricardus Anggi Pramunendar Riska, Baiq Nonik Ria Rosida, Sri Rudi Muslim Rudi Muslim Salman Salman Salman Salman Salman San Sudirman Saputra, Dede Haris Satriawan, Andre Selamet Riadi Selamet Riadi Soeleman, Moh. Arief Sriasih, Sriasih Subektiningsih Subektiningsih Subki, Ahmad Suharjito Suharjito, Suharjito Suhartono Supardianto Supardianto Surni Erniwati Suryadi, Emi Tahrir, Muhammad wahyuni, wenti ayu Zaeniah Zaeniah Zaeniah Zaeniah Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zaenudin Zahroni, Teguh Rizali Zenuddin, Z Zulpahmi, M Zulpahmi, M. Zulpan Hadi Zulpan Hadi