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Android Malware Detection Using Machine Learning with SMOTE-Tomek Data Balancing
Masari, Maryam Sufiyanu
; Danladi, Maiauduga Abdullahi
; Onyinye, Ilori Loretta
; Tohomdet, Loreta Katok
Journal of Computing Theories and Applications
Vol 3
, No 3
(2026)
This study presents a comprehensive comparative analysis of four traditional machine learning algorithms Decision Tree, Random Forest, K-Nearest Neighbors, and Support Vector Machine for Android malware detection using the preprocessed TUANDROMD dataset comprising 4,465 instances and 241 features representing both static and dynamic application characteristics. Motivated by the limitations of conventional signature-based and hybrid detection methods, especially in managing imbalanced datasets an...
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Pengaruh Rasio Keuangan Terhadap Earning Per Share: Studi Sektor Makanan dan Minuman di Indonesia
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
This study aims to analyze the effect of Current Ratio (CR), Debt to Asset Ratio (DAR), and Inventory Turnover on Earning Per Share (EPS). This research employs a quantitative method with a causal-comparative ex-post facto approach. The population includes food and beverage companies listed on the Indonesia Stock Exchange (IDX) for the 2020-2023 period. The sampling technique used purposive sampling, resulting in 10 companies with a total of 40 observations. Data analysis was conducted using mul...
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Analisis Performansi Pendekatan Machine Learning Pada Deteksi Penyakit Daun Tanaman Kopi
Purnomo, Rosyana Fitria
; Purnomo, Rosyana Fitria
; Yodhi Yuniarthe
; Hilda Dwi Yunita
; Fatimah Fahurian
; Ahmad Ikhwan
Jurnal Elektronika dan Komputer
Vol 18
, No 2
(2026)
Detection and identification of plant diseases is critical to the success and efficiency of agricultural production. Plant disease outbreaks are becoming more frequent throughout the world, and the presence of these diseases in cultivated plants has a significant impact on productivity. Therefore, researchers are focusing on developing effective and reliable plant disease detection methods. Thus, farmers can take advantage of early detection of this disease to minimize future losses. This articl...
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Hybrid Apriori–MST Framework for Revealing the Structural Backbone of Consumer Purchase Patterns
Jurnal Elektronika dan Komputer
Vol 18
, No 2
(2026)
Traditional association rule analysis is effective at uncovering co-purchase patterns but fails to provide a global structural view of the market, which often results in fragmented and isolated insights. This study proposes a hybrid framework that integrates the Apriori algorithm with a Minimum Spanning Tree (MST) in order to validate and contextualize association rules within a single structural backbone. Transaction data from a retail store are transformed into a weighted, undirected product g...
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Prediksi Harga Saham Menggunakan ARIMA Outlier sebagai Pendekatan Awal Menuju Analisis AI Keuangan
Jurnal Elektronika dan Komputer
Vol 18
, No 2
(2026)
Perkembangan kecerdasan buatan (AI) mendorong inovasi dalam analisis keuangan, termasuk prediksi harga saham yang fluktuatif. Penelitian ini bertujuan memprediksi harga saham PT Garudafood Putra Putri Jaya Tbk menggunakan model ARIMA dengan penanganan Outlier sebagai pendekatan awal menuju sistem prediksi yang lebih adaptif. Data harga penutupan harian dari Yahoo Finance dianalisis melalui uji stasioneritas, identifikasi model ARIMA, deteksi Outlier berbasis log-return, serta evaluasi performa m...
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Strategi Pengelolaan Keuangan Pada Online Shop di Pare-Pare
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
The growth of the digital economy has accelerated the development of online shops as part of digital MSMEs; however, this growth has not been fully supported by systematic financial management practices. This study aims to analyze financial management strategies applied by online shops in Parepare City based on four main indicators: financial planning, recording, reporting, and control. This research employed a qualitative approach within a postpositivist paradigm. Data were collected through pa...
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Implementasi E-Commerce dan QRIS Dalam Peningkatan Pendapatan Pada UMKM Cemilan Sultan di Kota Parepare
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
The development of e-commerce as part of digital transformation has changed marketing and business transaction patterns, including in the Micro, Small, and Medium Enterprises (MSMEs) sector. This study aims to analyze the implementation of e-commerce and the Quick Response Code Indonesian Standard (QRIS) payment system in increasing revenue for the Sultan Snacks MSME in Parepare City. This study used a qualitative approach with a case study method. Data collection techniques included in-depth in...
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Strategi Manajemen Operasional, Pemasaran, dan Evaluasi Keuangan UMKM Bolu Kambu Daeng Rosi Dalam Meningkatkan Daya Saing Produk Tradisional di Kabupaten Barru
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
This study aims to analyze the operational and marketing strategies of UMKM Bolu Kambu Daeng Rosi in enhancing the competitiveness of traditional food products in Barru Regency, South Sulawesi. The research uses a descriptive qualitative approach with a case study method, through guided observation, semi-structured interviews, and documentation. The findings show that the enterprise's strengths lie in its culturallybased product differentiation and strong customer loyalty. However, the business...
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Strategi Pemulihan UMKM di Kelurahan Lapadde, Kota Parepare Pasca Pandemi Covid-19 Sejak 2022-2025
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
The COVID-19 pandemic has had a major impact on the sustainability of Micro, Small, and Medium Enterprises (MSMEs), including those in Lapadde Subdistrict, Parepare City. This study aims to identify the recovery strategies implemented by MSME actors during the 2022–2025 period, as well as the factors that support and hinder the recovery process. The research employed a descriptive qualitative method, with the study conducted in Lapadde Subdistrict on December 1, 2025. The sample consisted of fiv...
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Pengaruh Penempatan Kerja, Fringe Benefits dan Fasilitas Kerja Terhadap Kinerja Karyawan Jawa Pos Kediri
Jurnal Ekonomi, Bisnis dan Manajemen (EBISMEN)
Vol 5
, No 1
(2026)
This research aims to analyze the influence of job placement, fringe benefits, and work facilities on the performance of employees at Jawa Pos Kediri, both partially and simultaneously. The method used is quantitative with a descriptive and associative approach. Data were collected through the distribution of questionnaires to 50 respondents who are employees of Jawa Pos Kediri. The data analysis techniques used include multiple linear regression, t-test (partial), F-test (simultaneous), and the...
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