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Effects of Data Resampling on Predicting Customer Churn via a Comparative Tree-based Random Forest and XGBoost
Ako, Rita Erhovwo
; Aghware, Fidelis Obukohwo
; Okpor, Margaret Dumebi
; Akazue, Maureen Ifeanyi
; Yoro, Rume Elizabeth
; Ojugo, Arnold Adimabua
; Setiadi, De Rosal Ignatius Moses
; Odiakaose, Chris Chukwufunaya
; Abere, Reuben Akporube
; Emordi, Frances Uche
; Geteloma, Victor Ochuko
; Ejeh, Patrick Ogholuwarami
Journal of Computing Theories and Applications
Vol 2
, No 1
(2024)
Customer attrition has become the focus of many businesses today – since the online market space has continued to proffer customers, various choices and alternatives to goods, services, and products for their monies. Businesses must seek to improve value, meet customers' teething demands/needs, enhance their strategies toward customer retention, and better monetize. The study compares the effects of data resampling schemes on predicting customer churn for both Random Forest (RF) and XGBoost ense...
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22 Sitasi
Dampak Pencemaran Udara terhadap Kesehatan Masyarakat di Perkotaan
Profit: Jurnal Manajemen, Bisnis dan Akuntansi
Vol 3
, No 3
(2024)
Urban air pollution is a critical environmental issue, significantly impacting public health. This study examines the sources of urban air pollution, types of pollutants, and their health effects. Methods include literature review and analysis of health data from urban populations. Findings reveal that exposure to pollutants such as PM2.5, NO2, and O3 leads to respiratory and cardiovascular diseases, reduced lung function, and increased mortality rates. The study highlights the need for sustaina...
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Increasing Critical Thinking Abilities and Skills through Problem Based Learning for Elementary School Students
Buletin KKN Pendidikan
Vol 6
, No 1
(2024)
The study aimed to evaluate the effectiveness of problem-based learning in enhancing critical thinking skills in Natural and Social Sciences. It utilized a quasi-experimental design with pretest-posttest randomized control groups. Data analysis involved t-tests to determine group differences and N-gain to measure improvement. Results showed significant enhancement in critical thinking abilities with problem-based learning. The t-test indicated a significant difference between groups, with t coun...
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Kajian Folklor Tradisi Bersih Desa Di Desa Loano Kecamatan Loano Kabupaten Purworejo
Kawruh: Journal of Language Education, Literature and Local Culture
Vol 6
, No 1
(2024)
Penelitian ini bertujuan untuk menjelaskan bentuk pelaksanaan, makna simbol ubarampe dan nilai-nilai yang terkandung dalam tradisi bersih desa di desa Loano, Kecamatan Loano, Kabupaten Purworejo. Sumber data pada penelitian ini berupa data primer orang yang mengetahui secara mendalam pada tradisi bersih desa di Loano. Sumber data sekunder berupa video pelaksanaan, dokumentasi, rekaman wawancara, website resmi desa Loano dan artikel. Teknik pengumpulan data dengan observasi non partisipan, wawanc...
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Kegiatan Pengukuran Antropometri Pada Populasi Lanjut Usia Sebagai Deteksi Dini Obesitas Dan Komplikasi Terkait Obesitas
Robert Kosasih
; Naufal Rayhan
; Brian Albert Gaofman
; Joshua Kurniawan
; Fernando Nathaniel
; Alexander Halim Santosa
Sejahtera: Jurnal Inspirasi Mengabdi Untuk Negeri
Vol 3
, No 2
(2024)
Obesity, characterized by excessive accumulation of body fat, increases susceptibility to chronic disease and adversely impacts overall quality of life. Elderly people often exhibit higher fat mass and lower muscle mass and bone density, influenced by reduced physical activity, hormonal changes, and metabolic adjustments. Visceral fat accumulation is of particular concern because of its association with metabolic syndrome, insulin resistance, diabetes, hypertension, and cardiovascular disease. T...
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PENINGKATAN KAPASITAS MASYARAKAT DALAM PENENTUAN PRIORITAS PENGEMBANGAN DESA WISATA
Jurnal Pengabdian Masyarakat Unwahas
Vol 9
, No 1
(2024)
Pariwisata adalah satu sektor baru yang dapat mempercepat pertumbuhan ekonomi melalui peningkatan kesempatan kerja, pendapatan, dan standar hidup suatu negara. Untuk pembangunan desa, seluruh masyarakat harus berpartisipasi secara aktif. Salah satu masalah yang muncul adalah bahwa sebagian besar masyarakat tidak memahami dengan baik cara untuk menentukan skala prioritas. Hal ini mendukung pentingnya menerapkan program pengabdian kepada masyarakat untuk meningkatkan partisipasi masyarakat dan kap...
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Enhanced Vision Transformer and Transfer Learning Approach to Improve Rice Disease Recognition
Rachman, Rahadian Kristiyanto
; Setiadi, De Rosal Ignatius Moses
; Susanto, Ajib
; Nugroho, Kristiawan
; Islam, Hussain Md Mehedul
Journal of Computing Theories and Applications
Vol 1
, No 4
(2024)
In the evolving landscape of agricultural technology, recognizing rice diseases through computational models is a critical challenge, predominantly addressed through Convolutional Neural Networks (CNN). However, the localized feature extraction of CNNs often falls short in complex scenarios, necessitating a shift towards models capable of global contextual understanding. Enter the Vision Transformer (ViT), a paradigm-shifting deep learning model that leverages a self-attention mechanism to trans...
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27 Sitasi
Enhancing Lung Cancer Classification Effectiveness Through Hyperparameter-Tuned Support Vector Machine
Gomiasti, Fita Sheila
; Warto, Warto
; Kartikadarma, Etika
; Gondohanindijo, Jutono
; Setiadi, De Rosal Ignatius Moses
Journal of Computing Theories and Applications
Vol 1
, No 4
(2024)
This research aims to improve the effectiveness of lung cancer classification performance using Support Vector Machines (SVM) with hyperparameter tuning. Using Radial Basis Function (RBF) kernels in SVM helps deal with non-linear problems. At the same time, hyperparameter tuning is done through Random Grid Search to find the best combination of parameters. Where the best parameter settings are C = 10, Gamma = 10, Probability = True. Test results show that the tuned SVM improves accuracy, precisi...
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27 Sitasi
DAMPAK PENERAPAN DIGITAL MARKETING PADA PENGEMBANGAN BISNIS (STUDI KASUS PADA USAHA KULINER NYAMM AYAM DI SALATIGA)
IT-Explore: Jurnal Penerapan Teknologi Informasi dan Komunikasi
Vol 3
, No 1
(2024)
Perkembangan Teknologi Informasi yang pesat menyebabkan munculnya berbagai model digital marketing, yang diharapkan memiliki dampak signifikan bagi perkembangan sebuah usaha. Penelitian ini bertujuan untuk mengamati sejauh mana pengaruh penerapan model digital marketing terhadap perkembangan peningkatan sebuah usaha. Studi kasus dilakukan pada bisnis kuliner Nyamm Ayam di Salatiga, yaitu sebuah bisnis yang melayani penjualan masakan ayam dengan berbagai kreasi dan menu pilihan dengan cita rasa n...
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2 Sitasi
PENGARUH INTELLECTUAL CAPITAL TERHADAP PRODUKTIVITAS PADA PERUSAHAAN YANG GO PUBLIC DI INDONESIA
Adi Widya: Jurnal Pengabdian Masyarakat
Vol 1
, No 1
(2024)
This research is a quantitative research.The short-term goal in this study is to find out whether intellectual capital has a positive effect on productivity, while for the long-term goal is to know how much intellectual capital plays a role in improving company performance.The data used is secondary data from the annual report (annual report).Population in this research is company which go public in Indonesia which is listed in BEI.The samples are companies that go public in Indonesia listed on...
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