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Boosting-Based Machine Learning Models and Hyperparameter Tuning for Predicting Vehicle Carbon Dioxide Emission
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 7
, No 4
(2025)
Sustainable development and climate change are central agendas in global policy and research. This study examines and compares three ensemble learning models using Gradient Boosting Machine, Categorical Boosting, and Extreme Gradient Boosting for forecasting vehicle carbon dioxide (CO2) emissions. Data preprocessing with Interquartile Range (IQR) and median imputation is among the methods used to address missing values in CO₂ rating and smog rating variables. SHAP and PDP were employed for featu...
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STUDY OF THE EFFECTIVENESS OF ENVIRONMENTAL ENRICHMENT ON LONG-TAILED MONKEYS (Macaca fascicularis) WITH ABNORMAL BEHAVIOR
Bioma : Jurnal Ilmiah Biologi
Vol 14
, No 2
(2025)
Macaca fascicularis merupakan salah satu jenis primata penghuni hutan yang memiliki arti penting bagi kehidupan di alam. Pemeliharaan Macaca fascicularis secara eks situ dalam kandang individu sering kali memicu perilaku abnormal pada Macaca fascicularis. Oleh karena itu, diperlukan pengayaan lingkungan untuk meminimalisir perilaku abnormal tersebut. Penelitian ini bertujuan untuk mengidentifikasi efektivitas program pengayaan ekologi dalam menurunkan perilaku abnormal pada Macaca fascicular...
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Analisis Opini Publik Pimpinan Daerah Pemuda Muhammadiyah Solo Tentang Citra Gus Miftah Pasca Kontroversi Dakwah di Magelang
Research Fair Unisri
Vol 9
, No 1
(2025)
Kontroversi dakwah Gus Miftah di Magelang pada tahun 2024 menjadi sorotan publik karena penggunaan bahasa yang dinilai kurang pantas oleh masyarakat, terutama ketika ia berstatus sebagai tokoh agama sekaligus pejabat publik. Peristiwa tersebut memicu pro dan kontra di media massa maupun media sosial, serta mendapat respons dari berbagai organisasi Islam termasuk Pemuda Muhammadiyah. Penelitian ini bertujuan untuk mengetahui dan menganalisis bagaimana opini publik dari Pimpinan Daerah Pemuda Muha...
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CLOUD-BASED REPORT CARD ASSESSMENT APPLICATION AT INPRES BHOANAWA 1 ELEMENTARY SCHOOL
Sari, Patrisia Claudia
; Tute, Kristianus Jago
; Sala, Elvira Esperanza
; Sari, Patrisia Claudia
; Tute, Kristianus Jago
; Sala, Elvira Esperanza
JUISI : Jurnal Ilmiah Sistem Informasi
Vol 4
, No 2
(2025)
The rapid development of information technology has brought significant changes in the management of administrative processes in the field of education, including the process of student learning assessment. This study aims to design and develop a cloud-based report card application to assist Inpres Bhoanawa 1 Elementary School in managing academic data more effectively and securely. The system was developed using the PHP Native programming language and MySQL database, with a waterfall sys...
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Investigating a SMOTE-Tomek Boosted Stacked Learning Scheme for Phishing Website Detection: A Pilot Study
Ugbotu, Eferhire Valentine
; Emordi, Frances Uchechukwu
; Ugboh, Emeke
; Anazia, Kizito Eluemunor
; Odiakaose, Christopher Chukwufunaya
; Onoma, Paul Avwerosuoghene
; Idama, Rebecca Okeoghene
; Ojugo, Arnold Adimabua
; Geteloma, Victor Ochuko
; Oweimieotu, Amanda Enaodona
; Aghaunor, Tabitha Chukwudi
; Binitie, Amaka Patience
; Odoh, Anne
; Onochie, Chris Chukwudi
; Ezzeh, Peace Oguguo
; Eboka, Andrew Okonji
; Agboi, Joy
; Ejeh, Patrick Ogholuwarami
Journal of Computing Theories and Applications
Vol 3
, No 2
(2025)
The daily exchange of informatics over the Internet has both eased the widespread proliferation of resources to ease accessibility, availability and interoperability of accompanying devices. In addition, the recent widespread proliferation of smartphones alongside other computing devices has continued to advance features such as miniaturization, portability, data access ease, mobility, and other merits. It has also birthed adversarial attacks targeted at network infrastructures and aimed at expl...
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Students' Mathematical Abstraction Thinking Ability with Kinesthetic Learning Style through Multi Representation Discourse Learning Model Assisted by Performance Assessment Integrated with Google Sites
Aini, Sindi Nur
; Waluya, Stevanus Budi
; Prabowo, Ardhi
; Agoestanto, Arief
; Masrukan
; Pramasdyahsari, Agnita Siska
; Bonyah, Ebenezer
Journal of Emerging Technology in Teaching and Learning
Vol 1
, No 2
(2025)
This study aims to describe the mathematical abstraction ability of kinesthetic learners through the application of a Multi-Representation Discourse (MRD) learning model assisted by performance assessment and integrated with Google Sites. This research employed a qualitative descriptive design. The participants were two 11th-grade students at SMA Negeri 11 Semarang identified as having a kinesthetic learning style, selected using purposive sampling. Data were collected through abstraction abilit...
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Mengembangkan Kesadaran Digital Sehat Pada Siswa Sekolah Dasar Melalui Pemberdayaan Sosialisasi Etika Bermedia Sosial
Gunadharma, Aditya
; Anjelina, Anjelina
; Prasetyo, Dahlan
; Hapsari, Elok Fadinda
; Mukaromah, Eti Faidatul
; Amalina, Fafa Nurul
; Nisa, Ilma Nazihatun
; Setianingsih, Lilis
; Puspitasari, Melani Indah
; Jumani, Nurul Putri Azkiyyah
; Setyamien, Salsabila Khairunisa
; Subekti, Sigit Waris
; Al Islami, Teuku Mohammad Daffa
; Rizqy, Wafa Maulana
; Futri, Widya Aqilla
; Ma`summah, Siti
Karunia: Jurnal Hasil Pengabdian Masyarakat Indonesia
Vol 4
, No 2
(2025)
This community service activity aims to enhance elementary school students’ awareness of healthy digital behavior through the socialization of social media ethics and responsible internet use. The method applied was Participatory Action Research (PAR), involving students, teachers, and school stakeholders in an active, collaborative learning process. The program took place at MI Muhammadiyah, Pagentan District, on August 16, 2025, for three hours, including material presentation, case simulation...
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Web-Based Information System for Student Internship Data Processing Using the Agile Method
JUISI : Jurnal Ilmiah Sistem Informasi
Vol 4
, No 3
(2025)
Perkembangan sistem informasi dan teknologi informasi telah membawa perubahan signifikan dalam hampir semua aspek kehidupan manusia. Semua aspek kehidupan telah dipengaruhi oleh kemajuan teknologi informasi seperti internet, salah satunya adalah pendidikan. Saat ini di SMK Negeri 1 Ende masih menggunakan Microsoft Excel dalam pengolahan data siswa-siswi Praktek Kerja Lapangan (PKL) sehingga mengalami beberapa kendala seperti rentan terhadap kesalahan pencatatan, duplikasi data, serta kesulitan d...
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The effect of learning styles on senior high school students’ mathematical abstraction ability: A study at SMA N 11 Semarang
AKSIOMA : Jurnal Matematika dan Pendidikan Matematika
Vol 16
, No 2
(2025)
This study addresses the low level of mathematical abstraction ability among students at SMA Negeri 11 Semarang, as identified through a preliminary investigation. To overcome this issue, the Multi-Representation Discourse Model supported by performance-based assessment was employed, with the aim of enhancing students' abstraction capabilities. The primary objective of this research is to examine the influence of students’ learning styles on their mathematical abstraction ability. A quantitative...
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Mechanical Properties of Epoxy Composite Reinforced with Spent Coffee Ground and Coffee Husk
Etanto Heiliano Wijayanto
; Imran, Al Ichlas
; Siregar, Januar Parlaungan
; Mohd Ruzaimi Mat Rejab
; Tezara Cionita
; Wisnu Prayogo
; Deni Fajar Fitriyana
; Rozanna Dewi
; Thomas Junaedi
; Agustinus Purna Irawan
Advance Sustainable Science, Engineering and Technology (ASSET)
Vol 7
, No 4
(2025)
This study aims to investigate the effect of increasing the concentration of natural filler on the mechanical properties of Spent Coffee Ground (SCG) / Coffee Husk (CH) reinforced epoxy matrix composite. The materials used in this study are epoxy resin as a matrix and waste coffee grounds and coffee husks as natural fillers with sizes of 100-mesh and concentrations of 10, 20, and 30 wt.%. The results showed that SCG 10 wt.% produced the best mechanical properties compared to the other samples ba...
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