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All Journal Pythagoras: Jurnal Matematika dan Pendidikan Matematika Jurnal Ilmu Lingkungan Wahana Didaktika JURNAL JPSD (Jurnal Pendidikan Sekolah Dasar) Kontinu: Jurnal Penelitian Didaktik Matematika AKSIOMA: Jurnal Program Studi Pendidikan Matematika WARTA Jurnal Varidika Abjadia, International Journal of Education Jurnal Elemen Edumatsains Journal of Research and Advances in Mathematics Education MUDARRISA Indonesian Journal of Islamic Education Studies AKSIOMA Al-Jabar : Jurnal Pendidikan Matematika Jurnal Manajemen Pendidikan Math Didactic: Jurnal Pendidikan Matematika HISTOGRAM: Jurnal Pendidikan Matematika Al Ishlah Jurnal Pendidikan MaPan : Jurnal Matematika dan Pembelajaran Jurnal Penelitian Pendidikan IPA (JPPIPA) Edukasi : Jurnal Penelitian dan Artikel Pendidikan Pendas : Jurnah Ilmiah Pendidikan Dasar JTAM (Jurnal Teori dan Aplikasi Matematika) Cetta: Jurnal Ilmu Pendidikan JMKSP (Jurnal Manajemen, Kepemimpinan, dan Supervisi Pendidikan) Edulingua: Jurnal Linguistiks Terapan dan Pendidikan Bahasa Inggris Jurnal Pendidikan Matematika (JUDIKA EDUCATION) Teorema: Teori dan Riset Matematika Jurnal Cendekia : Jurnal Pendidikan Matematika Jurnal Basicedu Jurnal Ilmiah Sekolah Dasar Prima: Jurnal Pendidikan Matematika Journal on Education JETL (Journal Of Education, Teaching and Learning) EDUKATIF : JURNAL ILMU PENDIDIKAN Jurnal EDUCATIO: Jurnal Pendidikan Indonesia Jurnal Fundadikdas (Fundamental Pendidikan Dasar) JPMI (Jurnal Pembelajaran Matematika Inovatif) JP2M (Jurnal Pendidikan dan Pembelajaran Matematika) utile: Jurnal Kependidikan MATHEMA: JURNAL PENDIDIKAN MATEMATIKA Didaktik : Jurnal Ilmiah PGSD STKIP Subang Ihsan: Jurnal Pengabdian Masyarakat TIN: TERAPAN INFORMATIKA NUSANTARA Budapest International Research and Critics Institute-Journal (BIRCI-Journal): Humanities and Social Sciences Journal of Computer Networks, Architecture and High Performance Computing Ideguru: Jurnal Karya Ilmiah Guru JURNAL ILMIAH EDUKATIF Jurnal Pendidikan, Sains, Geologi, dan Geofisika (GeoScienceEd Journal) Jurnal Pendidikan Guru (JPG) Jurnal Fibonaci: Jurnal Pendidikan Matematika Didaktika: Jurnal Kependidikan Teaching and Learning Journal of Mandalika (Teacher) Best : Journal of Applied Electrical, Science and Technology Jurnal Sosial dan Teknologi Jurnal Riset dan Inovasi Pembelajaran IJORER : International Journal of Recent Educational Research Munaddhomah: Jurnal Manajemen Pendidikan Islam SCIENCE : Jurnal Inovasi Pendidikan Matematika dan IPA PROFICIO: Jurnal Pengabdian Masyarakat Bulletin of Science Education NUSRA: Jurnal Penelitian dan Ilmu Pendidikan Edukasia: Jurnal Pendidikan dan Pembelajaran Elementary School: Jurnal Pendidikan dan Pembelajaran ke-SD-an Edukasiana: Jurnal Inovasi Pendidikan Proceeding ISETH (International Summit on Science, Technology, and Humanity) Jurnal Basicedu MASALIQ: Jurnal Pendidikan dan Sains Journal of Innovation and Research in Primary Education Abdi Teknoyasa Prosiding Konferensi Nasional Penelitian Matematika dan Pembelajarannya Jurnal Pendidikan Amartha Jurnal Ilmu Pendidikan dan Sains Islam Interdisipliner Al-DYAS : Jurnal Inovasi dan Pengabdian kepada Masyarakat Journal of Artificial Intelligence and Digital Business JS (Jurnal Sekolah) Euclid Journal of Medives: Journal of Mathematics Education IKIP Veteran Semarang JNPM (Jurnal Nasional Pendidikan Matematika) Anggaran: Jurnal Publikasi Ekonomi dan Akuntansi Jurnal Tadris Matematika (JTMT) Kreano, Jurnal Matematika Kreatif Inovatif The Indonesian Journal of Computer Science Proceeding International Conference Of Innovation Science, Technology, Education, Children And Health Jurnal Pendidikan Progresif Proceeding International Conference Of Innovation Science, Technology, Education, Children And Health Jurnal Ilmiah Pendidikan Citra Bakti EDUKASI : Jurnal Penelitian dan Artikel Pendidikan Jurnal Didaktik Matematika Eduma : Mathematics Education Learning and Teaching
Budi Murtiyasa
Universitas Muhammadiyah Surakarta
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A Systematic Literature Review of Convolutional Neural Networks for Gender Analysis using Fingerprint Images and other Biometric Modalities Fatkhurrahman, Zuhdi; Murtiyasa, Budi
BEST Vol 8 No 1 (2026): BEST
Publisher : Universitas PGRI Adi Buana Surabaya

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.36456/jhyde786

Abstract

This study systematically reviews the application of Convolutional Neural Networks (CNN) for gender classification using fingerprint images as a biometric identifier. CNN demonstrate a strong ability to automatically extract ridge and texture features that differentiate male and female fingerprints. Using the PRISMA 2020 framework, a Systematic Literature Review (SLR) was conducted on 15 Scopus-indexed studies published between 2020 with 2025, focusing on CNN-based fingerprint gender recognition. The review reveals that CNN models achieved accuracy ranging from 85% to 99.97%, depending on the network architecture, dataset size, and training strategy. Architectures such as VGG16, GoogleLeNet, AlexNet, EfficientNetB0, and Hybrid Model  CNN–LSTM or CNN–SVM performed best, especially when enhanced with data augmentation and transfer learning. Interpretability methods such as Grad-CAM improve model transparency by visualizing fingerprint regions influencing gender prediction. Although the trend in accuracy slightly declined after 2023 due to dataset diversity and overfitting in deeper models, CNN remains the dominant and most reliable approach in biometric analysis.
Transformasi Kelas Digital dan Dampak Implementasi TIK terhadap Literasi Digital Pendidik: Pendekatan Mixed Methods Arif Rumiyadi; Roza Cyintia Salwa Azhar; Yusuf Nurrahman; Arif Fahrudin; Budi Murtiyasa
TIN: Terapan Informatika Nusantara Vol 6 No 8 (2026): January 2026
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/tin.v6i8.9169

Abstract

The gap between the rapid demands of digital transformation in education, which include the adoption of ICT-based learning, LMS, and the integration of Coding and Artificial Intelligence materials, and the reality of implementation challenges in the field. These crucial challenges include the availability and distribution of inadequate supporting facilities and infrastructure at all levels of education according to national standards, as well as the urgent need to improve teachers' digital competence and literacy so they can adapt and teach innovatively in the era of the Industrial Revolution 4.0. This study uses a qualitative approach as the basic methodological framework because this approach is considered the most relevant for understanding in-depth the phenomenon of Information and Communication Technology (ICT) implementation in the context of learning in schools. The data collection technique used is interviews, because this technique is considered the most effective for gathering in-depth information regarding teachers' experiences, views, and practices in implementing ICT in learning. The results of the study indicate that the systematic application of ICT and supported by continuous training can improve teachers' understanding, technical skills, and positive attitudes towards digital technology. This transformation also has an impact on the creation of a collaborative and adaptive learning culture in the classroom. This article recommends the importance of institutional policies that support the digital ecosystem so that teachers' digital literacy continues to develop in line with the demands of the technological era. The contribution of this research is expected to provide a deeper understanding of the challenges and opportunities of digital classroom transformation at the junior high school level, while also producing strategic recommendations based on empirical evidence for policymakers and education practitioners so that digital transformation can improve the quality of learning sustainably.
Systematic Literature Review: A Comparison of Clustering Methods in Data Mining Roni Setyawan; Budi Murtiyasa
Journal of Computer Networks, Architecture and High Performance Computing Vol. 8 No. 1 (2026): Articles Research Januari 2026
Publisher : Information Technology and Science (ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/cnahpc.v8i1.7333

Abstract

Clustering is one of the fundamental techniques in data mining used to group data instances based on inherent similarities without relying on predefined labels. This technique plays a crucial role in numerous domains, including customer behavior analysis, pattern recognition, anomaly detection, bioinformatics, and many other applications that require a deeper understanding of hidden structures within data. Over the past decades, a wide range of clustering methods has been developed such as K-Means, DBSCAN, Hierarchical Clustering, density-based approaches, model-based clustering, and more recent algorithms that incorporate machine learning and deep learning paradigms. Each method offers distinct advantages and limitations and is suited for different data characteristics and analytical objectives. The SLR process includes identifying relevant articles, screening for quality and eligibility, extracting essential data, and synthesizing findings according to predefined systematic criteria. The primary aim of this review is to identify emerging research trends, understand methodological advancements, assess the performance of different clustering methods across diverse data contexts such as varying dataset sizes, noise levels, dimensionality, and cluster distributions and provide insights into the key factors that influence the selection of appropriate clustering techniques. The findings of this review indicate that no single clustering method consistently outperforms others in all scenarios. Certain algorithms may produce optimal results for low-dimensional datasets yet perform inadequately when applied to complex, high-dimensional data. Conversely, some methods are effective at identifying clusters with irregular shapes but require sensitive parameter tuning or exhibit higher computational costs. Therefore, the choice of clustering technique should be guided by the specific characteristics of the dataset, the objectives of the analysis, and evaluation criteria such as accuracy, computational efficiency, interpretability, and robustness to noise. Overall, this review aims to serve as a comprehensive reference for researchers, practitioners, and decision-makers in selecting the most suitable clustering method for their specific analytical needs. Additionally, the study highlights potential avenues for future research, including the development of hybrid algorithms, automated parameter selection techniques, and the integration of clustering with modern machine learning approaches to enhance performance and adaptability across various data environments
PENGEMBANGAN KEMAMPUAN BERPIKIR LOGIS SISWA SEKOLAH DASAR MELALUI VIDEO PEMBELAJARAN BERBASIS KURIKULUM CINTA Joko Setiono; Nining Setyaningsih; Erwin Ardianzah; Budi Murtiyasa
JS (JURNAL SEKOLAH) Vol. 10 No. 2 (2026): MARET 2026
Publisher : Universitas Negeri Medan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24114/0r0vmp96

Abstract

Abstrak: Kemampuan berpikir logis merupakan fondasi penting dalam perkembangan kognitif siswa sekolah dasar dan perlu dikembangkan secara sistematis. Namun, pembelajaran di sekolah dasar masih sering berorientasi pada hafalan dan hasil akhir, sehingga ruang bagi proses berpikir siswa terbatas. Penelitian ini bertujuan memahami pengembangan kemampuan berpikir logis siswa melalui video pembelajaran berbasis Kurikulum Cinta. Menggunakan pendekatan kualitatif dengan desain studi kasus di MI Muhammadiyah IV Kasihan Tegalombo, melibatkan 25 siswa dan guru kelas. Data dikumpulkan melalui observasi, wawancara, dan dokumentasi, dianalisis interaktif. Hasil menunjukkan media pembelajaran ini menciptakan lingkungan humanis yang mendukung keterlibatan aktif siswa dalam mengamati, menalar, berdiskusi, dan menarik kesimpulan logis. Kata Kunci: Berpikir Logis, Video Pembelajaran, Kurikulum Berbasis Cinta
Pengembangan Buku Saku Digital Interaktif untuk Meningkatkan Pemahaman Konsep Bunga dan Anuitas dalam Matematika Keuangan Siswa SMK Akuntansi Fita Astuti; Budi Murtiyasa
Anggaran : Jurnal Publikasi Ekonomi dan Akuntansi Vol. 4 No. 2 (2026): Juni: Anggaran : Jurnal Publikasi Ekonomi dan Akuntansi
Publisher : Asosiasi Riset Ekonomi dan Akuntansi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61132/anggaran.v4i2.2520

Abstract

This study aims to develop an Interactive Digital Pocket Book on the topic of interest and annuities that is valid, practical, and effective in improving the conceptual understanding of Vocational High School Accounting students. This study employed the Research and Development (R&D) method using the ADDIE model, which consists of the Analysis, Design, Development, Implementation, and Evaluation stages. The developed product was validated by a university lecturer and a teacher who assessed both content and media aspects. The product was tested on 16 eleventh-grade Accounting students at SMK Batik 2 Surakarta. The research instruments included expert validation sheets, conceptual understanding tests in the form of a pretest and posttest, and a student response questionnaire. The data were analyzed using quantitative descriptive analysis and N-Gain calculations. The results showed that the Interactive Digital Pocket Book was categorized as highly valid based on expert validation. The implementation of the product showed an increase in students’ average scores from 60.59 on the pretest to 82.13 on the posttest, with an N-Gain score of 0.53, which was categorized as moderate. In addition, the student response questionnaire obtained an average percentage of 77.83%, which was categorized as good. These results indicate that the developed Interactive Digital Pocket Book is suitable for use as a learning medium and is capable of improving students’ conceptual understanding of interest and annuities.
Co-Authors Abdillah, Definka Puan Shalika Abdullah, Bayu Mukti Abidin, Nurul Aditya Rini Kusumaningpuri Adminanti, Risma Affendi bin Abdullah, Mohd Asrul Afifah Ma'rufi Agus Supriyoko Ahmad Ahmad Muhibbin Aisiyah Dewi Amini Ali Muckromin Almas Husna Nurul Lathifah Alqudsi, Zainab Amany, Azzah Ambawani, Cettra Shandilia Latunusa Aminuriyah, Siti Anam Sutopo Anatri Desstya Andriyani, Santi Anfa Muarif Wicaksana Ani Budiarti Anif, Anif Annisa Ratnaningsih Anton Adi Suryo Kusuma Anton Budi Nugroho ANWAR, MUHFIK Ardies, Annisaq Arif Fahrudin Arif Rumiyadi Arya Dani Rushertanto ASIYAH ASIYAH Asri Pujihastuti Aulia Nurul Azimmah Aulida, Alfian Nur Ayuningsih, Fitri Ayuningsih, Tinaningrum Azimmah, Aulia Nurul Baehaqi Bambang Sumardjoko Bayu Kurniawan Bayu Mukti Abdullah Bayu Sapto Nugroho Bhismo Aji Wibowo Budiningsih Budiningsih Budiningsih, Budiningsih Cahyaning Fitria Prihutami Christina Kartika Sari Chyndia Bella Noor Rayyani D. S, Suprojo Damai Ari Kontesa Desi Susanti Dewi Mariastuti Khasanah Dewi Mitasari Dian Wahyuningsih Dimas Aditya Yudha Pradana Dinda Kestu Anayanti Djalal Fuadi Dwi Maryani Dwi Nurul Hidayah Dyah Arti Mumpuni Efa Widyastuti Efi Miftah Faridli Eko Supriyanto Endang Fauziati Eni Restyowati ERNA WIDYASARI Erna Zumrotun Erwin Ardianzah Faatin, Nisriina Amiirah Faizah, Indah Nurul Fajar Sri Utami Fajriati, Naili Faradita, Anna Nabila Fatkhurrahman, Zuhdi Febrianti T. Lestari Febriyanti, Widhia Fita Astuti Fitri Ayuningsih Fitri Wulandari Fitria Agustin Anisyawati Galih Albarra Shidiq Hakiki, Lintang Sunny Hakiky, Nur Halimah Fauzizah Hana Fatimah Harsono Harsono Harsono Harsono Harsono Hartanti, ⁠Riska Harun Joko Prayitno Hastuti, Erna Widiyah Hayuni, Argenti Agung Helzi Hengki Purnomo Heri Susanto Hernawan Sulistyanto Hesti Hesti Hidayah, Refiana Hidayati Zahro, Nurul Husni Mubarok Ibharim, Laili Farhana Md Idawati Idawati Idfi Purnamasari Iim Fatimah iin wahyuni Indah Susi Irianti Indra Susanti Intan Kumala Dewi Ipung Purwati Irma Yuliana Isna Hidayat Isnaeni Umi Machromah Isnaini Isnaini Isnaini Isnaini Maratus Sholihah Jannah, Ma'rifatul Janti, Janti Murdiani Joko Setiono Jumadi Jumadi KARTIKA, SOFIA NUR Kayla Hajar Zahira Khairunnisa, Danik Martha Kharisma Yuli Noviana Khasanah, Nurul Uswatun Khasanah, Siti Uswatun Khikmah, Eni Nur Khoiri Yahya Afifah Khoirun Nissa Febriyanti Sholikah Kontesa, Damai Ari Kusmayanti, Heni Kusuma, Thitha Meista Mulya Kusumaningpuri, Aditya Rini Kusyuliarto, K Laikha Listiyani Laili Etika Rahmawati Ledhisa Isna Aulia Lestari, Sri Lia Lilik Mustofiyah Lina Dwi Susanti Linda Roosdiana Permatasari Listiany, Listiany Luqmanul Hakim Luqmanul Hakim M Farhan Ainun Ihsani Ma'rifatul Jannah Malikah, Siti Markamah, Markamah Markhamah Masduki Maulida, Dini Wardani Mazwar Ismiyanto Mazwar, Mazwar Ismiyanto Mega Dwi Atikah Miftahudin Miftahul Atiqoh Mimin Vera Minsih Mohd Asrul Affendi bin Abdullah Muh Rifki Nugroho Muhammad Irvan Rosyadi Muhibbin, Muhibbin Muhroji Mursiti, Esthi Murwanto Setyo Nugroho Nahdhiyatunnisak Naomi Fahma Natami, Harindra Dina Nensi Desiana Purnamasari Ni'matillah, Rizka Nida Rifdatul Amalia Nina Mekalungi Nina Sofiana Nining Setyaningsih Nining Setyaningsih Nisra Wa Ode Nofi Animah Kusumastuti Noor Afifah Rachmawati Novelya Jacinda Elfareta Nugraha, Andre Eksaputra Nugroho, Afifah Hilmia Nugroho, Aviandri Cahya Nugroho, Muh Rifki Nur Cholidah, Nur Nur Hakiky Nur Karina Putri Muslikhah Sari Nuraini Alkhasanah Nurdhiyanto Nurjanah, Alya Rifa Nurrochman, Taufik Nurul Hidayati Nurul Qomariah Nuryati Nuryati Nuryati Nuryati Nuryati Oryza Riana Anggraini Patriana, Wendy Dian Prayitno Prayitno Puji Astuti, Wiewiek Purnawanto, Ahmad Teguh Purwati, Ipung Putri, Fitriati Indrasari R, Laili Etika Raden Mohamad Herdian Bhakti Rafika Dian Rahmawati Rahayu, Suwasti Ramadhani, Noti Armyta Ratih Kusuma Wijayanti Ratnaningsih, Annisa Restyowati, Eni Retno Megawati Retno Palupi Retno, Andriani Chondro ria maharani Rikana Sulistyaningrum Rini Budiwati Rita Dwi Nawanti Rita Pramujiyanti Khotimah Rizwatul Hasanah Rohmah, Indah Fitri Zakiyah rohmah, rohmah Roni Agus Subagyo Roni Setyawan Rosyida Hanifa Zara Roza Cyintia Salwa Azhar Rusdijanto, Titania Alya Ryanjani Lila Anggraita Sabar Narimo Sabekti, Milan Safira Fitrianingrum Said, Che Soh Santosa, Yoga Tegar Sapto Widodo Sarlita Murdaningsih sarlita murdaningsih, sarlita Setyo Nugroho Shinta Wulandari Shofiyuddin, Muh. Sigit Haryanto Siti Aminuriyah Siti Fatimah Siti Halimah Siti Malikah Siti Uswatun Khasanah Slamet . Soekarno, Gustina Anugerahwati Sofyan Anif Soleh, M Nur sri lestari rahayu Sri Rejeki Sri Sunarjono Sri Sutarni Sri Wahyuni suhendar, uki Sukamto, Ika Sumiyarsi Sukirman Sukirman Sularsih Sulistiyowati, Nourma Ayu Sumadi Sumardi Sumardi Sumardi . Sumardi Sumardi Supriyadi, M. Yusup Susanti, Lina Dwi Sutama Sutopo, Anom Sutopo, Anom Syahdana, Farah Lafas Syakir Maghfuri Teguh Sumadi Suparwoto Cahyo Teguh Waluyo Tjipto Subadi Toyib, Muhamad Tri Anasari tri wahyuni Tutik Ernawati Ulfah Zulaikha Umi Fadlilah, Umi Umi Makhromah, Isnaeni Ummie Masrurah Utami, Ratnawati Tri Vivin Wulandari Wahyu Haspri Nur Taryanti Wahyu Triningsih, Wahyu Wahyudi Taufan Santoso Wahyuningrum, Hesty Wardani, Indah Kusuma Wati, Erna Hartika Wawan Suranto Wibowo, Bhismo Aji Wibowo, Eko Ari Widi Hayuningtyas Winarti Winarti Winarti Winarti Wiwin Wulandari Wulan Fajar Setyorini Wulandari, Herlina Tri Wulandari, Tri Mitalia Endah Yati, Yuni Yayuk Sumarni Yudhani, Ardheila Setya Yudianto Yudianto Yulia Maftuhah Hidayati Yuliana Luthfi, Fajra Yuni Yati Yunianto, Aan Yusuf Al Amin Yusuf Nurrahman Zaenal Abidin Zanuba Riana Fitri Zikrul Alwi Zunan Azis