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Deteksi Kualitas Buah Sawo dengan Pendekatan Ekstraksi Fitur GLCM dan Algoritma Support Vector Machine Fidiya, Karisma Risma; Vikri, Muhammad Jauhar; Kartini, Alif Yuanita
JURNAL RISET KOMPUTER (JURIKOM) Vol. 12 No. 2 (2025): April 2025
Publisher : Universitas Budi Darma

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30865/jurikom.v12i2.8519

Abstract

The quality of sapodilla fruit is a crucial factor in ensuring product standards and consumer satisfaction. This study aims to detect the quality of sapodilla fruit using the Gray Level Co-occurrence Matrix (GLCM) method for texture feature extraction and Support Vector Machine (SVM) as the classification algorithm. A dataset of sapodilla fruit images was collected and processed using data augmentation techniques to enhance image variation. Extracted features, including contrast, homogeneity, energy, and correlation, were used as input for the SVM model. The model was developed using a train-test split approach and evaluated based on accuracy, precision, recall, and F1-score. Experimental results show that the proposed method successfully classifies sapodilla fruit into three categories—raw, ripe, and damaged—with an accuracy of 85%. This model was implemented in a MATLAB-based Graphical User Interface (GUI), enabling users to automatically classify sapodilla quality easily and efficiently.
Penerapan Metode Clustering untuk Pemetaan Daerah Rawan Bencana di Kabupaten Bojonegoro Kartini, Alif Yuanita; Fakhriyana, Deby
Journal of Mathematics Education and Science Vol. 7 No. 1 (2024): Journal of Mathematics Education and Science
Publisher : Universitas Nahdlatul Ulama Sunan Giri Bojonegoro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32665/james.v7i1.1448

Abstract

Saat ini data kejadian bencana yang ada di Badan Penanggulangan Bencana Daerah kabupaten Bojonegoro hanya berupa angka-angka kejadian bencana alam dan belum disajikan dalam bentuk peta. Olehkarena itu diperlukan penelitian untuk melakukan pemetaan daerah rawan bencana di kabupaten Bojonegoro. Dari penelitian ini akan menjadi acuan dalam mengakomodir kegiatan mitigasi bencana di kabupaten Bojonegoro. Pada penelitian ini menggunakan metode clustering yakni metode K-Means, K-Medoids, dan X-Means untuk melakukan evaluasi banyaknya cluster yang optimal dan mengembangkan hasil pengelompokan dalam bentuk peta. Data yang digunakan adalah data jumlah kejadian bencana di kabupaten Bojonegoro tahun 2022 yang meliputi jumlah kejadian akibat banjir, jumlah kejadian akibat cuaca ekstrim, jumlah kejadian akibat kebakaran hutan dan lahan, jumlah kejadian akibat kebakaran rumah, jumlah kejadian akibat kekeringan, jumlah kejadian akibat tanah longsor dan jumlah kejadian lain-lain. Berdasarkan nilai Davies Bouldin Index didapatkan hasil bahwa X-Means merupakan metode terbaik dalam pengelompokan wilayah rawan bencana di kabupaten Bojonegoro. Adapun banyaknya cluster yang terbentuk adalah 4 cluster yakni cluster 0 yang terdiri dari 18 kecamatan, cluster 1 yang terdiri dari 7 kecamatan, cluster 2 yang terdiri dari 1 kecamatan dan cluster 3 yang terdiri dari 2 kecamatan. Berdasarkan karakteristik dari hasil pengelompokan dapat disimpulkan bahwa daerah yang paling rawan terjadi bencana di kabupaten Bojonegoro adalah kecamatan Bojonegoro disusul dengan kecamatan Kedungadem dan Temayang.
Implementasi Machine Learning Model sebagai Sistem Prediksi Penyakit Breast Cancer Cahyani, Nita; Irsyada, Rahmat; Kartini, Alif Yuanita
Digital Transformation Technology Vol. 4 No. 2 (2024): Periode September 2024
Publisher : Information Technology and Science(ITScience)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47709/digitech.v4i2.5209

Abstract

Breast Cancer atau Kanker payudara adalah penyakit yang paling umum ditemukan pada wanita di seluruh dunia. Setiap perkembangan untuk prediksi dan diagnosis penyakit kanker merupakan modal penting untuk hidup sehat. Sehingga, akurasi tinggi dalam prediksi kanker penting untuk memperbarui aspek pengobatan dan standar kelangsungan hidup pasien. Teknik Machine Learning (ML) merupakan aplikasi dari Artificial Intelligence (AI) yang dapat memberikan kontribusi besar pada proses prediksi dan diagnosis dini kanker payudara, dan telah terbukti sebagai teknik yang kuat. Dalam penelitian ini, diterapkan algoritma Machine Learning yaitu metode single: Support Vector Machine (SVM), Random Forest, Logistic Regression, dan K-Nearest Neighbors (KNN) dan metode ensemble yaitu SMOTE-Boosting dan SMOTE-Bagging pada dataset Breast Cancer di Bojonegoro. Tujuan dari penelitian ini Mendaptakan ketepatan klasifikasi atau prediksi breast cancer khususnya studi kasus di Bojonegoro dengan tingkat kinerja yang lebih baik. Nilai akurasi yang terbaik pada metode single yaitu model Random Forest (RF) sebesar 95,65% untuk data testing, 100% untuk data training sedangkan untuk metode ensembel SMOTE-Boosting Random Forest (RF) sebesar 100% untuk data testing, 100% untuk data training dan SMOTE-Bagging RF sebesar 97% untuk data training dan 100% untuk data testing. Sehingga SMOTE-Boosting RF dapat dijadikan analisis prediksi yang terbaik dalam penelitian ini. Hasil ini dapat digunakan di masa depan untuk memprediksi penyakit lainnya.
Pembentukan Bank Sampah “Lintang Alul” Sebagai Strategi Pengelolaan Sampah Berbasis Masyarakat Di Kelurahan Banjarejo Bojonegoro Kartini, Alif Yuanita; Yunita Dwi Setyoningsih; Yogi Prana Izza
Jurnal SOLMA Vol. 12 No. 1 (2023)
Publisher : Universitas Muhammadiyah Prof. DR. Hamka (UHAMKA Press)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22236/solma.v12i1.10884

Abstract

Background: Pengabdian masyarakat yang dilakukan berupa pendirian bank sampahsebagai strategi penanganan masalah sampah dengan basis masyarakat. Bank sampahadalah bentuk penanganan sampah dengan basis masyarakat dimana masyarakat memilah,mengumpulkan dan menukar sampah dengan sejumlah uang. Diharapkan dengan adanyabank sampah, timbunan sampah menjadi berkurang serta lingkungan sekitar menjadi lebihbersih, indah dan lestari. Selain itu dengan terbentuknya bank sampah ini diharapkan bisamenambah pemasukan bagi masyarakat sekitar. Metode: Kegiatan Pengabdian KepadaMasyarakat ini dilaksanakan di Kelurahan Banjarejo, Bojonegoro oleh tim dari UniversitasNahdlatul Ulama Sunan Giri. Kegiatan ini diadakan dalam tiga bulan yakni bulanDesember 2021 hingga Februari 2022 dengan menggunakan metode Pendidikanmasyarakat. Hasil: Hasil dari kegiatan ini adalah sosialisasi dan edukasi kepadamasyarakat dapat menggantikan kultur masyarakat dalam hal pengelolaan sampah. Selainitu dengan kehadiran Bank Sampah “Lintang Alul” merupakan jalan keluar dalammengatasi masalah sampah khususnya di kelurahan Banjarejo. Masyarakat kelurahanBanjarejo antusias dan mendukung dengan adanya Bank Sampah “Lintang Alul”.Pembentukan Bank Sampah “Lintang Alul” merupakan alternatif solusi dalam pengelolaansampah berbasis masyarakat yang menjadikan kelurahan Banjarejo bebas dari sampah.Kesimpulan: Sosialisasi dan edukasi kepada masyarakat dapat mengubah kebiasaan danpengikiran masyarakat dalam hal pengelolaan sampah bahwasanya “Sampahku adalahTanggung Jawabku”. Masyarakat Kelurahan Banjarejo antusias dan mendukung denganadanya Bank Sampah “Lintang Alul”.
Pendampingan dan Pelatihan Penyusunan Laporan Keuangan BUMDes Gunung Jaya Mori Menggunakan Sistem Informasi Akuntansi Berbasis Microsoft Excel Kartini, Alif Yuanita; Anwar, Saeful; Hamdan, Ali; Firdaus, Saida Zahrotul; Desinta, Yessi Farisa
Jurnal SOLMA Vol. 14 No. 3 (2025)
Publisher : Universitas Muhammadiyah Prof. DR. Hamka (UHAMKA Press)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.22236/solma.v14i3.20350

Abstract

Background: Pengelola BUMDes Gunung Jaya Mori masih melakukan pembukuan laporan keuangan secara manual. Akibatnya pengelola BUMDes kesulitan untuk memberikan informasi yang cepat dan akurat kepada stakeholder. Olehkarena itu perlu dilakukan pelatihan dan pendampingan pembuatan laporan keuangan menggunakan sistem informasi akuntansi berbasis microsoft excel untuk meningkatkan kemudahan dalam penyajian laporan keuangan yang informatif, cepat dan akurat. Metode: Pelatihan dan pendampingan untuk meningkatkan keterampilan teknis dan praktis. Hasil: Penggunaan aplikasi microsot excel sebagai salah satu bentuk dari penerapan teknologi dapat memberikan kemudahan bagi pengelola BUMDes Gunung Jaya Mori dalam menyusun laporan keuangan. Kegiatan Pengabdian kepada Masyarakat ini telah efektif meningkatkan pemahaman dan kompetensi pengelola BUMDes Gunung Jaya Mori dalam penyusunan laporan keuangan. Kesimpulan: BUMDes Gunung Jaya Mori telah berhasil memperbaiki kualitas laporan keuangan sehingga dapat meningkatkan kinerja dan akuntabilitasnya sesuai dengan prinsip-prinsip good governance.
Improving Students’ Reading Comprehension Through Mind Mapping : (A Classroom Research At The 8th Grade O Mts Assalam Bangilan Academic Of Academic Year of 2018/2019) Khoirul Wafa; Alif Yuanita Kartini; Ms. Ahmad Tauchid; Ifa Afiana
EDUTEC : Journal of Education And Technology Vol. 1 No. 2 (2018): March 2018
Publisher : STAI Miftahul Ula Nganjuk

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

This research aimed to determine the use of the mind map technique in teaching reading comprehension in the 8th grade of Assalam Bangilan. This research is related to the result of a preliminary study showed that the students were still confused to comprehend the passage in reading skill; In conducting this study, the writer used Classroom Action Research (CAR) as the method of the research. She used research design of Kemmis and Mc Taggart which consisted of two cycles and each cycle consisted of four phases, they are Planning, Acting, Observing and Reflecting. To collect and analyze the data, the researcher gained the information from the questionnaire, documentation and the students’ achievement in pre-test and post-test in order to support the data collected. The result of this research indicated that there was an improvement of students’ scores in reading comprehension through mind mapping technique. It was proved by the data, which showed that the mean of the students in cycle II (93) was higher than in cycle I (70,3) and also in Orientation test (56,3). The writer also analyzed the qualitative data to support these research findings. The qualitative data were taken from a questionnaire sheet and documentation to know how mind mapping technique could improve the students’ ability in reading comprehension. Based on the finding of the research, the writer concluded that mind mapping had improve students’ reading comprehension.
Comparison of Decomposition and Triple Exponential Smoothing Methods to Improve Rice Production Forecasting in East Java Province Lathifah, Nur Aisyatul; Nurdiansyah, Denny; Kartini, Alif Yuanita
Vygotsky: Jurnal Pendidikan Matematika dan Matematika Vol. 7 No. 1 (2025): Vygotsky: Jurnal Pendidikan Matematika dan Matematika
Publisher : Universitas Islam Lamongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30736/voj.v7i1.1119

Abstract

This study forecasts rice production in East Java using Triple Exponential Smoothing (Holt-Winters) and Decomposition. Data includes rice production in dry milled grain (GKG) from January 2018 until December 2023, sourced from the Central Statistics Agency (BPS) of East Java. The analysis identifies the Holt-Winters Multiplicative model as the most effective, with the lowest error values: Mean Absolute Percentage Error (MAPE) of 0.1452, Mean Absolute Deviation (MAD) of 0.1078, and Mean Squared Error (MSE) of 0.0286 during training, and MAPE of 0.1974, MAD of 0.1909, and MSE of 0.0858 during testing. The Holt-Winters Multiplicative model is recommended for future rice production predictions, providing reliable method for accurate forecasting, and aiding in future rice demand planning in East Java.
Comparison of Decomposition and Triple Exponential Smoothing Methods to Improve Rice Production Forecasting in East Java Province Nur Aisyatul Lathifah; Denny Nurdiansyah; Alif Yuanita Kartini
Vygotsky: Jurnal Pendidikan Matematika dan Matematika Vol. 7 No. 1 (2025): Vygotsky: Jurnal Pendidikan Matematika dan Matematika
Publisher : Universitas Islam Lamongan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30736/voj.v7i1.1119

Abstract

This study forecasts rice production in East Java using Triple Exponential Smoothing (Holt-Winters) and Decomposition. Data includes rice production in dry milled grain (GKG) from January 2018 until December 2023, sourced from the Central Statistics Agency (BPS) of East Java. The analysis identifies the Holt-Winters Multiplicative model as the most effective, with the lowest error values: Mean Absolute Percentage Error (MAPE) of 0.1452, Mean Absolute Deviation (MAD) of 0.1078, and Mean Squared Error (MSE) of 0.0286 during training, and MAPE of 0.1974, MAD of 0.1909, and MSE of 0.0858 during testing. The Holt-Winters Multiplicative model is recommended for future rice production predictions, providing reliable method for accurate forecasting, and aiding in future rice demand planning in East Java.
UPAYA PENINGKATAN HASIL BELAJAR PASSING DAN CONTROL DALAM SEPAK BOLA MENGGUNAKAN PERMAINAN KUCING - KUCINGAN Benny Widya Priadana; Edi Setyanto; Alif Yuanita Kartini
Jurnal Ilmiah Hospitality Vol 7 No 2: Desember 2018
Publisher : Sekolah Tinggi Pariwisata Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47492/jih.v7i2.199

Abstract

In physical education learning there are several obstacles that occur in the process of passing and control learning in soccer for fifth grade students of SDN Mori 01, Trucuk District, Bojonegoro Regency 2019. One way that can be done to improve student learning outcomes is through classroom action research, making a learning model that appeals to students with the learning approach to play. The problem in this study is whether the implementation of passing and control learning using cat - and - mouse games can improve the quality and learning outcomes of fifth grade students of SDN Mori 1, Trucuk District, Bojonegoro Regency in 2019? The purpose of this study was to determine the application of passing and control learning through the cat-cat game media can improve the quality and learning outcomes for students of class V SDN Mori 01 Trucuk District, Bojonegoro Regency 2019. in physical education subjects. This research was conducted at SDN Mori 1, Trucuk District, Bojonegoro Regency. The sample in this study was class V students, amounting to 31 students. This research is a class action research consisting of two cycles where each cycle consists of 4 stages, namely planning, action, observation (observation) and reflection. Data collection techniques in this study are: observation methods, documentation methods, and test methods. The results showed that the application of play methods could improve the results of learning passing and control in fifth grade students of SDN Mori 1, Trucuk District, Bojonegoro Regency 2019. From the analysis results obtained there was an increase in student learning outcomes from the first cycle to the second cycle. The average value of passing and control learning outcomes in the first cycle (71.59), the second cycle (83.84). So that the increase in learning outcomes from the first cycle to the second cycle is (12.25). While the number of students who were declared complete in the first cycle were 11 students (35.5%) and the second cycle were 26 students (83.9%). The conclusion of this study, that passing and control learning through playing cat and mouse media for fifth grade students of SDN Mori 01, Trucuk District, Bojonegoro Regency in 2019 can improve student learning outcomes. It is recommended that every physical education teacher is always creative and innovative in making learning models, with the aim of student learning outcomes can be improved.
Edukasi dan Praktik Menggosok Gigi yang Benar pada Anak Usia Sekolah Alif Yuanita Kartini
Karsa Bhakti : Journal of Community Service Vol 2 No 2 (2026): Karsa Bhakti : Journal of Community Service
Publisher : CV. Agrapana Media

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.65789/kb-jocs.v2i2.266

Abstract

Oral and dental health is an important part of supporting children's growth and development. One simple way to maintain dental health is getting into the habit of brushing teeth regularly with the correct technique. However, school-age children still need education and guidance to have the right knowledge and skills in keeping their teeth and mouth clean. This community service activity aims to improve children's knowledge and skills in proper tooth brushing through education, demonstration, and hands-on practice. The activity was carried out at Kuncup Mekar Kindergarten in Sidorejo, using an educational and participatory approach that includes preparation, oral and dental health education, demonstration, tooth brushing practice, and evaluation. The material provided includes the importance of maintaining dental health, the right time to brush teeth, the use of toothbrushes and toothpaste, and techniques to clean teeth thoroughly. The results show that participants engaged in the activities enthusiastically and actively during both the educational sessions and practical exercises. Participants gained a better understanding of the importance of dental hygiene and were able to practice the steps of brushing teeth according to the given examples with guidance. Educational activities combined with demonstrations and hands-on practice can be an effective approach to instill knowledge and skills for maintaining dental health in children. The continuity of these activities needs to be supported through guidance from teachers and parents so that proper brushing habits can be applied regularly in daily life.