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Naïve Bayes Algorithm: Analysis of Student Group Assignment Project Patterns in Mathematics Learning Dewi, Wardhani Utami; Vahlia, Ira; Linuhung, Nego
JTAM (Jurnal Teori dan Aplikasi Matematika) Vol 9, No 3 (2025): July
Publisher : Universitas Muhammadiyah Mataram

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31764/jtam.v9i3.30459

Abstract

Effective collaboration in mathematics learning is essential for developing students' critical thinking and problem-solving skills; however, identifying patterns that lead to successful group collaboration remains challenging. This study aims explicitly to identify and classify the patterns of student group assignment completion in the Logic and Sets course using the Naïve Bayes algorithm. Survey data from 65 mathematics education students were analyzed using a quantitative approach and machine learning techniques. Attributes such as group size, task completion time, participation, contribution strategies, and communication effectiveness were collected via structured questionnaires. Data analysis involved preprocessing, model training using Naïve Bayes, and validation through accuracy and posterior probability analysis. Results indicated that the Naïve Bayes model accurately distinguished groups with very good (A) and fairly good (B) performance, achieving 84.62% accuracy. Groups achieving an A grade typically featured balanced participation and open communication strategies, whereas groups graded B exhibited uneven participation and passive members. This research significantly contributes by demonstrating how data-driven predictive analytics can support instructors in monitoring and enhancing collaborative learning processes in mathematics courses. Future research could further refine predictive accuracy by incorporating additional factors such as leadership style and collaborative technologies, potentially integrating the model into learning management systems for real-time evaluation and intervention.
PENGEMBANGAN APLIKASI ANDROID BERBASIS PROBLEM BASED LEARNING BERORIENTASI KEBUDAYAAN LOKAL MATERI BARIS DAN DERET ARITMATIKA Sugiharti, Amrih; Vahlia, Ira; Rahmawati, Dwi
AKSIOMA: Jurnal Program Studi Pendidikan Matematika Vol 14, No 2 (2025)
Publisher : UNIVERSITAS MUHAMMADIYAH METRO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/ajpm.v14i2.10963

Abstract

Perkembangan zaman mengharuskan pendidik kreatif dalam menerapkan pembelajaran yang menarik minat siswa untuk belajar terutama pada mata pelajaran matematika yang dianggap menyeramkan. Media yang digunakan harus memanfaatkan teknologi namun  tidak melunturkan kebudayaan yang ada.Penelitian dan pengembangan ini bertujuan untuk mengembangkan media pembelajaran aplikasi android berbasis problem based learning berorientasi kebudayaan lokal Lampung materi barisan dan deret aritmatika yang diharapkan dapat menjadi alternatif media pembelajaran dan membantu proses pembelajaran menjadi lebih menarik sekaligus siswa dapat mempelajari kebudayaan lokal Lampung. Penelitian ini merupakan penelitian pengembangan dengan menggunakan model 4D (Define, Design, Develop, Disseminate). Teknik pengumpulan data yang digunakan berupa observasi, wawancara, dan angket. Data yang didapatkan dianalisis sebagai acuan pembuatan produk sesuai dengan kebutuhan sekolah, lalu dikembangkan, dan dievaluasi. Hasil kevalidan diuji dan dinilai oleh ahli yang terdiri dari 6 validator. Aplikasi yang dikembangkan memperoleh tingkat kevalidan dengan total skor 87,3% dengan kriteria sangat valid dan tingkat kepraktisan memperoleh skor 93% dengan kategori sangat praktis. Dapat disimpulkan bahwa aplikasi android berbasis problem based learning berorientasi kebudayaan lokal materi baris dan deret aritmatika di SMP Negeri 10 Metro dinyatakan sangat valid dan sangat praktis. Aplikasi yang dikembangkan memuat unsur kebudayaan lokal Lampung yang memotivasi siswa untuk cinta budaya lokal serta melestarikan kebudayaan lokal Lampung.The development of the times requires creative educators in implementing learning that attracts students to learn, especially in mathematics subjects that are considered scary. The media used must utilize technology but not dilute the existing culture. This research and development aims to develop a learning media application for Android based on problem-based learning oriented to Lampung local culture material of arithmetic sequences and series, which is expected to be an alternative learning medium and help the learning process become more interesting while students can learn Lampung local culture. This research is development research using the 4D model (Define, Design, Develop, Disseminate). Data collection techniques used are observation, interviews, and questionnaires. The data obtained is analyzed as a reference for making products according to school needs, then developed and evaluated. Validity results is tested and assessed by experts consisting of six validators. The application developed obtained a level of validity with a total score of 87.3% with very valid criteria and a level of practicality with a score of 93% with a very practical category. It can be concluded that the android application based on problem-based learning oriented to local culture material of arithmetic sequences and series at SMP Negeri 10 Metro is stated to be very valid and very practical. The application developed contains elements of local Lampung culture which motivates students to love local culture and preserve local Lampung culture.
Efektifitas Penggunaan Metode Pembelajaran Quantum Learning terhadap Kemampuan Pemahaman Konsep Matematis Mahasiswa Sudarman, Satrio Wicaksono; Vahlia, Ira
Al-Jabar: Jurnal Pendidikan Matematika Vol 7 No 2 (2016): Al-Jabar: Jurnal Pendidikan Matematika
Publisher : Universitas Islam Raden Intan Lampung, INDONESIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/ajpm.v7i2.42

Abstract

This study was conducted to improve the mastery of student concepts on calculus materials using Quantum Learning method, this research is motivated because the learning of calculus has not seen any mastery of concept implemented during learning. Therefore formulated problems in this research is how the implementation of learning calculus by using the method of Quantum Learning, and how to increase the mastery of concepts on learning calculus mathematics by applying the method of Quantum Learning. The purpose of this study is to determine the ability to understand mathematical concepts of students who obtain learning Quantum Learning and students who obtain conventional learning. The type of research is a quasi-experiment with the design is Posttest-Only Design. The sample in this research is a student of 3rd semester of Muhammadiyah Metro University. The technique of data collecting using ability comprehension test of mathematical concept and hypothesis test using t-test. From the result of hypothesis test using t test that is tct = 4,136 and ttable = 2,035 which show at significant level α = 0,05 yield tcount> ttable and states that H0 is rejected means ability of comprehension mathematical concept of a student who gets learning of Quantum Learning is higher than student Who acquired conventional learning.
Socrates questions to optimize students critical thinking Rahmawati, Dwi; Vahlia, Ira; Mustika, Mustika; Yunarti, Tina; Nurhanurawati, Nurhanurawati
Al-Jabar: Jurnal Pendidikan Matematika Vol 13 No 2 (2022): Al-Jabar: Jurnal Pendidikan Matematika
Publisher : Universitas Islam Raden Intan Lampung, INDONESIA

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24042/ajpm.v13i2.13728

Abstract

The ability to think critically is one of the abilities that must be possessed by students in facing the rapid development of the times. Students' critical thinking skills can be developed through Socratic questions. This research is to find out 1) the types of Socratic questions used in learning and 2) whether Socratic questions can optimize students' critical thinking skills. The method used is a qualitative and quantitative approach with a pretest-posttest one group design. The research subjects were mathematics education students who attended linear algebra courses at Muhammadiyah Metro University. Data collection was carried out through observation and tests with descriptive qualitative and quantitative data analysis techniques. Socratic questions asked by lecturers in learning linear algebra include questions of clarification, investigative assumptions, reasons, investigative evidence, and beliefs. Socrates' questions can stimulate students' critical thinking activities to strengthen their understanding of concepts. Students' critical thinking skills increased in the medium category. The types of Socratic questions used in learning are distinguished based on three stages, namely in the introduction stage, the types of questions asked by the lecturer are clarification questions. At the core stage, Socratic questions include questions of clarification, investigative assumptions, evidence/reasons, and beliefs. And in the concluding stage, Socrates' question is a clarifying question. Socratic questions used in learning can optimize students' critical thinking skills. The results of this study are expected to be a reference for lecturers in applying Socratic questions in learning, especially in linear algebra courses.
THE EFFECT OF USING THE GEOGEBRA APPLICATION-ASSISTED DISCOVERY LEARNING MODEL ON LEARNING OUTCOMES Maya Sari, Chintya; Bustanul Anwar, Rahmad; Vahlia, Ira
EMTEKA: Jurnal Pendidikan Matematika Vol. 6 No. 2 (2025)
Publisher : Universitas Muhammadiyah Metro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/emteka.v6i2.8715

Abstract

The purpose of this study is to evaluate the effectiveness of the Geogebra app in facilitating the discovery learning paradigm in mathematics instruction for junior high school pupils. The experimental technique is used for the investigation. Using Simple Random Sampling, 17 students from the eighth grade boys' class and 20 students from the eighth grade girls' class served as the experimental and control groups, respectively. The assessment tool used is an essay-based exam. Observation, interviews, documentation, and testing are all methods of data gathering, and a t-test is used for data analysis. The study found that compared to traditional learning models, the discovery learning model with the use of the Geogebra app had an effect size of 2.143>2.030, indicating a relationship between the two. This is due to the fact that students are motivated to actively participate in problem-solving via the exploration of their own talents, investigation of the issue, and eventual solution, all of which are supported by the discovery learning paradigm and made possible by the Geogebra program. It follows that Geogebra's discovery learning methodology affects Sunan Ampel Punggur Middle School students' performance in the classroom
Pendampingan Sharing Experiences Dan Psikoedukasi Untuk Optimalisasi Tumbuh Kembang Anak Cerebral Palsy di Lampung Vahlia, Ira; Sholiha, Sangidatus; Pranoto, Hadi; Fadhil Dzil Ikrom Al Hazmi, Dhofirul
Jurnal Pengabdian Kepada Masyarakat (JPKM) TABIKPUN Vol. 6 No. 1 (2025)
Publisher : Faculty of Mathematics and Natural Sciences - Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jpkmt.v6i1.212

Abstract

Anak Cerebral Palsy (CP) memerlukan perhatian khusus dan dukungan dari dari orang tua, tetapi sering mengalami kesulitan karena minimnya pengetahuan yang dimiliki. Kurangnya perhatian dan dukungan menjadi salah satu masalah utama. Oleh karena itu tim pengabdi melakukan pendampingan sharing experiences dan psikoedukasi orang tua CP yang untuk meringankan beban dan menstabilkan emosi orang tua. Tujuan pendampingan ini yaitu orang tua dapat merawat anaknya dan fokus pada tumbuh kembangnya dengan menerima keadaan serta mengurangi adanya intervensi sekitarnya. Metode pengabdian ini yaitu 1) Perencanaan , 2) Pelaksanaan dan 3) Evaluasi. Hasil pengabdian ini yaitu terdapat peningkatan pengetahuan orang tua terkait pendampingan pada anak CP sebagai salah satu tindakan dan keterampilan orang tua dalam menghadapi tantangan psikologis dan emosional saat merawat anak CP.
Peningkatan Kemandirian Orang Tua melalui Stimulasi Motorik Head-Centered pada Anak Cerebral Palsy Sholiha, Sangidatus; Khasanah, Al Um Aniswatun; Vahlia, Ira
Jurnal Pengabdian Kepada Masyarakat (JPKM) TABIKPUN Vol. 6 No. 2 (2025)
Publisher : Faculty of Mathematics and Natural Sciences - Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/jpkmt.v6i2.225

Abstract

Keterlambatan tumbuh kembang anak dengan cerebral palsy (CP) yang berdampak pada kemampuan motorik kasar dan halus. Tujuannya meningkatkan pengetahuan, keterampilan, dan kesiapan orang tua melalui pendampingan latihan motorik kasar berbasis Stimulasi Motorik Head-Centered. Metode pelaksanaan meliputi tahap persiapan, sosialisasi, pelatihan, penerapan teknologi, pendampingan, evaluasi, dan keberlanjutan program. Hasil yang diperoleh saat pelaksanaan persiapan diperoleh pendataan 24 peserta ketika dilaksanakan sosialisasi semua hadir dan belum pernah mendapatkan informasi terkait stimulasi tersebut, saat pelatihan dilakukan pre test dan di saat tahap evaluasi 95% ada peningkatan hasil pengetahuan setelah dilakukan post test. Kesimpulannya, program ini efektif meningkatkan kapasitas orang tua dalam mendukung perkembangan anak CP.
PENDAMPINGAN PARENTAL TRADITIONAL THAI MASSAGE UNTUK MENINGKATKAN KESADARAN SENSORI PADA KOMUNITAS PEDULI AUTIS LAMPUNG (KOPALA) Yudistira, Efraldo; Khasanah, Al Um Aniswatun; Soliha, Sangidatus; Vahlia, Ira; Dewi, Wardhani Utami
SINAR SANG SURYA Vol 9, No 2 (2025): Agustus 2025
Publisher : UM Metro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/sss.v9i2.4090

Abstract

Pengabdian ini bertujuan untuk memberikan pendampingan Parental Thai Massage. permasalahan yang diterapkan dalam komunitas ini adalah Parental Traditional Thai Massage, yang bertujuan untuk mengurangi stres, meningkatkan relaksasi, serta meningkatkan kesadaran sensorik pada anak autisme.Parental Traditional Thai Massage ini memberikan stimulasi pada sistem saraf pusat, membantu meredakan ketegangan otot, dan menciptakan efek relaksasi yang bermanfaat bagi anak. Metode pengabdian ini yaitu pengumpulan data, perencanaan, pelaksanaan dan evaluasi. Hasil pengabdian menunjukkan mitra sangat antusias dalam mengikuti pendampingan pendampingan Parental Thai Massage. Sebelum pendampingan dilakukan, hampir secara keseluruhan mitra belum mengetahui manfaat pendampingan Parental Thai Massage untuk meningkatkan kesadaran sensoris pada anak autis. Setelah diberikan pendampingan Parental Thai Massage 90% anggota KOPALA memahami dalam pelaksanaan teknik Parental Thai Massage. Dalam kegiatan tersebut, KOPALA sangat antusias dalam mengikuti pendampingan pembuatan Parental Thai Massage. Sebelum pendampingan dilakukan, hampir secara keseluruhan KOPALA belum mengetahui bahwasannya Parental Thai Massage memberikan efek stimulasi untuk meningkatkan kesadaran sensoris. Setelah diberikan pendampingan teknik Parental Thai Massage 90% orang tua KOPALA memahami teknik Parental Thai Massage 
ANALISIS KEBUTUHAN PENGEMBANGAN E-MODUL BERBANTU LIVEWORKSHEET PADA MATA KULIAH METODE NUMERIK Sudarman, Sudarman; Sudarman, Satrio Wicaksono; Vahlia, Ira
JURNAL LENTERA [PENDIDIKAN PUSAT PENELITIAN LPPM UM METRO] Vol 7, No 1 (2022): Jurnal Lentera Pendidikan Pusat Penelitian LPPM UM Metro
Publisher : LPPM UM Metro

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24127/jlpp.v7i1.2103

Abstract

PENGEMBANGAN PANDUAN MELATIH BODY AWARENESS BERBASIS ANDROID UNTUK ANAK AUTIS Khasanah, Al Um Aniswatun; Sholiha, Sangidatus; Vahlia, Ira
Media Penelitian dan Pengembangan Kesehatan Vol. 35 No. 2 (2025): MEDIA PENELITIAN DAN PENGEMBANGAN KESEHATAN
Publisher : Poltekkes Kemenkes Bandung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.34011/jmp2k.v35i2.3093

Abstract

Children with autism often face challenges in recognizing and controlling their own bodies, a condition referred to as body awareness. Deficits in body awareness can significantly affect motor skills, nonverbal communication, and social interaction. Despite the importance of this developmental domain, interactive training media tailored to the sensory and cognitive needs of children with autism remain limited. This study aims to develop an Android-based application to enhance body awareness in children with autism through the integration of music, video, and mirror game activities. The research utilized the ADDIE (Analysis, Design, Development, Implementation, Evaluation) development model. Instruments included expert validation questionnaires for both content and media, as well as user response surveys and comprehension tests administered to 30 children with autism in Metro City. Validation results indicated high feasibility, with ratings of 88.75% from media design experts and 90.00% from content experts. Effectiveness testing revealed a statistically significant improvement in body awareness, with a 20-point gain between pre-test and post-test scores (t = 13.70; p < 0.001; 95% CI: 16.70–23.30). These results suggest that the developed application is a practical, engaging, and effective tool for supporting body awareness development in children with autism, and it may serve as a valuable resource for educators, therapists, and parents.
Co-Authors Adya Rosa Prasasti Agutriana, Ocha AL UM ANISWATUN KHASANAH Amalia Nurhayati Syakinnah Auzi Ulfah Husnud Darojah Bahtiar Afwan Dhofirul Fadhil Dzil Ikrom Al Hazmi Dika Yoga Setiawan DWI RAHMAWATI Dwi Rahmawati Dwi Rahmawati Dwika Lestari, Anik Eka Indriyani Erina Noviarni Evi Ratna Sari Fadila Taulanita Arif Febriana Saputri Fikriana Fikriana Hadi Pranoto Hasanah, Al Um Aniswatun Hidayatullah, Hasri Indriyani, Yunita Dwi Ita Kusniawati Jazim Ahmad Jazim Jazim Jazim Jazim Khasanah, Al Um Aniswatun Khoiruddin, Muadz Komariya Komariya Kurnia Wati, Feni Laila Hidayah Latifah, Saniatul Lidia Marsela Putri Lidia Marsela Putri Lilian Mega Puri Lintang Puspita, Nanda Lusi Marlisa lusi yulia citra Lutfi Ika Nuri Setiani Lylo Paradita Maya Sari, Chintya Merry Andhriyani Miftahul Qoiriah Muhammad Faiz Syamil Muryati Muryati Musifaturohmah, Musifaturohmah Mustika Amalia Mustika Mustika Nego Linuhung Neli Ramadhani Ni Nyoman Setiawati Nia Lorenza Nia Mei Astuti Nina Lelawati Nina Lelawati Ninda Ahmad Febrilia Nita Purnamasari Nurain Suryadinata Nurhanurawati Nurhanurawati Nurhanurawati Nurhanurawati Nurida Rahmatunnisa Nurul Farida Nurul Farida Okky Wulan Dayani Putri Pamungkas putri setyawati Rahmad Bustanul Anwar, Rahmad Rahmawati, Yeni Rahmayani Rahmayani Ramadhani, Elsya Ratini Ratini, Ratini Reni Susanti Retno Fajarwati Rina Agustina Sangidatus Sholiha Sangidatus Soliha Sari, Junita Satrio Wicaksono Sudarman Siti Suprihatin Soliha, Sangidatus Sudarman Dami Sudarman Sudarman Sudarman Sudarman Sugiharti, Amrih Sutrisni Andayani, Sutrisni Swaditya Rizki Syaifudin Latif Tina Yunarti Tri Anjar Triana Asih Uminarsih _ Wardhani Utami Dewi Winda Febryanti Yeni Rahmawati ES Yeni Rahmawati ES. Yudistira, Efraldo