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Representing DNA for Machine Learning Algorithms: A Primer on One-Hot, Binary, and Integer Encodings
Peer reviewed
Direct linkYash Munnalal Gupta; Satwika Nindya Kirana; Somjit Homchan – Biochemistry and Molecular Biology Education, 2025
This short paper presents an educational approach to teaching three popular methods for encoding DNA sequences: one-hot encoding, binary encoding, and integer encoding. Aimed at bioinformatics and computational biology students, our learning intervention focuses on developing practical skills in implementing these essential techniques for…
Descriptors: Science Instruction, Teaching Methods, Genetics, Molecular Biology
Helena Carvalho; Patricia A. Halpin; Elke Scholz-Morris; Rosa de Carvalho; Daniel Contaifer Jr. – Advances in Physiology Education, 2025
Dramatization, a teaching method where each student acts out or mimics a cell or body parts while the entire group represents the physiological process was adapted to produce original teaching videos paired with a pretest that activates memory and a posttest to prevent misconceptions. Three physiology instructors collaborated on Zoom to create six…
Descriptors: Role Playing, Physiology, Visualization, Teaching Methods
Download full textErëmirë R. Aliu; Teuta Jusufi Zenku; Egzona Iseni; Shpetim Rexhepi – International Electronic Journal of Mathematics Education, 2025
This study explores the effectiveness of GeoGebra in enhancing students' understanding of vectors in mathematics education. The research compares traditional teaching methods with the application of GeoGebra to determine its impact on conceptual and procedural knowledge acquisition. Vectors are often challenging for students to grasp due to their…
Descriptors: Mathematics Education, Mathematics Instruction, Teaching Methods, Computer Assisted Instruction
Vesa Mollakuqe; Elissa Mollakuqe – International Electronic Journal of Mathematics Education, 2025
This study examines the impact of integrating GeoGebra software into teaching circle properties at the high school level, comparing it with traditional methods. Conducted over 8 weeks with 112 students aged 15-18, it included an experimental group using GeoGebra (56 students) and a control group with classical teaching methods (56 students). The…
Descriptors: Mathematics Education, Mathematics Instruction, Teaching Methods, Computer Assisted Instruction
