Sanda-Maria Avram

Dr. Sanda-Maria Avram is a faculty member at Babeș-Bolyai University in Cluj-Napoca, Romania, where she teaches in the Faculty of Mathematics and Computer Science. She currently instructs courses in Operating Systems for bachelor's students and oversees the elaboration of Bachelor Theses. Her teaching approach emphasizes practical application and student engagement in both undergraduate and master's programs, having recently completed the sixth iteration of her Adaptive Web Design course with 81 master's students across six sections.

Dr. Avram's research spans multiple domains with a current focus on authorship attribution through artificial intelligence, natural language processing, and stylometry. Her work aims to achieve and surpass AI-based results through mathematical approaches. Previously, her research encompassed knowledge discovery, data visualization, web mining, e-learning systems, and networking. She has developed several educational platforms including SINE, PULSE, and PULSE Extended for student evaluation in laboratory settings, addressing the specific needs of Romanian universities where laboratory sessions are mandatory and guided by a single tutor.

Her publication record reveals a strong trend toward applying computational methods to solve practical problems in education and networking. Recent work focuses on linguistic analysis and authorship attribution using advanced AI techniques, while earlier publications address educational analytics and network routing protocols. She has demonstrated that integrated analytics using authentication data provide more reliable insights for e-learning environments than standard tools like Google Analytics.

Dr. Avram leads a student research group focused on mathematical approaches to authorship attribution, encouraging students with strong mathematical skills to collaborate. She actively maintains academic profiles on Google Scholar, ResearchGate, and Academia.edu (under the names SandaDragos and SandaMariaAvram), where she has established a network of academic collaborators and shares her research findings with the broader scholarly community.