Team


Recommender Systems

User Modelling

Generative AI

Large Language Models

Aayesha Zia

PreDoc Researcher

Aayesha is a Doctoral student and Project assistant at TU Wien. She holds Master Degree in Computer Science. She worked in the areas of Healthcare and Education by employing the recent techniques of Machine Learning, Explainable AI, NLP, and Learning Analytics. Her research interests are to develop tools and systems for providing intelligent recommendations and personalized support to users in diverse domains.

Activities & Talks

  • Participated in Girl’s Day holding a practical session on Fashion Recommender Systems

Supervisions

Master Thesis

  • Comparative Analysis of Fashion Captioning and Multimodal Fashion Recommendation by Gwendolyn Rippberger

Publications

2023

Afzaal, Muhammad; Zia, Aayesha; Nouri, Jalal; Fors, Uno

Informative Feedback and Explainable AI-Based Recommendations to Support Students’ Self-regulation Journal Article

In: Technology, Knowledge and Learning, pp. 1–24, 2023.

BibTeX

Afzaal, Muhammad; Nouri, Jalal; Aayesha, Aayesha

A Transformer-Based Approach for the Automatic Generation of Concept-Wise Exercises to Provide Personalized Learning Support to Students Proceedings Article

In: European Conference on Technology Enhanced Learning, pp. 16–31, Springer 2023.

BibTeX

2022

Aayesha,; Qureshi, Muhammad Bilal; Afzaal, Muhammad; Qureshi, Muhammad Shuaib; Gwak, Jeonghwan; others,

Fuzzy-Based Automatic Epileptic Seizure Detection Framework. Journal Article

In: Computers, Materials & Continua, vol. 70, no. 3, 2022.

BibTeX

2021

Afzaal, Muhammad; Nouri, Jalal; Zia, Aayesha; Papapetrou, Panagiotis; Fors, Uno; Wu, Yongchao; Li, Xiu; Weegar, Rebecka

Explainable AI for data-driven feedback and intelligent action recommendations to support students self-regulation Journal Article

In: Frontiers in Artificial Intelligence, vol. 4, pp. 723447, 2021.

BibTeX

Zia, Aayesha; Nouri, Jalal; Afzaal, Muhammad; Wu, Yongchao; Li, Xiu; Weegar, Rebecka

A step towards improving knowledge tracing Proceedings Article

In: 2021 International Conference on Advanced Learning Technologies (ICALT), pp. 38–39, IEEE 2021.

BibTeX

Zia, Aayesha; Nouri, Jalal; Afzaal, Muhammad; Wu, Yongchao; Li, Xiu; Weegar, Rebecka

An ensemble approach for question-level knowledge tracing Proceedings Article

In: International Conference on Artificial Intelligence in Education, pp. 433–437, Springer 2021.

BibTeX

Afzaal, Muhammad; Nouri, Jalal; Zia, Aayesha; Papapetrou, Panagiotis; Fors, Uno; Wu, Yongchao; Li, Xiu; Weegar, Rebecka

Generation of automatic data-driven feedback to students using Explainable Machine Learning Proceedings Article

In: International Conference on Artificial Intelligence in Education, pp. 37–42, Springer 2021.

BibTeX

Afzaal, Muhammad; Nouri, Jalal; Zia, Aayesha; Papapetrou, Panagiotis; Fors, Uno; Wu, Yongchao; Li, Xiu; Weegar, Rebecka

Automatic and intelligent recommendations to support students’ self-regulation Proceedings Article

In: 2021 International Conference on Advanced Learning Technologies (ICALT), pp. 336–338, IEEE 2021.

BibTeX

Wu, Yongchao; Nouri, Jalal; Li, Xiu; Weegar, Rebecka; Afzaal, Muhammad; Zia, Aayesha

A word embeddings based clustering approach for collaborative learning group formation Proceedings Article

In: International Conference on Artificial Intelligence in Education, pp. 395–400, Springer 2021.

BibTeX

Wu, Yongchao; Nouri, Jalal; Li, Xiu; Weegar, Rebecka; Afzaal, Muhammad; Zia, Aayesha

Catching Group Criteria Semantic Information When Forming Collaborative Learning Groups Proceedings Article

In: Technology-Enhanced Learning for a Free, Safe, and Sustainable World: 16th European Conference on Technology Enhanced Learning, EC-TEL 2021, Bolzano, Italy, September 20-24, 2021, Proceedings 16, pp. 16–27, Springer 2021.

BibTeX

Aayesha,; Qureshi, Muhammad Bilal; Afzaal, Muhammad; Qureshi, Muhammad Shuaib; Fayaz, Muhammad

Machine learning-based EEG signals classification model for epileptic seizure detection Journal Article

In: Multimedia Tools and Applications, vol. 80, pp. 17849–17877, 2021.

BibTeX