Publications
Preprints
- Poličar, Zupan, "VERA: Generating Visual Explanations of Two-Dimensional Embeddings via Region Annotation", In review. (link)
- Poličar, Zupan, "Visualizing High-Dimensional Temporal Data Using Direction-Aware t-SNE", In review. (link)
Articles in Peer-Reviewed Journals
- Poličar et al., "Teaching bioinformatics through the analysis of SARS-CoV-2: project-based training for computer science students", Bioinformatics, 2024. (link)
Oral Presentation at ISMB 2024. - Poličar et al., "openTSNE: a modular Python library for t-SNE dimensionality reduction and embedding", Journal of Statistical Software, 2024. (link)
- Moroz et al., "Evolution of glutamatergic signaling and synapses", Neuropharmacology, 2021. (link)
- Poličar et al., "Embedding to Reference t-SNE Space Addresses Batch Effects in Single-Cell Classification", Machine Learning, 2021. (link)
- Stražar et al., "scOrange — a tool for hands-on training of concepts from single-cell data analytics", Bioinformatics, 2019. (link)
Articles in Peer-Reviewed Conference Proceedings
- Poličar, Zupan, "Refining Temporal Visualizations Using the Directional Coherence Loss", Proceedings of the 26th International Conference on Discovery Science, 2023. Porto, Portugal (link)
- Poličar et al., "Nation-wide ePrescription Data Reveals Landscape of Physicians and their Drug Prescribing Patterns in Slovenia", Proceedings of the 21st International Conference on Artificial Intelligence in Medicine, 2023. Portorož, Slovenia (link)
- Poličar et al., "Embedding to Reference t-SNE Space Addresses Batch Effects in Single-Cell Classification", Proceedings of the 22nd International Conference on Discovery Science, 2019. Split, Croatia (link)
Talks & Seminars
- MEDAI – Data-Driven Healthcare Transformation (2024) (link)
- Dagstuhl Seminar 24122 – Low-Dimensional Embeddings of High-Dimensional Data: Algorithms and Applications (2024) (link)
- AI in Medicine and Healthcare Meetup – organized by VTIS Slovenia - invited lecture (2024)
Honors & Awards
- University of Ljubljana Prešeren Award was awarded for the work in my Master’s Thesis on the t-SNE algorithm and its applications to single-cell RNA seq analysis. This is the highest university award for students awarded to 12 out of 40,000 students (2019)
- Golden Plaque of the University of Ljubljana was awarded to our laboratory for exemplary work on the Orange machine learning toolbox (2019)
Open-Source Software