Kostiantyn Kucher
Associate senior lecturer- PhD in Computer and Information Science, Linnaeus University, Sweden, 2019
- MSc in Computer Science (Information Control Systems and Technologies), Odessa National Polytechnic University, Ukraine, 2012
- BSc in Computer Science, Odessa National Polytechnic University, Ukraine, 2010
Kostiantyn Kucher was born in Odessa, Ukraine. He received a Master's degree with honors in Computer Science from Odessa National Polytechnic University in 2012. During 2013–2018, Kostiantyn was a PhD student with a specialization in Information Visualization and Visual Analytics under the supervision of Prof. Dr. Andreas Kerren with the ISOVIS group at the Department of Computer Science and Media Technology at Linnaeus University. Kostiantyn defended his PhD dissertation titled "Sentiment and Stance Visualization of Textual Data for Social Media" in April 2019. During December 2018–December 2019, he was a research assistant with the ISOVIS group.
Since January 2020, he is an associate senior lecturer at the Department of Computer Science and Media Technology. Since May 2021, Kostiantyn is also a part-time visiting assistant lecturer with the iVis group at the Department of Science and Technology at Linköping University.
- Full academic CV: https://kostiantyn.com/docs/CV.pdf
- ORCID: https://orcid.org/0000-0002-1907-7820
- Google Scholar profile: https://scholar.google.com/citations?user=V1cLzSsAAAAJ
- ISOVIS group webpage: https://cs.lnu.se/isovis/
Teaching
Spring term 2022:
- 4DV808 Computational and Visual Text Analysis ⇒ course coordinator
- 4DV809 Computational and Visual Network Analysis ⇒ course coordinator
Supervision:
- 2DT00E Degree Project in Computer Engineering (15 hp) ⇒ thesis supervisor for one project
- 2DV50E Bachelor's Thesis (15 hp) ⇒ thesis supervisor for two projects
Research
The main research interests and projects of Kostiantyn include the following:
- text visualization and visual text analytics (see Text Visualization Browser at https://textvis.lnu.se);
- sentiment and stance visualization of text data (see Sentiment Visualization Browser at https://sentimentvis.lnu.se and the website of the StaViCTA project at https://cs.lnu.se/stavicta);
- network and temporal data visualization (especially for social media data);
- further integration of visual analytics approaches with computational models (especially for natural language processing and text mining tasks) as well as explainable AI (see TrustMLVis Browser at https://trustmlvis.lnu.se); and
- domain applications of information visualization and visual analytics (see BioVis Explorer at https://biovis.lnu.se, for instance).
Kostiantyn is also involved in the InfraVis project (see below) as an InfoVis / Visual Analytics expert.
My research groups
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Data Intensive Digital Humanities The research area Data Intensive Digital Humanities within Linnaeus University Centre for Data Intensive Sciences and Applications (DISA) is a network that brings…
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Information and Software Visualization (ISOVIS) The research group Information and Software Visualization mainly focuses on the explorative analysis and visualization of large and complex information…
My ongoing research projects
My completed research projects
Publications
Article in journal (Refereed)
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Neves, T.T.D.A.T., Martins, R.M., Coimbra, D.B., Kucher, K., Kerren, A., et al. (2022). Fast and Reliable Incremental Dimensionality Reduction for Streaming Data. Computers & graphics. 102. 233-244.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2022). FeatureEnVi : Visual Analytics for Feature Engineering Using Stepwise Selection and Semi-Automatic Extraction Approaches. IEEE Transactions on Visualization and Computer Graphics. 28 (4). 1773-1791.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). StackGenVis : Alignment of Data, Algorithms, and Models for Stacking Ensemble Learning Using Performance Metrics. IEEE Transactions on Visualization and Computer Graphics. 27 (2). 1547-1557.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). VisEvol : Visual Analytics to Support Hyperparameter Search through Evolutionary Optimization. Computer graphics forum (Print). 40 (3). 201-214.
Status: Published -
Simaki, V., Paradis, C., Skeppstedt, M., Sahlgren, M., Kucher, K., et al. (2020). Annotating speaker stance in discourse : the Brexit Blog Corpus. Corpus linguistics and linguistic theory. 16 (2). 215-248.
Status: Published -
Kucher, K., Martins, R.M., Paradis, C., Kerren, A. (2020). StanceVis Prime : Visual Analysis of Sentiment and Stance in Social Media Texts. Journal of Visualization. 23 (6). 1015-1034.
Status: Published -
Chatzimparmpas, A., Martins, R.M., Jusufi, I., Kucher, K., Rossi, F., et al. (2020). The State of the Art in Enhancing Trust in Machine Learning Models with the Use of Visualizations. Computer graphics forum (Print). 39 (3). 713-756.
Status: Published -
Kucher, K., Paradis, C., Kerren, A. (2018). The State of the Art in Sentiment Visualization. Computer graphics forum (Print). 37 (1). 71-96.
Status: Published -
Kucher, K., Paradis, C., Sahlgren, M., Kerren, A. (2017). Active Learning and Visual Analytics for Stance Classification with ALVA. ACM Transactions on Interactive Intelligent Systems (TiiS). 7 (3).
Status: Published -
Kerren, A., Kucher, K., Li, Y., Schreiber, F. (2017). BioVis Explorer : A visual guide for biological data visualization techniques. PLOS ONE. 12 (11).
Status: Published -
Kucher, K., Schamp-Bjerede, T., Kerren, A., Paradis, C., Sahlgren, M. (2016). Visual Analysis of Online Social Media to Open Up the Investigation of Stance Phenomena. Information Visualization. 15 (2). 93-116.
Status: Published
Conference paper (Refereed)
- Kucher, K., Bouchama, S., Ebert, A., Kerren, A. (2022). Task-Based Evaluation of Sentiment Visualization Techniques. Proceedings of the 17th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications-IVAPP : Volume 3: IVAPP, Online Streaming, February 6-8, 2022. 187-194.
- Kucher, K., Martins, R.M., Kerren, A. (2021). Project in Visualization and Data Analysis : Experiences in Designing and Coordinating the Course. Proceedings of 42nd Annual Conference of the European Association for Computer Graphics (EG '21) — Education Papers. 39-44.
- Yantseva, V., Kucher, K. (2021). Machine Learning for Social Sciences: Stance Classification of User Messages on a Migrant-Critical Discussion Forum. Proceedings of the 2021 Swedish Workshop on Data Science (SweDS). 1-8.
- Fatemi, M., Kucher, K., Laitinen, M., Fränti, P. (2021). Self-Similarity of Twitter Users. Proceedings of the 2021 Swedish Workshop on Data Science (SweDS). 1-7.
- Kucher, K., Fatemi, M., Laitinen, M. (2021). Towards Visual Sociolinguistic Network Analysis. Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP '21) : Volume 3: IVAPP, Online Streaming, February 8-10, 2021. 248-255.
- Skeppstedt, M., Ahltorp, M., Kucher, K., Kerren, A., Rzepka, R., et al. (2020). Topic modelling applied to a second language : A language adaption and tool evaluation study. Selected Papers from the CLARIN Annual Conference 2019. 145-156.
- Kucher, K., Kerren, A. (2019). Text Visualization Revisited : The State of the Field in 2019. Posters of the 21th EG/VGTC Conference on Visualization (EuroVis '19). 29-31.
- Kucher, K., Martins, R.M., Kerren, A. (2018). Analysis of VINCI 2009–2017 Proceedings. Proceedings of the 11th International Symposium on Visual Information Communication and Interaction (VINCI '18), 13-15 August 2018, Växjö, Sweden. 97-101.
- Kucher, K., Skeppstedt, M., Kerren, A. (2018). Application of Interactive Computer-Assisted Argument Extraction to Opinionated Social Media Texts. Proceedings of the 11th International Symposium on Visual Information Communication and Interaction (VINCI '18). 102-103.
- Kucher, K., Paradis, C., Kerren, A. (2018). Visual Analysis of Sentiment and Stance in Social Media Texts. EuroVis 2018 - Posters. 49-51.
- Skeppstedt, M., Kucher, K., Stede, M., Kerren, A. (2018). Topics2Themes : Computer-Assisted Argument Extraction by Visual Analysis of Important Topics. Proceedings of the LREC 2018 Workshop “The 3rd Workshop on Visualization as Added Value in the Development, Use and Evaluation of Language Resources (VisLR III)”. 9-16.
- Kucher, K., Paradis, C., Kerren, A. (2018). DoSVis : Document Stance Visualization. Proceedings of the 13th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP '18). 168-175.
- Kerren, A., Kucher, K., Li, Y., Schreiber, F. (2017). MDS-based Visual Survey of Biological Data Visualization Techniques. EuroVis 2017 - Posters. 85-87.
- Martins, R.M., Simaki, V., Kucher, K., Paradis, C., Kerren, A. (2017). StanceXplore : Visualization for the Interactive Exploration of Stance in Social Media. .
- Skeppstedt, M., Kucher, K., Paradis, C., Kerren, A. (2017). Language Processing Components of the StaViCTA Project. Proceedings of the Workshop on Logic and Algorithms in Computational Linguistics 2017 (LACompLing 2017). 137-138.
- Kucher, K., Kerren, A., Paradis, C., Sahlgren, M. (2016). Visual Analysis of Text Annotations for Stance Classification with ALVA. EuroVis Posters 2016. 49-51.
- Kucher, K., Cernea, D., Kerren, A. (2016). Visualizing Excitement of Individuals and Groups. Proceedings of the ACM IUI 2016 Workshop on Emotion and Visualization (EmoVis '16). 15-22.
- Kucher, K., Kerren, A., Paradis, C., Sahlgren, M. (2016). Methodology and Applications of Visual Stance Analysis : An Interactive Demo. International Symposium on Digital Humanities, Växjö 7-8 November 2016 : Book of Abstracts. 56-57.
- Schamp-Bjerede, T., Paradis, C., Kucher, K., Kerren, A., Sahlgren, M. (2015). New Perspectives on Gathering, Vetting and Employing Big Data from Online Social Media : An Interdisciplinary Approach. Abstracts Booklet, ICAME 36 : Words, Words, Words – Corpora and Lexis. 153-155.
- Kucher, K., Kerren, A. (2015). Text Visualization Techniques : Taxonomy, Visual Survey, and Community Insights. Proceedings of the 8th IEEE Pacific Visualization Symposium (PacificVis '15),. 117-121.
- Kucher, K., Kerren, A., Paradis, C., Sahlgren, M. (2014). Visual Analysis of Stance Markers in Online Social Media. Poster Abstracts of IEEE VIS 2014.
- Schamp-Bjerede, T., Paradis, C., Kucher, K., Kerren, A., Sahlgren, M. (2014). Turning Face : Emoticons as Reinforcers/Attenuators. .
- Kucher, K., Kerren, A. (2014). Text Visualization Browser : A Visual Survey of Text Visualization Techniques. Poster Abstracts of IEEE VIS 2014.
- Schamp-Bjerede, T., Paradis, C., Kucher, K., Kerren, A., Sahlgren, M. (2014). The Signifier, Signified and Stance : Happy/Sad Emoticons as Emotionizers. Book of Abstracts, IACS 2014. 219-219.
- Schamp-Bjerede, T., Paradis, C., Kerren, A., Sahlgren, M., Kucher, K., et al. (2014). Hedges and Tweets : Certainty and Uncertainty in Epistemic Markers in Microblog Feeds. Book of abstracts : 47th Annual Meeting of the Societas Linguistica Europaea 11–14 September 2014, Adam Mickiewicz University, Poznań, Poland. 199-199.
- Kucher, K., Weyns, D. (2013). A Self-Adaptive Software System to Support Elderly Care. Proceedings of Modern Information Technology, MIT, 2013.
Conference proceedings (editor) (Refereed)
Conference paper (Other academic)
- Chatzimparmpas, A., Martins, R.M., Kucher, K., Kerren, A. (2021). Empirical Study : Visual Analytics for Comparing Stacking to Blending Ensemble Learning. Proceedings of the 23rd International Conference on Control Systems and Computer Science (CSCS23), 26–28 May 2021, Bucharest, Romania. 1-8.
Doctoral thesis, monograph (Other academic)
- Kucher, K. (2019). Sentiment and Stance Visualization of Textual Data for Social Media. Doctoral Thesis. Växjö, Sweden, Linnaeus University Press. 264.