Poziv na predavanje "Interaktivna vizualna analiza složenih podataka"

Sažetak predavanja:

U današnjem svijetu orijentiranom na podatke, razumijevanje složenih podataka važnije je nego ikad prije. Napredak u računalnoj tehnologiji, uključujući strojno učenje i umjetnu inteligenciju, promijenio je analizu podataka. Međutim, pri radu s nestrukturiranim i složenim podacima, posebno u nejasno definiranim problemima, tehnike usmjerene na čovjeka—poznate kao human-in-the-loop pristupi—neophodne su za razumijevanje podataka i fenomena koje ti podaci opisuju. U ovom predavanju opisat ćemo osnovna načela, ključne ideje i metodologiju interaktivne vizualne analize. Također ćemo podijeliti naša iskustva iz protekla dva desetljeća, počevši s isključivo interaktivnim rješenjima, a zatim ih kombinirajući sa strojnim učenjem kako bismo iskoristili prednosti oba pristupa—automatskog i interaktivnog. Predavanje će uključivati brojne primjere iz realnog života iz različitih domena, uključujući, između ostalog, automobilsku industriju, ergonomiju i višekriterijsku optimizaciju.

Biografija predavača:

Krešimir Matković is a senior researcher at VRVis Research Center (www.vrvis.at). He received his PhD from TU Wien in 1998, and habilitation from the same University in January 2016. He has a strong background in the visualization of complex data, spanning from engineering applications to cutting-edge research. He is particularly interested in extending visual analysis technology to complex heterogeneous data, especially the integration of multivariate data with more advanced data types, such as functions. His research also focuses on developing a structured model for interactive visual analysis that enables a seamless synergy between user interaction and computational analysis. He has successfully collaborated with numerous scientists and experts across various domains. Krešimir Matković applies Visual Analytics to different fields, such as engineering, medicine, geo-temporal data, or scientific computing, for example. His research interests include visual data science, virtual reality, human computer interaction, tangible user interfaces and human perception, as well. At VRVis, Krešimir Matković leads both basic and applied research projects. Actively engaged in the scientific community, he serves as an associate editor of the Computer Graphics Forum journal, co-chairs IEEE Visualization 2025—the premier annual conference in the field—and participates in numerous program committees. He teaches at TU Wien and the University of Zagreb. He is a member of IEEE Computer Society, ACM, and Eurographics.