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Published byBrianne Johns Modified over 6 years ago
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Department of Informatics (KIS) Nicolaus Copernicus University
7 prof/hab: A. Cichocki (RIKEN, Japan), W. Duch, J. Meller (Univ. of Cincinnati); R. Adamczak, K. Grąbczewski, N. Jankowski, O. Sokolov 2 assistant professors (M. Grochowski, T. Piotrowski); 5 research assistants, 7 doctoral students Cooperation with R&D units in USA, Singapore, Japan, multiple EU countries.
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Research fields Computer Vision, Oculometry, Accelerometry
Artificial Intelligence, Neural Networks Data mining, Big Data, semantic text analysis Signal processing: audio, video, EEG, fMRI, spirography, IoT Bioinformatics, Biological system modelling Medical Informatics, psychometry, neuroinformatics, Neurocognitive research: development support in infants and children, fonematic hearing development, interactive toys and cribs, develepmental, diagnostical, therapeutical games
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Joint Signal classification and compression
Time series compression with autoencoder Reduced dimensionality signal classification
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Ghostminer Google: ghostminer
Data mining and business intelligence project realized at KIS in 1998 – 2004 GhostMiner – advanced data exploration tool branded by Fujitsu Advanced machine learning algorithms Data selection, cleansing, pre-processing, Model validation, mulitmodal data support, ensemles, k-classifiers, data visualization Multiple users worldwide
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Intemi – intelligent miner
Resolves problems related to data mining frameworks: steep learning curve, hundreds of components, expert knowledge is required to create solutions in these frameworks, development of generative models is expensive and time consuming Intemi utilizes meta-learning for automatic data exploration and model generation from data. Multilevel industrial, medical, financing data analysis. Insurance and bank sector.
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Gaze Controlled Application Framework
Personalized user interface programming for gaze trackers
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Biomedical Signal Analysis
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Video processing Multiview, 3D, 360-degree video.
Acquisition, calibration, denoising, color interpolation, super-resolution, rectification, registration, motion estimation, compression, virtual view synthesis, computational optimization. Computer Vision, Image-Based Measurement, Crafted Acquistion Systems
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Level crossing safety system developed as MSc thesis
background subtraction object segmentation Own test sequences Motion field processing Classification
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