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Tensor Networks for Dimensionality Reduction and Large-Scale Optimizations. Part 2 Applications and Future Perspectives

Autor: Cichocki, A., Phan, A-H., Zhao, Q., Lee, N., Oseledets, I. V., Sugiyama, M., Mandic, D.

Publikováno v: Foundations and Trends in Machine Learning: Vol. 9: No. 6, pp 431-673, 2017

Part 2 of this monograph builds on the introduction to tensor networks and their operations presented in Part 1. It focuses on tensor network models for super-compressed higher-order representation of data/parameters and related cost functions, while

Externí odkaz: http://arxiv.org/abs/1708.09165

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Low-Rank Tensor Networks for Dimensionality Reduction and Large-Scale Optimization Problems: Perspectives and Challenges PART 1

Autor: Cichocki, A., Lee, N., Oseledets, I. V., Phan, A. -H., Zhao, Q., Mandic, D.

Publikováno v: Foundations and Trends in Machine Learning, vol. 9, no. 4-5, pp. 249-429, 2016

Machine learning and data mining algorithms are becoming increasingly important in analyzing large volume, multi-relational and multi--modal datasets, which are often conveniently represented as multiway arrays or tensors. It is therefore timely and

Externí odkaz: http://arxiv.org/abs/1609.00893

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Tensor Decompositions for Signal Processing Applications From Two-way to Multiway Component Analysis

Autor: Cichocki, A., Mandic, D., Phan, A-H., Caiafa, C., Zhou, G., Zhao, Q., De Lathauwer, L.

The widespread use of multi-sensor technology and the emergence of big datasets has highlighted the limitations of standard flat-view matrix models and the necessity to move towards more versatile data analysis tools. We show that higher-order tensor

Externí odkaz: http://arxiv.org/abs/1403.4462

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Comparison of P300 Responses in Auditory, Visual and Audiovisual Spatial Speller BCI Paradigms

Autor: Chang, M., Nishikawa, N., Struzik, Z. R., Mori, K., Makino, S., Mandic, D., Rutkowski, T. M.

The aim of this study is to provide a comprehensive test of three spatial speller settings, for the auditory, visual, and audiovisual paradigms. For rigour, the study is conducted with 16 BCI-na\"ive subjects in an experimental set-up based on five J

Externí odkaz: http://arxiv.org/abs/1301.6360

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Multi-command Tactile and Auditory Brain Computer Interface based on Head Position Stimulation

Autor: Mori, H., Matsumoto, Y., Struzik, Z. R., Mori, K., Makino, S., Mandic, D., Rutkowski, T. M.

We study the extent to which vibrotactile stimuli delivered to the head of a subject can serve as a platform for a brain computer interface (BCI) paradigm. Six head positions are used to evoke combined somatosensory and auditory (via the bone conduct

Externí odkaz: http://arxiv.org/abs/1301.6357

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Akademický článek

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Akademický článek

Differences and Relationship between Body Composition and Motor Coordination in Children Aged 6-7 Years.

Autor: Pelemiš V; Faculty of Education, University of Belgrade, 11000 Belgrade, Serbia., Pavlović S; Faculty of Education in Užice, University of Kragujevac, 34000 Kragujevac, Serbia., Mandić D; Faculty of Education, University of Belgrade, 11000 Belgrade, Serbia., Radaković M; Faculty of Sport, University 'Union-Nikola Tesla'', 11000 Belgrade, Serbia., Branković D; Faculty of Education, University of Belgrade, 11000 Belgrade, Serbia., Živanović V; Faculty of Education, University of Belgrade, 11000 Belgrade, Serbia., Milić Z; College for Vocational Education of Preschool Teachers and Sport Coaches, University of Novi Sad, 24000 Subotica, Serbia., Bajrić S; Faculty of Sport Science, Pan-European University Apeiron, 78000 Banja Luka, Bosnia and Herzegovina.

Publikováno v: Sports (Basel, Switzerland) [Sports (Basel)] 2024 May 23; Vol. 12 (6). Date of Electronic Publication: 2024 May 23.

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Akademický článek

Novel PLGA-based nanoformulation decreases doxorubicin-induced cardiotoxicity.

Autor: Drinković N; Polyclinic Drinković, Zagreb, Croatia., Beus M; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr., Barbir R; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr., Debeljak Ž; JJ Strossmayer University of Osijek, Faculty of Medicine, Osijek, Croatia.; University Hospital Osijek, Osijek, Croatia., Tariba Lovaković B; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr., Kalčec N; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr., Ćurlin M; Croatian Catholic University, Zagreb, Croatia., Bekavac A; University of Zagreb, School of Medicine, Zagreb, Croatia., Gorup D; Department of Neuroradiology, Klinik für Neuroradiology, Universitätspital Zürich Universitätsspital Zürich, 8006 Zürich, Switzerland., Mamić I; University of Zagreb, Faculty of Pharmacy and Biochemistry, Zagreb, Croatia., Mandić D; University Hospital Osijek, Osijek, Croatia., Micek V; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr., Turčić P; University of Zagreb, Faculty of Pharmacy and Biochemistry, Zagreb, Croatia., Günday-Türeli N; MyBiotech GmbH, Überherrn, Germany., Türeli E; MyBiotech GmbH, Überherrn, Germany., Vinković Vrček I; Institute for Medical Research and Occupational Health, Zagreb, Croatia. ivinkovic@imi.hr.; University of Rijeka, Faculty of Medicine, Rijeka, Croatia.

Publikováno v: Nanoscale [Nanoscale] 2024 May 16; Vol. 16 (19), pp. 9412-9425. Date of Electronic Publication: 2024 May 16.

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