Search results
- 1.0532799 - ÚI 2021 RIV CZ eng L4 - Software
Tichavský, Jan - Kalina, Jan
LWS-based robust multilayer perceptron 1.0.
Internal code: LWSbased 1.0 ; 2020
Technical parameters: Kód v Pythonu je samostatně spustitelný. Je třeba, aby uživatel instaloval v Pythonu math, NumPy, TensorFlow a Keras. Spuštění kódu je přímočaré podle dokumentace. Dostupné pod licencí MIT.
Economic parameters: Software umožňuje uživateli provést robustní trénování neuronových sítí založené na robustní ztrátově funkci. Jde dosud o první takovou veřejně dostupnou implementaci. Software tak výrazně usnadňuje práci s neuronovými sítěmi a ušetří uživateli značnou námahu s vlastní implementací tohoto vysoce optimalizovaného kódu.
R&D Projects: GA ČR(CZ) GA19-05704S
Institutional support: RVO:67985807
Keywords : neuronové sítě * robustnost * ztrátová funkce * odlehlé hodnoty * neural networks * robustness * loss function * outliers
OECD category: Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)
https://github.com/Veragin/LWS-based-multilayer-perceptron
Permanent Link: http://hdl.handle.net/11104/0311197
Research data: Githhub.com - 2.0504647 - ÚI 2020 US eng J - Journal Article
Růžička, Pavel
Learning Neural Networks with Respect to Tolerances to Weight Errors.
IEEE Transaction on Circuits and Systems. Roč. 40, č. 5 (1993), s. 331-342. ISSN 1057-7122
Keywords : tolerances * weight errors * neural network learning * synaptic weights * formal neurons * cumulative loss function * mathematical formalism * stochastic optimization * stochastic constraints * three-layer feedforward network
Impact factor: 1.378, year: 1993
Method of publishing: Limited access
Permanent Link: http://hdl.handle.net/11104/0296224 - 3.0396169 - ÚI 2014 RIV CZ eng M - Monography Chapter
Brabec, Marek - Pelikán, Emil - Konár, Ondřej - Kasanický, Ivan - Juruš, Pavel - Sadil, J. - Blažek, P.
A Statistical Approach to Planning Reserved Electric Power for Railway Infrastructure Administration.
20th Anniversary of the Faculty of Transport Sciences, Czech Technical University in Prague - Selected Papers. Prague: CTU - Faculty of Transportation Sciences, 2013 - (Votruba, Z.; Jeřábek, M.), s. 311-318. ISBN 978-80-01-05320-1
Institutional support: RVO:67985807
Keywords : reserved capacity planning * railway infrastructure * statistical modeling * extremal distribution * customized loss function
Subject RIV: BB - Applied Statistics, Operational Research
Permanent Link: http://hdl.handle.net/11104/0223991File Download Size Commentary Version Access 0396169.pdf 2 647.8 KB Author´s preprint require - 4.0375011 - FZÚ 2012 RIV NL eng J - Journal Article
Drechsler, S.-L. - Málek, Jiří - Kuzian, R.O. - Nishimoto, S. - Nitzsche, U. - Lorenz, W.E.A. - Klingeler, R. - Büchner, B. - Knupfer, M.
Intersite Coulomb interactions in edge-shared CuO2 chains: optics and EELS.
Physica. C. Roč. 470, SI (2010), S84-S85. ISSN 0921-4534. E-ISSN 1873-2143
Institutional research plan: CEZ:AV0Z10100520
Keywords : optical conductivity * loss function * exact diagonalization * cuprates
Subject RIV: BM - Solid Matter Physics ; Magnetism
Impact factor: 1.407, year: 2010
Permanent Link: http://hdl.handle.net/11104/0207788 - 5.0329521 - ÚTIA 2010 RIV GR eng C - Conference Paper (international conference)
Klimešová, Dana - Ocelíková, E.
Multidimensional Data Classification.
[Klasifikace mnohorozměrných dat.]
Recent Advances in Automation & Information. Vol. 1. Praha: WSEAS PRESS, 2009, s. 264-268. ISBN 978-960-474-064-2.
[ICAI 09. Prague (CZ), 23.05.2009-25.05.2009]
Institutional research plan: CEZ:AV0Z10750506
Keywords : Bazes classifier * loss function * fixed number
Subject RIV: IN - Informatics, Computer Science
http://library.utia.cas.cz/separaty/2009/ZOI/klimesova-multidimensional data classification.pdf
Permanent Link: http://hdl.handle.net/11104/0175531 - 6.0134516 - FZU-D 20030416 RIV SG eng J - Journal Article
Drechsler, S.L. - Málek, Jiří - Hayn, R. - Knupfer, M. - Moskvin, A. S. - Fink, J.
Low-energy charge excitations in an undoped cuprate:Description beyond the standard pdĺ-model?
International Journal of Modern Physics B. Roč. 17, 18, 19 & 20 (2003), s. 3324-3328. ISSN 0217-9792. E-ISSN 1793-6578
Institutional research plan: CEZ:AV0Z1010914
Keywords : cuprates * EELS * loss function exact diagonalization
Subject RIV: BM - Solid Matter Physics ; Magnetism
Impact factor: 0.473, year: 2003
Permanent Link: http://hdl.handle.net/11104/0032416 - 7.0049059 - ÚI 2007 SIGLE CZ eng V - Research Report
Kramosil, Ivan
Generalizations and Extensions of Lattice-Valued Possibilistic Measures, Part II.
Prague: ICS AS CR, 2006. 66 s. Technical Report, V-985.
R&D Projects: GA AV ČR(CZ) IAA100300503
Institutional research plan: CEZ:AV0Z10300504
Keywords : lattice-valued possibilistic measures * inner (lower) and outer (upper) possibilistic measures * approximation and completion * of partial lattice-valued possibilistic measures * decision making under uncertainty * possibilistic decision function * possibilistic loss function
Subject RIV: BA - General Mathematics
Permanent Link: http://hdl.handle.net/11104/0139553File Download Size Commentary Version Access v985-06.pdf 9 494.7 KB Other open-access