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Projekt

Autoencoders for multiscale modelling (LTC18074)

propose to use one type of artificial neural networksautoencoders. FirstThe goal of the project is to combine metadynamics and autoencoders. Biomolecular simulations are highly computationally expensive. This h...

Biochemistry and molecular biology

  • 2018 - 2020
  • 692 tis. Kč
  • 692 tis. Kč
  • MŠMT
Projekt

Analysis and sampling of molecular simulations by adversarial autoencoders (GA22-29667S)

this problem by artificial neural networks, namely, by the adversarial autoencoder...

Physical chemistry

  • 2022 - 2024
  • 5 188 tis. Kč
  • 4 685 tis. Kč
  • GA ČR
Projekt

Generative Relational Models (GJ20-19104Y)

of the framework of neural Markov logic networks that we propose in order to combine with the representation learning capabilities of neural networks. The third part is the framework of lifted relational neura...

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2020 - 2023
  • 7 082 tis. Kč
  • 7 082 tis. Kč
  • GA ČR
Projekt

Bayesian methods for non-linear blind inverse problems (GA20-27939S)

problems with differentiable nonlinearities (i.e. neural networks) have been proposed such as variational autoencoders. The proposed methods will be validated in specialized models......

Computer sciences, information science, bioinformathics (hardware development to be 2.2, social aspect to be 5.8)

  • 2020 - 2023
  • 9 419 tis. Kč
  • 9 006 tis. Kč
  • GA ČR
Projekt

Learning Quantized Neural Networks, Discrete Choices and Representations (GA24-12697S)

binary and quantized neural networks, where stochastic relaxation offers a sound efficient, better performing and more general quantized networks is expected to have......

Applied mathematics

  • 2024 - 2026
  • 5 100 tis. Kč
  • 5 100 tis. Kč
  • GA ČR
Projekt

Nonlinear system identification by neural networks and its utilization in design of adaptive control and change detection (GP102/08/P080)

Project is focused on identification of nonlinear systems by neural networks. A Multilayer perceptron network represents one of the most significant groups of the neural and setting of the neural netwo...

BC - Teorie a systémy řízení

  • 2008 - 2010
  • 1 526 tis. Kč
  • 1 526 tis. Kč
  • GA ČR
Projekt

Implementation of multilayer neural network in the educational process (TD020397)

The main aim of the project is the creation of specialized software in the form of neural network applicable to management learning.......

IN - Informatika

  • 2014 - 2015
  • 2 988 tis. Kč
  • 2 390 tis. Kč
  • TA ČR
Projekt

Aproximation and learning of multivariable functions by neural networks (ME10023)

Research of approximation and learning from data of multivariable functions by neural networks and design of learning algorithms...

IN - Informatika

  • 2010 - 2012
  • 540 tis. Kč
  • 540 tis. Kč
  • MŠMT
Projekt

Model Complexity of Large Fuzzy Rule-Based Systems and Neural Networks (MEB040901)

Complexity analysis of the fuzzy and neural network systems, models and algorithms, the comparison of various approaches, the discovery of the connections and identities between fuzzy systems and kernel models, and possibilities of ...

IN - Informatika

  • 2009 - 2010
  • 92 tis. Kč
  • 92 tis. Kč
  • MŠMT
Projekt

Advanced statistical and econometric techniques for modelling and forecasting of economic time series (GA402/05/2768)

forecasting and formulate them explicitly in terms of neural networks. The design and thresholds of the network is intended. After the neural network training has been performed, the resulting neural<...

AH - Ekonomie

  • 2005 - 2007
  • 580 tis. Kč
  • 580 tis. Kč
  • GA ČR
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