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Výsledek výzkumu

Surrogate Grandparents as Actors in Intergenerational Learning

, we link the topic of intergenerational learning and surrogate grandparenthood. Thequestions we asked were: How does intergenerational learning take place? What have raised considerable interest in intergenerational le...

AM - Pedagogika a školství

  • 2015
  • Jx
  • Odkaz
Výsledek výzkumu

FEDS -- Filtered Edit Distance Surrogate

This paper proposes a procedure to train a scene text recognition model using a robust learned surrogate of edit distance. The proposed method borrows from self-paced learning and filters out the training examples that are ...

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

  • 2021
  • D
  • Odkaz
Výsledek výzkumu

Learning Surrogates via Deep Embedding

a surrogate loss that approximates the target evaluation metric, which may be non-differentiable. The surrogate is learned via a deep embedding where the Euclidean distance setup, where a trained model is tuned using the <...

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

  • 2020
  • D
  • Odkaz
Výsledek výzkumu

Suitability of Modern Neural Networks for Active and Transfer Learning in Surrogate-Assisted Black-Box Optimization

Active learning plays a crucial role in black-box optimization, especially has adopted an approach called surrogate modelling, where the original black-box objective is approximated with a regression model. An active learning

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

  • 2024
  • D
  • Odkaz
Výsledek výzkumu

Stealing and evading malware classifiers and antivirus at low false positive conditions

transfer and active learning for surrogate creation (FFNN-TL). We achieved goodModel stealing attacks have been successfully used in many machine learning positive rates (FPR). Antivirus products (AVs) that use machine

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

  • 2023
  • Jimp
  • Odkaz
Výsledek výzkumu

Combining Gaussian Processes with Neural Networks for Active Learning in Optimization

of evaluations for replacement being an active learning task. This paper concerns surrogate modelling in the context of a surrogate-assisted variant of the continuous black-boxOne area where active learning plays ...

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

  • 2021
  • D
  • Odkaz
Výsledek výzkumu

Meta-Learning and Model Selection in Multiobjective Evolutionary Algorithms

Most existing surrogate based evolutionary algorithms deal with only one model selected by the authors and different models are not considered. In this paper we propose a framework which enables automatic selection of types of surrogate<...

IN - Informatika

  • 2012
  • D
  • Odkaz
Výsledek výzkumu

TwinBridge platform based on BIM and surrogate model

The TwinBridge software platform combines the results of V1-V3 and the Surrogate model to an integrated diagnostic and monitoring system for the evaluation of safety and reliability of transport structures. The platform enables visualization...

Construction engineering, Municipal and structural engineering

  • 2024
  • R
Výsledek výzkumu

Evolutionary Optimization of Catalysts Assisted by Neural-Network Learning

computation and learning, an application to the search for optimal catalytic materials of objective functions in this application area can be tackled through learning suitable regression models of those functions, called surrog...

IN - Informatika

  • 2010
  • D
Výsledek výzkumu

The Selection of Surrogate Models in Evolutionary Algorithms

In this paper we discuss the problem of the selection of surrogate models for the use with evolutionary algorithms. We compare the types of models selected by two different model selectors and discuss how the models affect the performance of...

IN - Informatika

  • 2012
  • D
  • Odkaz
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