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Category: Machine Learning

Machine Learning

Genetic improvement for adaptive software engineering (keynote)

Categories
Genetic Algorithms, Machine Learning, Research
  • Post author By TurinTech
  • February 23, 2022

This paper presents a brief outline of an approach to online genetic improvement. We illustrate our proposed approach with a ‘dreaming smart device’ example that combines online and offline machine learning and optimisation.

  • Tags Genetic Algorithms, Machine Learning

IEO: Intelligent Evolutionary Optimisation for Hyperparameter Tuning

Categories
Genetic Algorithms, Machine Learning, Research
  • Post author By TurinTech
  • February 23, 2022

In this paper, we introduce an intelligent evolutionary optimisation algorithm which applies machine learning technique to the traditional evolutionary algorithm to accelerate the overall optimisation process of tuning machine learning models in classification problems.

  • Tags Genetic Algorithms, Machine Learning

Better Model Selection with a new Definition of Feature Importance

Categories
Machine Learning, Research
  • Post author By TurinTech
  • February 23, 2022

In this paper, we propose a new tree-model explanation approach for model selection.

  • Tags Machine Learning

Ascertaining price formation in cryptocurrency markets with machine learning

Categories
Machine Learning, Research, Trading
  • Post author By TurinTech
  • February 17, 2022

In this work, we analyze and present the characteristics of the cryptocurrency market in a high-frequency setting.

  • Tags Machine Learning, Trading

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