Diego Botache
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View article: Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation
Enhancing Multi-Objective Optimization through Machine Learning-Supported Multiphysics Simulation Open
This paper presents a methodological framework for training, self-optimising, and self-organising surrogate models to approximate and speed up multiobjective optimisation of technical systems based on multiphysics simulations. At the hand …
View article: Unraveling the Complexity of Splitting Sequential Data: Tackling Challenges in Video and Time Series Analysis
Unraveling the Complexity of Splitting Sequential Data: Tackling Challenges in Video and Time Series Analysis Open
Splitting of sequential data, such as videos and time series, is an essential step in various data analysis tasks, including object tracking and anomaly detection. However, splitting sequential data presents a variety of challenges that ca…
View article: Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and Autoencoders
Out-of-distribution Detection and Generation using Soft Brownian Offset Sampling and Autoencoders Open
Deep neural networks often suffer from overconfidence which can be partly remedied by improved out-of-distribution detection. For this purpose, we propose a novel approach that allows for the generation of out-of-distribution datasets base…
View article: Out-of-distribution Detection and Generation using Soft Brownian Offset\n Sampling and Autoencoders
Out-of-distribution Detection and Generation using Soft Brownian Offset\n Sampling and Autoencoders Open
Deep neural networks often suffer from overconfidence which can be partly\nremedied by improved out-of-distribution detection. For this purpose, we\npropose a novel approach that allows for the generation of out-of-distribution\ndatasets b…
View article: Text/Conference Paper
Text/Conference Paper Open
In the future, vulnerable road users (VRUs) such as cyclists and pedestrians will be equipped with smart devices capable of communicating with intelligent vehicles and infrastructure. This allows for cooperation between all traffic partici…