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of 29
pro vyhledávání: '"Grochowski, Michal"'
The development of fair and ethical AI systems requires careful consideration of bias mitigation, an area often overlooked or ignored. In this study, we introduce a novel and efficient approach for addressing biases called Targeted Data Augmentation
Externí odkaz:
http://arxiv.org/abs/2308.11386
Current research on bias in machine learning often focuses on fairness, while overlooking the roots or causes of bias. However, bias was originally defined as a "systematic error," often caused by humans at different stages of the research process. T
Externí odkaz:
http://arxiv.org/abs/2308.11254
Autor:
Ferlin, Maria, Klawikowska, Zuzanna, Grochowski, Michał, Grzywińska, Małgorzata, Szurowska, Edyta
Cerebral microbleeds detection is an important and challenging task. With the gaining popularity of the MRI, the ability to detect cerebral microbleeds also raises. Unfortunately, for radiologists, it is a time-consuming and laborious procedure. For
Externí odkaz:
http://arxiv.org/abs/2301.13549
The paper proposes summarized attribution-based post-hoc explanations for the detection and identification of bias in data. A global explanation is proposed, and a step-by-step framework on how to detect and test bias is introduced. Since removing un
Externí odkaz:
http://arxiv.org/abs/2005.02269
Autor:
Ferlin, Maria, Klawikowska, Zuzanna, Grochowski, Michał, Grzywińska, Małgorzata, Szurowska, Edyta
Publikováno v:
In Expert Systems With Applications 1 December 2023 232
These days deep learning is the fastest-growing area in the field of Machine Learning. Convolutional Neural Networks are currently the main tool used for image analysis and classification purposes. Although great achievements and perspectives, deep n
Externí odkaz:
http://arxiv.org/abs/1905.10974
Publikováno v:
IEEE Access, Vol 10, Pp 112539-112554 (2022)
Illegal, Unreported, and Unregulated fishing is a major threat to human food supply and marine ecosystem health. Not only is it a cause of significant economic loss but also its effects have serious long-term environmental implications, such as overf
Externí odkaz:
https://doaj.org/article/9d0e70c7cc6a4b4d879e1c6f76d48a6d
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Publikováno v:
In Energy & Buildings 15 August 2018 173:378-388
Publikováno v:
In Applied Mathematical Modelling August 2017 48:491-515