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Abstract
In this essay, it is assumed that every human being’s activity can be influenced by external circumstances that should not impact decision-making, the so-called biases. Cognitive biases were systematized in order to identify heuristic processes with the unconscious objective of reducing the complexity of tasks, which fatally lead to systematic logical errors. In addition, humans tend to obey an authoritative figure, even if the authority instructs them to perform acts conflicting with their personal conscience, as was found in the Milgram experiment where a very high proportion of people would fully obey the instructions given. So, when machine learning involves information provided by humans to algorithms, considering that this information may have been biased or subjected to personally conflicting instructions, ways of controlling the algorithmic results and the data initially provided by humans must be developed.
| Original language | English |
|---|---|
| Pages (from-to) | 79-93 |
| Number of pages | 15 |
| Journal | Deeds and Days |
| Volume | 79 |
| DOIs | |
| Publication status | Published - 17 Dec 2024 |
Keywords
- Machine learning
- Bias
- Algorithms
- Milgram experiment
- Decision-making
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CEID-CRCFL: Católica Research Centre for the Future of Law
Pais, S. O. (Associate Professor), Costa, A. C. R. (Invited Assistant Professor), Afonso, A. (Assistant Professor), Ribeiro, A. T. (PI), Martins, A. A. (Invited Assistant Professor), Guedes, A. (Associate Professor), Sousa, A. F. D. (Assistant Professor), Triunfante, A. (Assistant Professor), Botelho, C. S. (Assistant Professor), Fraipont, C. D. (Student), Tavares, E. (Student), Ferreira, A. S. (Student), Antunes, A. F. M. (PI), Fonseca, A. (PI), Abrantes, A. M. (Student), Amaro, A. E. L. (Scholarship holder), Cortês, A. U. (Associate Professor), Rocha, A. (Assistant Professor), Baldé, A. (Student), Sardinha, C. (Assistant Professor), Lucena, C. (Student), Sequeira, E. V. D. (Assistant Professor), Ferreira-Pinto, F. A. (Assistant Professor), Calvão, F. (Associate Professor), Alves, F. C. (Invited Assistant Teacher), Ribeiro, G. A. (Assistant Professor), Matias, G. (Assistant Professor), Ferreira, H. P. (Student), Salinas, H. (Assistant Professor), Antunes, H. S. (Associate Professor), Sousa, I. P. D. (Invited Assistant Teacher), Costa, I. G. (Student), Duarte, I. T. (Scholarship holder), Dalhuisen, J. (Invited Professor), Geng, J. (Student), Vasconcelos, J. (Associate Professor), Gomes, J. S. (Student), Lopes, J. F. (Student), Silva, J. P. D. (Assistant Professor), Lopes, J. A. (Associate Professor), Moutinho, J. L. (Associate Professor), Antunes, J. E. (Associate Professor), Proença, J. C. B. (Invited Associate Professor), Estaca, J. N. (Student), Domingos, J. L. (Student), Cunha, J. D. D. (Associate Professor), Rodrigues, J. (Student), Taborda, J. (Student), Araújo, L. (Student), Fábrica, L. (Assistant Professor), Naia, L. R. (Scholarship holder), Campos, M. F. (Associate Professor), Queiroz, B. M. (Assistant Professor), Cunha, M. D. C. (Associate Professor), Baptista, D. (Assistant Professor), Ribeiro, M. D. F. (Associate Professor), Ferreira, M. E. (Assistant Professor), Quadros, I. (Assistant Professor), Tavares, M. I. (Assistant Professor), Campos, I. M. (Assistant Professor), Martins, M. D. (Assistant Professor), Faria, M. P. R. D. (Associate Professor), Xavier, R. (Full Professor), Faria, R. L. D. (Assistant Professor), Rocha, V. (Assistant Professor), Almeida, M. A. D. (Full Professor), Domingos, M. P. (Scholarship holder), Rosas, M. (Invited Assistant Teacher), Portocarrero, M. (Assistant Professor), Rouxinol, M. (Assistant Professor), Alija, N. (Student), Silva, N. S. E. (Invited Assistant Professor), Martins, P. F. (Assistant Professor), Pichel, P. (Invited Assistant Teacher), Cunha, P. O. (Associate Professor), Albuquerque, P. P. D. (Full Professor), Marques, P. G. (Assistant Professor), Machete, P. (Associate Professor), Gomes, P. C. (Invited Assistant Professor), Freitas, P. (Assistant Professor), Carvalho, R. (Associate Professor), Moreira, R. R. (Scholarship holder), Andrade, R. (Invited Assistant Teacher), Morais, R. D. (Full Professor), Medeiros, R. (Full Professor), Duarte, R. P. (Full Professor), Carvalho, C. D. O. (Associate Professor), Tavares, S. (Assistant Professor), Vasques, S. (Associate Professor), Venda, S. B. E. (Student), Maltez, S. (Scholarship holder), Rendas, T. (Invited Assistant Professor), Tavares, T. (Assistant Professor), Ventura, V. (Student) & Nogueira, J. F. P. (Assistant Professor)
1/01/20 → 31/12/25
Project: Research