Human-in-the-loop machine learning a state of the art
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s10462-022-10246-w https://dlib.phenikaa-uni.edu.vn/handle/PNK/7384 |
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oai:localhost:PNK-73842023-03-31T07:13:14Z Human-in-the-loop machine learning a state of the art Eduardo, Mosqueira-Rey Elena, Hernández-Pereira David, Alonso-Ríos human-in-the-loop machine learning interactive machine learning CC BY Researchers are defining new types of interactions between humans and machine learning algorithms generically called human-in-the-loop machine learning. Depending on who is in control of the learning process, we can identify: active learning, in which the system remains in control; interactive machine learning, in which there is a closer interaction between users and learning systems; and machine teaching, where human domain experts have control over the learning process. Aside from control, humans can also be involved in the learning process in other ways. In curriculum learning human domain experts try to impose some structure on the examples presented to improve the learning; in explainable AI the focus is on the ability of the model to explain to humans why a given solution was chosen. 2023-03-31T07:13:13Z 2023-03-31T07:13:13Z 2023 Book https://link.springer.com/article/10.1007/s10462-022-10246-w https://dlib.phenikaa-uni.edu.vn/handle/PNK/7384 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
human-in-the-loop machine learning interactive machine learning |
| spellingShingle |
human-in-the-loop machine learning interactive machine learning Eduardo, Mosqueira-Rey Elena, Hernández-Pereira David, Alonso-Ríos Human-in-the-loop machine learning a state of the art |
| description |
CC BY |
| format |
Book |
| author |
Eduardo, Mosqueira-Rey Elena, Hernández-Pereira David, Alonso-Ríos |
| author_facet |
Eduardo, Mosqueira-Rey Elena, Hernández-Pereira David, Alonso-Ríos |
| author_sort |
Eduardo, Mosqueira-Rey |
| title |
Human-in-the-loop machine learning a state of the art |
| title_short |
Human-in-the-loop machine learning a state of the art |
| title_full |
Human-in-the-loop machine learning a state of the art |
| title_fullStr |
Human-in-the-loop machine learning a state of the art |
| title_full_unstemmed |
Human-in-the-loop machine learning a state of the art |
| title_sort |
human-in-the-loop machine learning a state of the art |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s10462-022-10246-w https://dlib.phenikaa-uni.edu.vn/handle/PNK/7384 |
| _version_ |
1761912526345338880 |
| score |
8.891787 |