Large scale multi-output multi-class classification using Gaussian processes
CC BY
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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/s10994-022-06289-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7349 |
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oai:localhost:PNK-73492023-03-30T09:31:31Z Large scale multi-output multi-class classification using Gaussian processes Chunchao, Ma Mauricio A., Álvarez MOGPs multi-output binary classification CC BY Multi-output Gaussian processes (MOGPs) can help to improve predictive performance for some output variables, by leveraging the correlation with other output variables. In this paper, our main motivation is to use multiple-output Gaussian processes to exploit correlations between outputs where each output is a multi-class classification problem. MOGPs have been mostly used for multi-output regression. There are some existing works that use MOGPs for other types of outputs, e.g., multi-output binary classification. 2023-03-30T09:31:30Z 2023-03-30T09:31:30Z 2023 Book https://link.springer.com/article/10.1007/s10994-022-06289-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7349 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
MOGPs multi-output binary classification |
| spellingShingle |
MOGPs multi-output binary classification Chunchao, Ma Mauricio A., Álvarez Large scale multi-output multi-class classification using Gaussian processes |
| description |
CC BY |
| format |
Book |
| author |
Chunchao, Ma Mauricio A., Álvarez |
| author_facet |
Chunchao, Ma Mauricio A., Álvarez |
| author_sort |
Chunchao, Ma |
| title |
Large scale multi-output multi-class classification using Gaussian processes |
| title_short |
Large scale multi-output multi-class classification using Gaussian processes |
| title_full |
Large scale multi-output multi-class classification using Gaussian processes |
| title_fullStr |
Large scale multi-output multi-class classification using Gaussian processes |
| title_full_unstemmed |
Large scale multi-output multi-class classification using Gaussian processes |
| title_sort |
large scale multi-output multi-class classification using gaussian processes |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s10994-022-06289-3 https://dlib.phenikaa-uni.edu.vn/handle/PNK/7349 |
| _version_ |
1761912523124113408 |
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8.887836 |