Improved pseudolikelihood regularization and decimation methods on non-linearly interacting systems with continuous variables
We propose and test improvements to state-of-the-art techniques of Bayeasian statistical inference based on pseudolikelihood maximization with $\ell_1$ regularization and with decimation. In particular, we present a method to determine the best value of the regularizer parameter starting from a...
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| Format: | Article |
| Language: | English |
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SciPost
2018-07-01
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| Series: | SciPost Physics |
| Online Access: | https://scipost.org/SciPostPhys.5.1.002 |