Copula Density Neural Estimation
Fuente:
arXiv
Salvato in:
| Autori principali: | , , |
|---|---|
| Natura: | Preprint |
| Pubblicazione: |
2022
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1866916830348574720 |
|---|---|
| author | Letizia, Nunzio A. Novello, Nicola Tonello, Andrea M. |
| author_facet | Letizia, Nunzio A. Novello, Nicola Tonello, Andrea M. |
| contents | Probability density estimation from observed data constitutes a central task in statistics. In this brief, we focus on the problem of estimating the copula density associated to any observed data, as it fully describes the dependence between random variables. We separate univariate marginal distributions from the joint dependence structure in the data, the copula itself, and we model the latter with a neural network-based method referred to as copula density neural estimation (CODINE). Results show that the novel learning approach is capable of modeling complex distributions and can be applied for mutual information estimation and data generation. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2211_15353 |
| institution | arXiv |
| publishDate | 2022 |
| record_format | arxiv |
| spellingShingle | Copula Density Neural Estimation Letizia, Nunzio A. Novello, Nicola Tonello, Andrea M. Machine Learning Signal Processing Probability density estimation from observed data constitutes a central task in statistics. In this brief, we focus on the problem of estimating the copula density associated to any observed data, as it fully describes the dependence between random variables. We separate univariate marginal distributions from the joint dependence structure in the data, the copula itself, and we model the latter with a neural network-based method referred to as copula density neural estimation (CODINE). Results show that the novel learning approach is capable of modeling complex distributions and can be applied for mutual information estimation and data generation. |
| title | Copula Density Neural Estimation |
| topic | Machine Learning Signal Processing |
| url | https://arxiv.org/abs/2211.15353 |