Tight Generalization Bounds for Large-Margin Halfspaces
Fuente:
arXiv
Salvato in:
| Autori principali: | , |
|---|---|
| Natura: | Preprint |
| Pubblicazione: |
2025
|
| Soggetti: | |
| Accesso online: | |
| Tags: |
Aggiungi Tag
Nessun Tag, puoi essere il primo ad aggiungerne!!
|
| _version_ | 1866910835688865792 |
|---|---|
| author | Larsen, Kasper Green Schalburg, Natascha |
| author_facet | Larsen, Kasper Green Schalburg, Natascha |
| contents | We prove the first generalization bound for large-margin halfspaces that is asymptotically tight in the tradeoff between the margin, the fraction of training points with the given margin, the failure probability and the number of training points. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2502_13692 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | Tight Generalization Bounds for Large-Margin Halfspaces Larsen, Kasper Green Schalburg, Natascha Machine Learning Statistics Theory We prove the first generalization bound for large-margin halfspaces that is asymptotically tight in the tradeoff between the margin, the fraction of training points with the given margin, the failure probability and the number of training points. |
| title | Tight Generalization Bounds for Large-Margin Halfspaces |
| topic | Machine Learning Statistics Theory |
| url | https://arxiv.org/abs/2502.13692 |