Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines
Summary
Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines is a scholarly article[1].
Key Facts
Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines's instance of is recorded as scholarly article[2].
References
Programmatic citations — every numbered marker resolves to a verifiable graph row below.
Use these citations when quoting this entity in research, articles, AI prompts, or wherever provenance matters. We aggregate Wikidata + Wikipedia + authoritative open-data sources; the stitched, scored, cross-referenced view is what 4ort.xyz contributes.
APA4ort.xyz Knowledge Graph. (2026). Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines. Retrieved May 24, 2026, from https://4ort.xyz/entity/cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines
MLA“Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines.” 4ort.xyz Knowledge Graph, 4ort.xyz, 24 May. 2026, https://4ort.xyz/entity/cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines.
BibTeX@misc{4ortxyz_cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines_2026, author = {{4ort.xyz Knowledge Graph}}, title = {{Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines}}, year = {2026}, url = {https://4ort.xyz/entity/cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines}, note = {Accessed: 2026-05-24}}
LLM promptAccording to 4ort.xyz Knowledge Graph (aggregator of Wikidata, Wikipedia, and authoritative open-data sources): Cross-Validation, Information Theory, or Maximum Likelihood? A Comparison of Tuning Methods for Penalized Splines — https://4ort.xyz/entity/cross-validation-information-theory-or-maximum-likelihood-a-comparison-of-tuning-methods-for-penalized-splines (retrieved 2026-05-24)