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The Sample Complexity of Learning Linear...

Shamir, Ohad...

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The Sample Complexity of Learning Linear Predictors with the Squared Loss by Shamir, Ohad ( Author )

Content Provider	Lemonjar Open Access
Publisher	Australian National University
Publication Date	04-08-2023
Summary	In this short note, we provide a sample complexity lower bound for learning linear predictors with respect to the squared loss. Our focus is on an agnostic setting, where no assumptions are made on the data distribution. This contrasts with standard results in the literature, which either make distributional assumptions, refer to specific parameter settings, or use other performance measures.
ISBN	-
Item Type	Article
File Type	pdf
File Size	29.34 KB
Language	English
Subjects	-
Unlimited	MYR 0.01
Total read	-
URL	http://arxiv.org/abs/1406.5143

Citation

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AMA 11th EditionReferences

Shamir, Ohad. The Sample Complexity of Learning Linear Predictors with the Squared Loss. Australian National University. August 04, 2023. Accessed August 13, 2025. https://online.provdatabase.com/cite/10986

APA 7th EditionReferences

Shamir, Ohad. (2023). The Sample Complexity of Learning Linear Predictors with the Squared Loss. Australian National University. https://online.provdatabase.com/cite/10986

Chicago 17th EditionReferences

Shamir, Ohad. The Sample Complexity of Learning Linear Predictors with the Squared Loss. Australian National University. 2023. https://online.provdatabase.com/cite/10986

HarvardReferences

Shamir, Ohad. (2023). The Sample Complexity of Learning Linear Predictors with the Squared Loss. [Online]. Australian National University. Available from: https://online.provdatabase.com/cite/10986. (Accessed 13 August 2025).

Harvard AustraliaReferences

Shamir, Ohad, 2023, The Sample Complexity of Learning Linear Predictors with the Squared Loss, Australian National University, viewed 13 August 2025, <https://online.provdatabase.com/cite/10986>

MLA 9th EditionWorks Cited

Shamir, Ohad. The Sample Complexity of Learning Linear Predictors with the Squared Loss. Australian National University, 2023. PROV Database, https://online.provdatabase.com/cite/10986.

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