Tag: expected
-
How to Model The Expected Value of Marketing Campaigns
How to Model The Expected Value of Marketing Campaigns The approach that takes companies to the next level of data maturity The post How to Model The Expected Value of Marketing Campaigns appeared first on Towards Data Science. Rodrigo Almeida Go to original source
-
Expected Value Analysis in AI Product Management
Expected Value Analysis in AI Product Management An introduction to key concepts and practical applications The post Expected Value Analysis in AI Product Management appeared first on Towards Data Science. Chinmay Kakatkar Go to original source
-
In-Context Learning as Nonparametric Conditional Probability Estimation: Risk Bounds and Optimality
In-Context Learning as Nonparametric Conditional Probability Estimation: Risk Bounds and Optimality arXiv:2508.08673v1 Announce Type: new Abstract: This paper investigates the expected excess risk of In-Context Learning (ICL) for multiclass classification. We model each task as a sequence of labeled prompt samples and a query input, where a pre-trained model estimates the conditional class probabilities of…
-
Learning with Expected Signatures: Theory and Applications
Learning with Expected Signatures: Theory and Applications arXiv:2505.20465v1 Announce Type: new Abstract: The expected signature maps a collection of data streams to a lower dimensional representation, with a remarkable property: the resulting feature tensor can fully characterize the data generating distribution. This “model-free” embedding has been successfully leveraged to build multiple domain-agnostic machine learning (ML)…