J.L. Morrill
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View article: New directions in the applications of rough path theory
New directions in the applications of rough path theory Open
This article provides a concise overview of some of the recent advances in the application of rough path theory to machine learning. Controlled differential equations (CDEs) are discussed as the key mathematical model to describe the inter…
View article: The Signature-Based Model for Early Detection of Sepsis from Electronic Health Records in the Intensive Care Unit
The Signature-Based Model for Early Detection of Sepsis from Electronic Health Records in the Intensive Care Unit Open
Optimal feature selection leads to enhanced efficiency and accuracy when developing both supervised and unsupervised machine-learning models.In this work, a new signature-based regression model is proposed to automatically identify a patie…