The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.
The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.
Patent No.:
Date of Patent:
Sep. 12, 2023
Filed:
Feb. 08, 2019
Applicant:
Siemens Healthcare Gmbh, Erlangen, DE;
Assignee:
Siemens Healthcare GmbH, Erlangen, DE;
Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G16H 20/40 (2018.01); G16H 50/30 (2018.01); G16H 50/20 (2018.01); A61B 5/00 (2006.01); G06T 7/00 (2017.01); A61N 5/10 (2006.01); G06N 3/04 (2023.01); A61B 6/03 (2006.01);
U.S. Cl.
CPC ...
G16H 20/40 (2018.01); A61B 5/7267 (2013.01); A61N 5/103 (2013.01); G06N 3/04 (2013.01); G06T 7/0012 (2013.01); G16H 50/20 (2018.01); G16H 50/30 (2018.01); A61B 6/032 (2013.01); G06T 2207/10081 (2013.01); G06T 2207/20081 (2013.01); G06T 2207/20084 (2013.01);
Abstract
For decision support in a medical therapy, machine learning provides a machine-learned generator for generating a prediction of outcome for therapy personalized to a patient. Deep learning may result in features more predictive of outcome than handcrafted features. More comprehensive learning may be provided by using multi-task learning where one of the tasks (e.g., segmentation, non-image data, and/or feature extraction) is unsupervised and/or draws on a greater number of training samples than available for outcome prediction alone.