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.

Date of Patent:
Jul. 13, 2021

Filed:

Apr. 29, 2019
Applicants:

Jin Kocsis, Aurora, OH (US);

Yifu Wu, Akron, OH (US);

Gihan Janith Mendis Imbulgoda Liyangahawatte, Akron, OH (US);

Inventors:

Jin Kocsis, Aurora, OH (US);

Yifu Wu, Akron, OH (US);

Gihan Janith Mendis Imbulgoda Liyangahawatte, Akron, OH (US);

Assignee:

The University of Akron, Akron, OH (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 9/32 (2006.01); H04L 9/00 (2006.01); G06N 20/00 (2019.01); H04L 29/06 (2006.01);
U.S. Cl.
CPC ...
H04L 9/321 (2013.01); G06N 20/00 (2019.01); H04L 9/008 (2013.01); H04L 63/0442 (2013.01); H04L 2209/38 (2013.01);
Abstract

In various embodiments, the present invention is directed to a decentralized and secure method for developing machine learning models using homomorphic encryption and blockchain smart contracts technology to realize a secure, decentralized system and privacy-preserving computing system incentivizes the sharing of private data or at least the sharing of resultant machine learning models from the analysis of private data. In various embodiments, the method uses a homomorphic encryption (HE)-based encryption interface designed to ensure the security and the privacy-preservation of the shared learning models, while minimizing the computation overhead for performing calculation on the encrypted domain and, at the same time, ensuring the accuracy of the quantitative verifications obtained by the verification contributors in the cipherspace.


Find Patent Forward Citations

Loading…