Patent · US Active

Immutable records based generation of machine learning models for dynamically triggering actions

US11405459B2 · kind B2 · utility

0Cited by

3References

12Claims

0Family size

Assignee

Tata Consultancy Services Limited · IN

Inventors

Satanik PANDA · Sherghati, IN
Abhishek Roy Choudhury · Sherghati, IN
Prateep Misra · Sherghati, IN
Tanushyam Chattopadhyay · Sherghati, IN

Key dates

Filing date	Aug 16, 2019
Grant date	Aug 2, 2022
Priority date	—
Expiry date	Feb 17, 2041

Classification

Technology area (CPC H)Electricity
CPC primaryH04L9/50
WIPO fieldDigital communication
WIPO sectorElectrical engineering

Abstract

Machine Learning (ML) models are deployed in digital platforms for data analytics. However, it is realized that there is growing trends of recognition that machine learning models expose new vulnerabilities in software systems, for instance training data poisoning, adversarial responses, model extraction, and the like. Embodiments of the present disclosure provide systems and methods for safeguarding training dataset by exploiting immutability feature and generating immutable machine learning models for data analytics. More specifically, immutable records of events are governed by smart contracts within highly secure permissioned distributed ledger. This dataset is used for training multiple machine learning models which are immutable in nature and further utilized for triggering actions for incoming request(s) from IoT platforms.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.