Accenture Global Solutions Limited

Massachusetts Institute of Technology

Jeffrey Steven Wilkinson

Sunder Ranganathan Nochilur

Mahesh Venkataraman

Mallika Fernandes

Chinmaya Ranjan Jena

Swagatika Pati

Chinmay Kumar Panda

Akash Murumkar

Michael A Ljung

Prashant Gurunathan

Kishore P Durg

Kalyan Kumar Veeramachaneni

Neha Patki

Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for performing autonomous self-healing of test scripts. One example process includes the actions of recording data that reflects user interactions with multiple user interface objects of a first user interface, and, for each interaction, generating a natural language statement that reflects an intent of the interaction with an associated user interface object. The process also includes storing the natural language statements in a test script, autonomously self-healing the test script for execution on a second user interface, and executing the autonomously self-healed test script on a second user interface.

Autonomous self-healing test automation

A relational database is transformed so as to obfuscate secure and/or private aspects of data contained in the database, while preserving salient elements of the data to facilitate data analysis. A restructured database is generatively modeled, and the model is sampled to create synthetic data that maintains sufficiently similar (or the same) mathematical properties and relations as the original data stored in the database. In one example, various statistics at the intersection of related database tables are determined by modeling data using an iterative multivariate approach. Synthetic data may be sampled from any part of the modeled database, wherein the synthesized data is 'realistic' in that it statistically mimics the original data in the database. The generation of such synthetic data allows publication of bulk data freely and on-demand (e.g., for data analysis purposes), without the risk of security/privacy breaches.

Methods and apparatus for transforming and statistically modeling relational databases to synthesize privacy-protected anonymized data

Growing community of inventors

Fishers, IN, United States of America

Jeffrey Steven Wilkinson