This inventor holds 1 USPTO granted patent and 1 published patent application. Top assignee: International Business Machines Corporation. Active years: 2017.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile
Company Filing History:
Years Active: 2017
Title: Andrea Loreggia: Inventor in Machine Learning and Algorithm Portfolios.
Introduction
Andrea Loreggia is an inventor associated with Padua, Italy, and International Business Machines Corporation. Her patent work describes applying deep learning to select suitable problem-solving algorithms.
Latest Patents
The provided information lists one patent for Loreggia: “Deep learning for algorithm portfolios.” The invention generates a grayscale image from text representing a problem instance, then resizes the image to a predefined smaller size. The resulting image represents features of the problem instance and is supplied to a convolutional neural network. The network learns to identify one or more suitable problem solvers from a portfolio. Loreggia is credited with 1 patent.
Career Highlights
Loreggia’s described invention combines automated feature construction with machine learning. By converting problem-instance text into image-based features, the approach enables a neural network to learn which solver or solvers may be appropriate.
Collaborations
The provided information names Yuri Malitsky and Vijay Anand Saraswat as Loreggia’s coworkers. It does not specify their roles in the patent or the invention.
Conclusion
Andrea Loreggia’s patent illustrates an approach to algorithm selection that uses image representations and convolutional neural networks to match problem instances with suitable solvers.
Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile