This inventor holds 5 USPTO granted patents. Top assignee: Honeywell International Inc.. Active years: 2004-2005.
Company Filing History:
Years Active: 2004-2005
Title: Venkatesan Thyagarajan: Innovator in Machine Learning and Resource Allocation
Introduction
Venkatesan Thyagarajan is a prominent inventor based in Bengaluru, India. He has made significant contributions to the fields of machine learning and resource allocation, holding a total of 5 patents. His innovative techniques have advanced the capabilities of supervised neural networks and resource management strategies.
Latest Patents
One of Venkatesan's latest patents is titled "Combinatorial approach for supervised neural network learning." This technique enhances machine learning performance by utilizing Principal Component Analysis to reduce the dimensionality of data. The process involves specifying the neural network architecture, initializing weights, and performing supervised machine learning to predict values. The predicted values are then compared to a normalized system error threshold, allowing for the revision of weights to generate a learnt neural network with reduced error in weight space. This learnt neural network is validated with known values for accurate predictions.
Another notable patent is focused on "Resource allocation." This invention provides computer-implemented methods for allocating resources to items by determining assignment scores for each item/resource pair using game theory. A cost matrix is created by summing the assignment scores and multiplying them by associated assignment costs. The Hungarian method is then applied to find an optimal assignment solution.
Career Highlights
Venkatesan Thyagarajan is currently employed at Honeywell International Inc., where he continues to innovate and develop advanced technologies. His work has positioned him as a key player in the field of machine learning and resource allocation.
Collaborations
Some of Venkatesan's notable coworkers include Ravindra K Shetty and Sindhu Joseph. Their collaborative efforts contribute to the innovative environment at Honeywell International Inc.
Conclusion
Venkatesan Thyagarajan's contributions to machine learning and resource allocation demonstrate his commitment to innovation. His patents reflect a deep understanding of complex systems and a drive to enhance technological capabilities.