Manoj Cherukumalli

Title: Innovations by Manoj Cherukumalli

Introduction

Manoj Cherukumalli is an accomplished inventor based in San Jose, CA. He has made significant contributions to the field of technology, particularly in the area of graph neural networks. His innovative work focuses on detecting competitors within supply chains, showcasing his expertise in data analysis and machine learning.

Latest Patents

Manoj holds a patent titled "Systems and methods for using graph neural networks for detecting competitors." This patent describes a method that includes providing a graph neural network and configuring it to predict competitors. The method involves receiving datasets of nodes from supply chain companies, competitor companies, and customers, along with their associated attributes. It applies a first-order proximity to denote local connection structures and utilizes a Laplacian Eigenmap to identify positive and negative pairs. Furthermore, it employs a pairwise ranking loss function to optimize the distances between these pairs, ultimately ranking competitor companies based on their Euclidean distances in the graph. He has 1 patent to his name.

Career Highlights

Manoj is currently employed at JPMorgan Chase Bank, N.A., where he applies his innovative skills to enhance the bank's technological capabilities. His work is instrumental in developing advanced systems that leverage machine learning for competitive analysis.

Collaborations

Manoj has collaborated with talented coworkers, including Wanying Ding and Santosh Chikoti. Their combined expertise contributes to the success of their projects and innovations.

Conclusion

Manoj Cherukumalli is a notable inventor whose work in graph neural networks is paving the way for advancements in competitive analysis within supply chains. His contributions to technology and innovation are commendable and reflect his dedication to the field.