Dineel Diwakar Sule

Title: Dineel Diwakar Sule: Innovator in Multi-Instance Learning and Access Point Technologies

Introduction

Dineel Diwakar Sule is a prominent inventor based in San Diego, California. He has made significant contributions to the fields of machine learning and wireless communications. With a total of 11 patents to his name, Sule's work focuses on innovative systems and methods that enhance data processing and access point management.

Latest Patents

One of Sule's latest patents is titled "Systems and methods for multi-instance learning-based classification for streaming inputs." This patent describes a method for multi-instance learning (MIL)-based classification of streaming inputs. The method involves running a first biased MIL model using extracted features from a subset of instances received in the streaming input to obtain a first classification result. Additionally, it includes running a second biased MIL model using the same extracted features to obtain a second classification result. Notably, the first biased MIL model is designed to be biased opposite to the second biased MIL model. The classification of the streaming input is then based on the results from both models.

Another significant patent is "System and method for compact storage and efficient retrieval of access point information for detecting rogue access points." This patent outlines systems, devices, and methods for communication among access points (APs) and mobile wireless devices. It describes a database with a persistent profile table (PPT) that stores information related to access point operations. The method allows for the detection and storage of information related to multiple APs, enabling data compression for more efficient storage. Fingerprint data related to the APs can be clustered based on identifiers, and mobile devices can query the PPT to verify the identity of unknown APs.

Career Highlights

Dineel Diwakar Sule has worked with notable companies such as Qualcomm Innovation Center, Inc. and Qualcomm Incorporated. His experience in these organizations has allowed him to develop and refine his innovative ideas in technology.

Collaborations

Sule has collaborated with several professionals in his field, including Subrato Kumar De and Mark Bapst. These collaborations have contributed to the advancement of his projects and patents.

Conclusion

Dineel Diwakar Sule is a distinguished inventor whose work in multi-instance learning and access point technologies has made a significant impact in the tech industry. His innovative patents and career achievements reflect his dedication to advancing technology and improving data processing