Location History:
- Kolkata, IN (2014)
- Bengaluru, IN (2014 - 2024)
Company Filing History:
Years Active: 2014-2025
Title: Suman Roy - Innovating Natural Language Processing Techniques
Introduction:
Suman Roy, a resident of Bengaluru, India, has made significant contributions to the field of natural language processing (NLP). With a total of 13 patents to his name, Roy is recognized for his expertise in developing advanced techniques for efficient and effective NLP solutions. His recent patents, focused on joint sentiment-topic modeling and document summarization, highlight his commitment to enhancing language processing capabilities.
Latest Patents:
Roy's latest patents demonstrate his dedication to addressing the growing need for improved NLP solutions. One of his patents involves the utilization of joint sentiment-topic (JST) modeling for NLP-based document prioritization. By employing JST latent distribution, topic designation probabilities, sentiment designation probabilities, and per-word inverse domain frequency measures, this technique generates predicted document priority scores. These scores can then be used to perform prediction-based actions, leading to enhanced NLP outcomes.
Another of Roy's notable patents centers around document summarization. This method includes a combination of cross-token attention machine learning, cross-utterance attention machine learning, and integer linear programming joint keyword-utterance optimization models. By selecting a subset of utterances and keywords, this technique enables extractive keyword summarization of multi-party communication transcript data objects. Roy's work here significantly advances the efficiency and effectiveness of document summarization through intelligent NLP techniques.
Career Highlights:
Throughout his career, Roy has worked with prominent companies such as Optum Technology Inc. and Infosys Limited. These organizations have provided him with a platform to develop and implement his innovative NLP solutions. Collaborating with motivated teams and drawing from his extensive expertise, Roy has been able to pioneer groundbreaking advancements in language processing.
Collaborations:
During his tenure, Roy has had the privilege of collaborating with talented individuals who share his passion for innovation. Notable coworkers include Ayan Sengupta and Gaurav Ranjan. These collaborations have fostered an environment of knowledge sharing, teamwork, and the exchange of ideas, leading to the successful development and implementation of revolutionary NLP techniques.
Conclusion:
Suman Roy has established himself as a key figure in the realm of natural language processing through his dedication to innovation. With a remarkable 13 patents to his credit, he has significantly contributed to advancing NLP techniques. Roy's latest patents focusing on joint sentiment-topic modeling and document summarization highlight his commitment to improving the efficiency and effectiveness of language processing. Through collaborations with talented individuals and working with esteemed companies, Roy's work continues to shape the future of NLP applications.