Company Filing History:
Years Active: 2021-2023
Title: Innovations by Arjun Das in Document Analysis for Banking
Introduction
Arjun Das is an accomplished inventor based in Bengaluru, India. He has made significant contributions to the field of document analysis, particularly in the banking industry. With two patents to his name, his work focuses on enhancing due diligence processes through innovative ranking methods.
Latest Patents
Arjun Das's latest patents include "Contextual interestingness ranking of documents for due diligence in the banking industry with entity grouping" and "Contextual interestingness ranking of documents for due diligence in the banking industry with topicality grouping." Both patents address the need to analyze documents related to financial crimes by ranking them based on topicality and sentiment. In his first approach, documents are classified to determine their category, and entity recognition is employed to identify the subject of interest. Passages related to the entity are grouped and analyzed for sentiment, generating a sentiment score that ranks the documents accordingly. The second approach computes a classification probability score for each passage, representing the likelihood that it relates to a category of interest. This method also ranks documents based on sentiment scores and classification probability scores, utilizing an ensemble of natural language text classifiers, including a naïve Bayes classifier with feature vectors generated using Word2Vec modeling.
Career Highlights
Arjun Das is currently employed at International Business Machines Corporation (IBM), where he continues to develop innovative solutions in document analysis. His work has garnered attention for its potential to streamline due diligence processes in the banking sector.
Collaborations
Some of his notable coworkers include Mandar Mutalikdesai and Ratnanu Ghosh-Roy, who contribute to the collaborative environment that fosters innovation at IBM.
Conclusion
Arjun Das's contributions to document analysis through his innovative patents are paving the way for more efficient due diligence processes in the banking industry. His work exemplifies the intersection of technology and finance, showcasing the importance of innovation in enhancing operational effectiveness.