Company Filing History:
Years Active: 2023-2025
Title: Innovations by Siddharth Narayanan
Introduction
Siddharth Narayanan is an accomplished inventor based in Cambridge, MA. He has made significant contributions to the field of automated customer engagement and user behavior prediction. With a total of 2 patents, his work focuses on enhancing user interactions through advanced technological methods.
Latest Patents
Siddharth's latest patents include "Automated customer engagement prediction and classification" and "Determining future user actions using time-based featurization of clickstream data." The first patent describes methods and apparatuses for predicting and classifying customer engagement. A server generates a feature vector from historical user activity data, encodes each variable into a weight-of-evidence value, and transforms it into a multidimensional embedding. This process allows the server to generate user engagement probability values and assign users to engagement probability clusters for targeted communication.
The second patent focuses on determining future user actions by analyzing clickstream data. The server captures web browsing sessions, converts clickstream data into tokens, and generates a frequency matrix. By merging latent feature vectors with clickstream data, the server creates an aggregate clickstream vector set. This enables the execution of a machine learning model to predict user actions based on their browsing behavior.
Career Highlights
Siddharth currently works at FMR Corp., where he applies his innovative ideas to improve customer engagement strategies. His expertise in machine learning and data analysis has positioned him as a valuable asset in his field.
Collaborations
Siddharth collaborates with talented individuals such as Emily Strong and Serdar Kadioglu. Their combined efforts contribute to the advancement of technology in customer engagement and user behavior prediction.
Conclusion
Siddharth Narayanan's work exemplifies the impact of innovation in enhancing user experiences through technology. His patents reflect a commitment to improving customer engagement and understanding user behavior.