Company Filing History:
Years Active: 2022
Title: Zixuan Pan: Innovator in Neural Networks for Transaction Data
Introduction
Zixuan Pan is an accomplished inventor based in Santa Clara, CA (US). She has made significant contributions to the field of information extraction through her innovative work on neural networks. Her expertise lies in developing methods and systems that enhance the classification and tagging of transaction data.
Latest Patents
Zixuan Pan holds 1 patent for her invention titled "Neural networks for information extraction from transaction data." This patent discloses methods, systems, and computer program products that implement character-level deep neural networks for information extraction. The system she developed utilizes character-level information retrieved from transaction records to classify the transaction as a whole and to tag individual sections by entity type. It processes transaction records using multiple and separate character-level models, employing a one-dimensional neural network for featurization that feeds into a fully connected network for classification. This innovative approach allows for the identification of common classes within transaction records and can recognize entities such as service provider names using recurrent neural networks (RNNs), which may include long short-term memory (LSTM) models.
Career Highlights
Zixuan Pan is currently employed at Yodlee, Inc., where she continues to advance her research and development in the field of neural networks. Her work has been instrumental in improving the efficiency and accuracy of transaction data processing.
Collaborations
Zixuan collaborates with her coworker, Matthew Sevrens, who contributes to the innovative projects at Yodlee, Inc. Together, they work on enhancing the capabilities of information extraction systems.
Conclusion
Zixuan Pan's contributions to neural networks and information extraction are paving the way for advancements in transaction data processing. Her innovative patent and ongoing work at Yodlee, Inc. highlight her role as a leading inventor in this field.