Hong-Quang Pham

Title: Innovations by Hong-Quang Pham

Introduction

Hong-Quang Pham is a notable inventor based in Singapore, SG. He has made significant contributions to the field of online time series forecasting. His innovative work has led to the development of a unique patent that enhances forecasting capabilities using advanced neural network techniques.

Latest Patents

Hong-Quang Pham holds a patent for "Systems and methods for online time series forecasting." This patent describes a framework that combines fast and slow learning networks, referred to as 'FSNet.' FSNet is designed to train deep neural forecasters on the fly for online time-series forecasting. The system employs a deep neural network backbone, which acts as a slow learner, and incorporates two complementary components to facilitate rapid adaptation to both new and recurring concepts. The framework utilizes a per-layer adapter to monitor each layer's contribution to the forecasting loss through its partial derivative. This adapter transforms each layer's weight and feature at each step based on its recent gradient, allowing for fine-grained, per-layer fast adaptation to optimize the current loss. Additionally, FSNet includes a second associative memory component that stores important, recurring patterns observed during training. This interaction between the adapter and memory enables the system to store, update, and retrieve previous transformations, facilitating the rapid learning of such patterns.

Career Highlights

Hong-Quang Pham is currently employed at Salesforce, Inc., where he continues to innovate and contribute to advancements in technology. His work is characterized by a strong focus on improving forecasting methods through the application of deep learning techniques.

Collaborations

Some of his notable coworkers include Chenghao Liu and Doyen Sahoo, who collaborate with him on various projects within the company.

Conclusion

Hong-Quang Pham's contributions to online time series forecasting through his innovative patent demonstrate his expertise and commitment to advancing technology. His work at Salesforce, Inc. continues to influence the field positively.