Dean P Foster

Title: Dean P. Foster: Innovator in Forecasting Techniques

Introduction

Dean P. Foster is a notable inventor based in New York, NY (US). He has made significant contributions to the field of forecasting through his innovative patent. His work focuses on combining classical and neural forecasting methods to enhance the accuracy of predictions across multiple time series.

Latest Patents

Dean P. Foster holds a patent for "Deep factor models with random effects for forecasting." This patent describes techniques for forecasting using deep factor models with random effects. The framework he developed integrates the strengths of both classical and neural forecasting methods within a global-local framework. The global model captures common latent patterns shared by all time series, while the local model accounts for variations at the individual level.

Career Highlights

Dean is currently employed at Amazon Technologies, Inc., where he applies his expertise in forecasting to drive innovation. His work at Amazon has positioned him as a key player in the development of advanced forecasting techniques.

Collaborations

Throughout his career, Dean has collaborated with talented individuals such as Yuyang Wang and Alexander Johannes Smola. These collaborations have further enriched his research and contributed to the advancement of forecasting methodologies.

Conclusion

Dean P. Foster is a pioneering inventor whose work in forecasting techniques has the potential to transform how multiple time series are analyzed and predicted. His contributions continue to influence the field and inspire future innovations.