Alan H Schoen

Title: Alan H Schoen: Innovator in Predictive Modeling

Introduction

Alan H Schoen is a notable inventor based in Carbondale, IL (US). He has made significant contributions to the field of predictive modeling, holding a total of 5 patents. His work focuses on techniques that enhance the accuracy and efficiency of prediction models.

Latest Patents

Among his latest patents, Schoen has developed techniques for deriving and leveraging application-centric model metrics. These techniques involve quantifying the accuracy of a prediction model that has been trained on a dataset parameterized by multiple features. The model operates in accordance with a theoretical performance manifold over an intractable input space. A key aspect of his work is determining which features are strongly correlated with the model's performance. Based on these features, parameterized sub-models are created to approximate the intractable input space. Prototype exemplars are generated for each sub-model, allowing the model to match with the respective sub-model effectively. The accuracy of the model is then quantified using these generated prototype exemplars.

Another significant patent involves recommending a prediction model from a selection of different models. Each model is trained on a respective dataset and performs according to its theoretical performance manifold. The process includes receiving an indication of a definable region related to these performance manifolds and linking this region to the features parameterizing the respective performance manifold. By identifying portions of the performance manifold, the expected performance of the models is compared, leading to recommendations for the most suitable models.

Career Highlights

Throughout his career, Alan H Schoen has worked with various companies, including Maxar Mission Solutions Inc. His innovative approaches have positioned him as a key figure in the development of advanced predictive modeling techniques.

Collaborations

Schoen has collaborated with notable individuals such as Arnold Boedihardjo and Adam Estrada. These collaborations have contributed to the advancement of his research and the successful implementation of his patented techniques.

Conclusion

Alan H Schoen's contributions to predictive modeling through his patents and collaborations highlight his role as an influential inventor in the field. His innovative techniques continue to shape the landscape of predictive analytics.