Hogun Park

Title: Hogun Park: Innovator in Artificial Intelligence and Neural Networks

Introduction

Hogun Park is a notable inventor based in West Lafayette, Indiana, with a focus on advancements in artificial intelligence and neural networks. He holds two patents that reflect his innovative contributions to the field. His work is characterized by a blend of expert intuition and data-driven methodologies.

Latest Patents

Hogun Park's latest patents include a method for resolving conflicts between experts' intuition and data-driven artificial intelligence models. This method involves receiving training data and experts' intuition, training a machine learning model based on the training data, and predicting a class label for new data inputs. The process also includes estimating the degree of similarity of a target attribute of the new data input relative to the training data and selectively applying corrections to the class label based on this similarity. The target attribute is closely related to the experts' intuition.

Another significant patent focuses on the diagnosis of neural networks. This invention relates to the systematic explanation of neural model behavior and the effective deduction of its vulnerabilities. Input data is received for the neural model, which generates output data. The accuracy of this output data is evaluated, and vulnerabilities corresponding to the output data accuracy are identified. An explanation of the output data and the identified vulnerabilities is generated, serving as an indicator of the alignment of the input data with the output data.

Career Highlights

Hogun Park is currently employed at International Business Machines Corporation (IBM), where he continues to push the boundaries of technology and innovation. His work at IBM has allowed him to contribute significantly to the field of artificial intelligence.

Collaborations

Hogun Park collaborates with talented individuals such as Peifeng Yin and Heiko Hary Ludwig, enhancing the innovative environment in which he works.

Conclusion

Hogun Park is a distinguished inventor whose work in artificial intelligence and neural networks has led to significant advancements in the field. His patents demonstrate a commitment to integrating expert intuition with data-driven models, showcasing his innovative spirit and dedication to technology.