Daniel K Xie

Title: The Innovations of Daniel K. Xie

Introduction

Daniel K. Xie is an accomplished inventor based in Sugar Land, TX (US). He has made significant contributions to the field of technology, particularly in network alignment and causal impact estimation. With a total of 2 patents, his work showcases innovative solutions to complex problems.

Latest Patents

One of Daniel's latest patents is titled "System and method for pairwise network alignment." This invention provides a system for aligning two networks by receiving datasets from each network, which consist of multiple nodes. The networks are embedded using multi-layer graph convolution to create network embeddings. An inner product similarity score is generated based on these embeddings, allowing for the estimation of node correspondence between the networks. Ultimately, the networks are aligned based on this correspondence.

Another notable patent is the "Comprehensive causal impact estimation system with a selective synthetic control." This system estimates the long-term causal effects of interventions on various entities. It generates a synthetic control from selected donor series, with parameters that can be tuned automatically or manually. The system produces post-intervention synthetic control values and determines the long-term causal effects of interventions on aggregate units similar to the donor series.

Career Highlights

Daniel K. Xie is currently employed at Hrl Laboratories, LLC, where he continues to develop innovative technologies. His work has garnered attention for its practical applications and contributions to the field.

Collaborations

Daniel collaborates with talented individuals such as Jiejun Xu and Tsai-Ching Lu, enhancing the innovative capacity of his projects.

Conclusion

Daniel K. Xie's contributions to technology through his patents reflect his dedication to innovation and problem-solving. His work in network alignment and causal impact estimation demonstrates the potential for significant advancements in these fields.