Nicholas A Lineback

Title: Innovations of Nicholas A Lineback

Introduction

Nicholas A Lineback is a prominent inventor based in Alameda, CA. He has made significant contributions to the field of image processing and neural networks. With a total of five patents to his name, he continues to push the boundaries of technology through his innovative approaches.

Latest Patents

One of his latest patents is focused on tagging similar images using a neural network. This approach involves a knowledge manager selecting an extraction layer from a convolutional neural network that was trained on an initial set of images. The knowledge manager processes subsequent images obtained from crawling a computer network, extracting image feature sets from the selected extraction layer and generating tags from metadata associated with these images. When a new image is received, the knowledge manager extracts a new image feature set and assigns tags based on an evaluation of the new image feature set against those of the subsequent images.

Another notable patent by Lineback is a clustering technique for optimized search over high-dimensional space. In this approach, a knowledge manager locates centroids in a high-dimensional vector space that are closest to a new image feature set. The manager performs nearest neighbor searches on feature sets included in clusters corresponding to the located centroids. The closest feature sets are then selected, marking images corresponding to these features as similar to the new image.

Career Highlights

Nicholas A Lineback is currently employed at International Business Machines Corporation, commonly known as IBM. His work at IBM has allowed him to collaborate with other talented individuals in the field, enhancing his contributions to technology and innovation.

Collaborations

Some of his notable coworkers include Aaron Chavez and Devin R Harper. Their collaboration has fostered an environment of creativity and innovation, leading to advancements in their respective fields.

Conclusion

Nicholas A Lineback is a distinguished inventor whose work in image processing and neural networks has led to several impactful patents. His contributions continue to shape the future of technology and innovation.