Company Filing History:
Years Active: 2020-2023
Title: The Innovative Contributions of Jeffrey A Johnson
Introduction
Jeffrey A Johnson is a notable inventor based in Frisco, Texas, recognized for his contributions to technology-assisted document review. With a total of five patents to his name, Johnson has made significant strides in enhancing the efficiency and effectiveness of document classification processes.
Latest Patents
Among his latest patents is a method for diversity sampling in technology-assisted document review. This innovative technology implements a systematic approach to obtain an unlabeled set of documents and constructs a first batch for review. The apparatus then obtains labels for these documents and develops a classification model based on the labeled data. By logging the found rate of subsequent batches, the apparatus can determine if further training of the classification model is necessary. This iterative process allows for the continuous refinement of the model, ensuring that it incorporates a diverse range of documents based on the found rate.
Another significant patent by Johnson is focused on enhancing batch-mode active learning for technology-assisted review of documents. This method is particularly relevant in the electronic document review field, where it aims to improve the efficiency of reviewing legal documents. The apparatus and methods he developed facilitate a more effective approach to document review, ultimately benefiting various industries that rely on accurate and timely document processing.
Career Highlights
Throughout his career, Johnson has worked with reputable companies such as Legility Data Solutions and Consilio. His experience in these organizations has allowed him to apply his innovative ideas in practical settings, contributing to advancements in document review technologies.
Collaborations
Johnson has collaborated with talented individuals in the field, including Chandler L Burgess and Md Ahsan Habib. These partnerships have likely enriched his work and fostered a collaborative environment for innovation.
Conclusion
Jeffrey A Johnson's contributions to technology-assisted document review exemplify the impact of innovation in the field. His patents reflect a commitment to improving document classification processes, showcasing his expertise and dedication to advancing technology.