Location History:
- Palo Alto, CA (US) (2022 - 2023)
- Menlo Park, CA (US) (2023)
Company Filing History:
Years Active: 2022-2025
Title: The Innovative Mind of Anton Valouev
Introduction
Anton Valouev is a prominent inventor based in Palo Alto, California. He has made significant contributions to the field of data classification, particularly in the context of cancer research. With a total of seven patents to his name, Valouev's work is at the forefront of technological advancements in medical diagnostics.
Latest Patents
Valouev's latest patents include groundbreaking systems and methods for data classification using convolutional neural networks. One notable patent focuses on the classification of cancer conditions across various types. This innovative approach involves obtaining cancer condition data and genotypic information from multiple training subjects. The genotypic constructs are formatted into vector sets, which are then processed through a convolutional neural network architecture. The network is trained to classify cancer conditions by adjusting filter weights based on the comparison of scores obtained from the input data.
Another significant patent involves methods for preparing dual-indexed DNA libraries for bisulfite conversion sequencing. This method enhances methylation profiling by utilizing a two-step indexing process to tag bisulfite-treated DNA with unique molecular identifiers. These advancements are crucial for improving the accuracy and efficiency of cancer diagnostics.
Career Highlights
Anton Valouev is currently associated with Grail, Inc., a company dedicated to early cancer detection through innovative technologies. His work at Grail has positioned him as a key player in the intersection of technology and healthcare. Valouev's expertise in data classification and machine learning has been instrumental in developing solutions that can potentially save lives.
Collaborations
Throughout his career, Valouev has collaborated with talented individuals such as Virgil Nicula and Darya Filippova. These collaborations have fostered an environment of innovation and creativity, leading to the development of cutting-edge technologies in cancer research.
Conclusion
Anton Valouev's contributions to the field of data classification and cancer diagnostics exemplify the power of innovation in healthcare. His patents and work at Grail, Inc. highlight the importance of technology in improving medical outcomes. Valouev's ongoing efforts continue to inspire advancements in the fight against cancer.