Frances H. Arnold

Publication Activity (10 Years)

Years Active: 2003-2021
Publications (10 Years): 5

Top Topics

Gaussian Process

Protein Sequences

Machine Learning

Euclidean Space

Top Venues

Proc. Natl. Acad. Sci. USA

PLoS Comput. Biol.

Publications

Zachary Wu, Kadina E. Johnston, Frances H. Arnold, Kevin K. Yang
Protein sequence design with deep generative models. CoRR (2021)
Zachary Wu, S. B. Jennifer Kan, Russell D. Lewis, Bruce J. Wittmann, Frances H. Arnold
Machine learning-assisted directed protein evolution with combinatorial libraries. Proc. Natl. Acad. Sci. USA 116 (18) (2019)
Kevin K. Yang, Zachary Wu, Claire N. Bedbrook, Frances H. Arnold
Learned protein embeddings for machine learning. Bioinform. 34 (15) (2018)
Kevin K. Yang, Zachary Wu, Claire N. Bedbrook, Frances H. Arnold
Learned protein embeddings for machine learning. Bioinform. 34 (23) (2018)
Claire N. Bedbrook, Kevin K. Yang, Austin J. Rice, Viviana Gradinaru, Frances H. Arnold
Machine learning to design integral membrane channelrhodopsins for efficient eukaryotic expression and plasma membrane localization. PLoS Comput. Biol. 13 (10) (2017)
Philip A. Romero, Andreas Krause, Frances H. Arnold
Navigating the protein fitness landscape with Gaussian processes. Proc. Natl. Acad. Sci. USA 110 (3) (2013)
Philip A. Romero, Frances H. Arnold
Random Field Model Reveals Structure of the Protein Recombinational Landscape. PLoS Comput. Biol. 8 (10) (2012)
Yohei Yokobayashi, Frances H. Arnold
A Dual Selection Module for Directed Evolution of Genetic Circuits. Nat. Comput. 4 (3) (2005)
Yohei Yokobayashi, Cynthia H. Collins, Jared R. Leadbetter, Frances H. Arnold, Ron Weiss
Evolutionary Design of Genetic Circuits and Cell-Cell Communications. Adv. Complex Syst. 6 (1) (2003)