자료유형  

 학위논문

Control Number  

0016933573

International Standard Book Number  

9798379869656

Dewey Decimal Classification Number  

006

Main Entry-Personal Name  

Townshend, Raphael John Lamarre.

Publication, Distribution, etc. (Imprint  

[S.l.] : Stanford University., 2021

Publication, Distribution, etc. (Imprint  

Ann Arbor : ProQuest Dissertations & Theses, 2021

Physical Description  

1 online resource(98 p.)

General Note  

Source: Dissertations Abstracts International, Volume: 85-01, Section: B.

General Note  

Advisor: Dror, Ron;Altman, Russ;Kundaje, Anshul.

Dissertation Note  

Thesis (Ph.D.)--Stanford University, 2021.

Restrictions on Access Note  

This item must not be sold to any third party vendors.

Summary, Etc.  

요약The shape of a macromolecule such as a protein, RNA, or DNA, is intrinsically linked to its biological function. Better reasoning about these shapes may unlock new scientific discoveries in human health and open a path towards the rational design of novel medicines and materials. I demonstrate the potential of machine learning in this area by discussing the design of a new class of neural networks that are geometric in nature: they exploit the three-dimensional arrangement of atoms-thereby modeling the underlying physical processes of molecular structure-to generalize to new and unseen molecules. These results point to machine learning as an area of great promise for structural biology.

Subject Added Entry-Topical Term  

Carbon.

Subject Added Entry-Topical Term  

Neural networks.

Subject Added Entry-Topical Term  

Symmetry.

Subject Added Entry-Topical Term  

Design.

Subject Added Entry-Topical Term  

Amino acids.

Subject Added Entry-Topical Term  

Information processing.

Subject Added Entry-Topical Term  

Engineering.

Subject Added Entry-Topical Term  

Biology.

Subject Added Entry-Topical Term  

Interfaces.

Subject Added Entry-Topical Term  

Statistics.

Added Entry-Corporate Name  

Stanford University.

Host Item Entry  

Dissertations Abstracts International. 85-01B.

Host Item Entry  

Dissertation Abstract International

Electronic Location and Access  

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Control Number  

joongbu:640315