MARC보기
LDR00000nam u2200205 4500
001000000434733
00520200227102402
008200131s2020 ||||||||||||||||| ||eng d
020 ▼a 9781392874592
035 ▼a (MiAaPQ)AAI27544154
040 ▼a MiAaPQ ▼c MiAaPQ ▼d 247004
0820 ▼a 658
1001 ▼a Cooper, Hal James.
24510 ▼a Network Structures, Concurrency, and Interpretability: Lessons from the Development of an AI Enabled Graph Database System.
260 ▼a [S.l.]: ▼b Columbia University., ▼c 2020.
260 1 ▼a Ann Arbor: ▼b ProQuest Dissertations & Theses, ▼c 2020.
300 ▼a 174 p.
500 ▼a Source: Dissertations Abstracts International, Volume: 81-05, Section: B.
500 ▼a Advisor: Iyengar, Garud N.
5021 ▼a Thesis (Ph.D.)--Columbia University, 2020.
506 ▼a This item must not be sold to any third party vendors.
520 ▼a This thesis describes the development of the SmartGraph, an AI enabled graph database.The need for such a system has been independently recognized in the isolated fields of graphdatabases, graph computing, and computational graph deep learning systems, such as TensorFlow.Though prior works have investigated some relationships between these fields, we believe that theSmartGraph is the first system designed from conception to incorporate the most significant anduseful characteristics of each. Examples include the ability to store graph structured data, runanalytics natively on this data, and run gradient descent algorithms. It is the synergistic aspectsof combining these fields that provide the most novel results presented in this dissertation. Keyamong them is how the notion of "graph querying" as used in graph databases can be used to solvea problem that has plagued deep learning systems since their inception
590 ▼a School code: 0054.
650 4 ▼a Computer science.
650 4 ▼a Operations research.
690 ▼a 0984
690 ▼a 0796
71020 ▼a Columbia University. ▼b Operations Research.
7730 ▼t Dissertations Abstracts International ▼g 81-05B.
773 ▼t Dissertation Abstract International
790 ▼a 0054
791 ▼a Ph.D.
792 ▼a 2020
793 ▼a English
85640 ▼u http://www.riss.kr/pdu/ddodLink.do?id=T15494475 ▼n KERIS ▼z 이 자료의 원문은 한국교육학술정보원에서 제공합니다.
980 ▼a 202002 ▼f 2020
990 ▼a ***1008102
991 ▼a E-BOOK