A building block for hardware belief networks

被引:55
作者
Behin-Aein, Behtash [1 ]
Diep, Vinh [2 ]
Datta, Supriyo [2 ]
机构
[1] GLOBALFOUNDRIES Inc, Santa Clara, CA 95054 USA
[2] Purdue Univ, Sch ECE, W Lafayette, IN 47907 USA
关键词
SPIN-ORBIT TORQUE;
D O I
10.1038/srep29893
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Belief networks represent a powerful approach to problems involving probabilistic inference, but much of the work in this area is software based utilizing standard deterministic hardware based on the transistor which provides the gain and directionality needed to interconnect billions of them into useful networks. This paper proposes a transistor like device that could provide an analogous building block for probabilistic networks. We present two proof-of-concept examples of belief networks, one reciprocal and one non-reciprocal, implemented using the proposed device which is simulated using experimentally benchmarked models.
引用
收藏
页数:10
相关论文
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