arXiv Open Access 2020

Notes on Computational Graph and Jacobian Accumulation

Yichong Zhou
Lihat Sumber

Abstrak

The optimal calculation order of a computational graph can be represented by a set of algebraic expressions. Computational graph and algebraic expression both have close relations and significant differences, this paper looks into these relations and differences, making plain their interconvertibility. By revealing different types of multiplication relations in algebraic expressions and their elimination dependencies in line-graph, we establish a theoretical limit on the efficiency of face elimination.

Topik & Kata Kunci

Penulis (1)

Y

Yichong Zhou

Format Sitasi

Zhou, Y. (2020). Notes on Computational Graph and Jacobian Accumulation. https://arxiv.org/abs/2012.15034

Akses Cepat

Lihat di Sumber
Informasi Jurnal
Tahun Terbit
2020
Bahasa
en
Sumber Database
arXiv
Akses
Open Access ✓