Topological Data Analysis in Materials Science: Principles, Machine Learning Integration, and Application Landscapes.

Zheng S, Wang B, Zhang M, Tan J, Lv HB, Liu R, Shi ZZ, Li X, Wang R, Zhang S, Li J, Zhao Y, Wu J, Li JF, Yau ST, Pan F

Open source

DOI
10.1021/acs.chemrev.5c01098
Published
2026 Jun 24
Container
Chemical reviews
Publisher
Not recorded
Open access
unknown

Credibility signals

limited evidence Score 43/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.1021/acs.chemrev.5c01098,
  title = {Topological Data Analysis in Materials Science: Principles, Machine Learning Integration, and Application Landscapes.},
  author = {Zheng S and Wang B and Zhang M and Tan J and Lv HB and Liu R and Shi ZZ and Li X and Wang R and Zhang S and Li J and Zhao Y and Wu J and Li JF and Yau ST and Pan F},
  year = {2026},
  journal = {Chemical reviews},
  doi = {10.1021/acs.chemrev.5c01098},
  url = {https://doi.org/10.1021/acs.chemrev.5c01098}
}

RIS

TY  - JOUR
TI  - Topological Data Analysis in Materials Science: Principles, Machine Learning Integration, and Application Landscapes.
AU  - Zheng S
AU  - Wang B
AU  - Zhang M
AU  - Tan J
AU  - Lv HB
AU  - Liu R
AU  - Shi ZZ
AU  - Li X
AU  - Wang R
AU  - Zhang S
AU  - Li J
AU  - Zhao Y
AU  - Wu J
AU  - Li JF
AU  - Yau ST
AU  - Pan F
PY  - 2026
JO  - Chemical reviews
DO  - 10.1021/acs.chemrev.5c01098
UR  - https://doi.org/10.1021/acs.chemrev.5c01098
ER  - 

APA

S, Z., B, W., M, Z., J, T., HB, L., R, L., ZZ, S., X, L., R, W., S, Z., J, L., Y, Z., J, W., JF, L., ST, Y., & F, P. (2026). Topological Data Analysis in Materials Science: Principles, Machine Learning Integration, and Application Landscapes.. Chemical reviews. https://doi.org/10.1021/acs.chemrev.5c01098

Source records