Efficient phase diagram construction based on uncertainty sampling

• The following command outputs the next point in 'next_point.csv' without parameter constraint.
  • python PDC_sampler.py data.csv --estimation [Estimation method] --sampling [Sampling method]
  • Estimation method: LP or LS
  • Sampling method: LC, MS, EA, or RS
• The following command outputs the next point in 'next_point.csv' with parameter constraint.
  • python PDC_sampler.py data.csv --estimation [Estimation method] --sampling [Sampling method] --parameter_constraint --prev_point '20, 100'
• The following command outputs the multiple next points in 'next_point.csv' without parameter constraint.
  • python PDC_sampler.py data.csv --estimation [Estimation method] --sampling [Sampling method] --multi_method [Multiple method] --multi_num [Number of suggestions] --NE_k [k]
  • Estimation method: LP or LS
  • Sampling method: LC, MS, EA, or RS
  • Multiple method: OU or NE (OU: Only US ranking, NE: Neighobr Exclusion)
  • Number of suggestions: integer
  • k: k value in neighbor exclusion

Kei Terayama, Ryo Tamura, Yoshitaro Nose, Hidenori Hiramatsu, Hideo Hosono, Yasushi Okuno, Koji Tsuda, Efficient Construction Method for Phase Diagrams Using Uncertainty Sampling, Physical Review Materials, Vol. 3, No. 3, 033802, 2019. [DOI: 10.1103/PhysRevMaterials.3.033802]