Unsupervised Learning, Complex Systems, Principal Component, Dimensionality Reduction, Emergence.
Image by the author. Now it's possible to see that the PCA first component indeed captured the order parameter for the 2D Ising Model! Whence, more advanced unsupervised learning methods can be used to find phase transitions and emergent phenomena for more complex data and models. Comparison