Unsupervised Learning, Complex Systems, Principal Component, Dimensionality Reduction, Emergence.
unsupervised learning without any input besides the system state, i.e. the matrix containing all the spin values [1]. For the 2D Ising model, PCA can be performed and even lead to the identification of the order parameter. Unknown phase transition and unsupervised learning Phase transitions or