Finding the flow configuration that minimizes energy dissipation

... arg min θ. 1 n n. X i=1 log. fθTRUE (ci |wi ) fθ(ci |wi ) n→∞. −−−→LLN arg min θ. E(W ,C)∼fθTRUE. [log. fθTRUE (C|W ) fθ(C|W ). ] = arg min θ. DKL(θTRUE ∥ θ) = ... Iterable Collections · argmin(f, domain). Return a value x from domain for which f(x) is minimised. · argmin(itr). Return the index or key of the minimal element ... ... argmin KL[Pkq])?. For a factored approximation the (clique) marginals obtained by minimising this KL are correct: argmin qi. KL h. P(Y|X). Y qj (Yj |X) i. = ... In mathematics, the arguments of the maxima (abbreviated arg max or argmax) and arguments of the minima (abbreviated arg min or argmin) are the input points Numpy where returns the indices of True values in a Boolean array. You can use these indices to index into an array, and get the matching elements. argmin ! E1y≠ ℎ x classification: ℎ x = .y ≈ y prediction train: test: ground truth standard input features learned model. Page 4. argmin ! E1y≠ ℎ x. argmin f argmin g s > s ——>. x c argminf <=> s(x) = 0 f f f. ( ) f f f. ( ). Page 4. Let denote the solution of the subgradient orbit: argmin f. By integration:. Sep 12, 2020 ... ... argmin() functions very clearly. argmax() : Returns indices of the max element of the array in a particular axis. If the axis is not given ... argmin offers abstractions over basic Vec s, ndarray and nalgebra types. For performance reasons, the latter two should be preferred. Which one to use is a ... k+1 E argmin. ⇢. 8><. > : bH(⇢) +. ◊. 2. 2. (⇢,⇢. ⌧ k. ) 2⌧. 9>= >. ; converges to trajectories of the heat equation. ‣It is also the steepest descent in ...