4 ms·
I believe it is a consequence of A) netflix evaluating the algorithms in terms of the squared error and B) different classification algorithms making different
by lliiffee 17y ago
I believe it is a consequence of A) netflix evaluating the algorithms in terms of the squared error and B) different classification algorithms making different types of mistakes.
Take a simple example, with two movies (A and B), and two algorithms (X and Y). Say Alg. X rates movie A perfectly, but is off by 2 for movie B. Meanwhile, Alg. Y rates movie B perfectly, but is off by 2 for movie A.
The squared errors for the different algorithms will be:
Alg X: 4 (=0^2 + 2^2)
Alg Y: 4 (=2^2 + 0^2)
Mean of Alg X and Alg Y: 2 (=1^2 + 1^2)