Netflix Data

Input: user-item preferences stored in a matrix

Sparseness level can be very low, 1% and less

Formal definition:

$n$ number of users (rows)
$m$ number of items (columns)
$\mathrm{\Omega }$ observation matrix, where $w_{ij}=1$ iff $a_{ij}$ is observed