Exploring dimension learning via a penalized probabilistic principal component analysis

Wei Q. Deng, Radu V. Craiu

Establishing a low-dimensional representation of the data leads to efficient data learning strategies. In many cases, the reduced dimension needs to be explicitly stated and estima…