In today's scientific and industrial fields, high-dimensional data in which numerous variables are observed simultaneously, such as genomic, climate, financial, and sensor data, are rapidly increasing. In such data, it is important to learn the dependent structures connecting the variables and to id entify a "dependence map" that reveals hidden information in massive data sets. ...read more read less