... light.tar.gz. An Improved Way to Make Large-Scale SVR Learning Practical 11373.1. RSVR and its simplified formulationRecently, the RSVM [12] was proposed as an alternate of thestandard SVM. Similar to ... ε2n×1.(7) An Improved Way to Make Large-Scale SVR Learning Practical 1141vectors. Therefore, for medium-size problems, standard SVR should be used, but for large problems, RSVR can effectivelyrestrict ... (10)3.2. Analytic solution for RSVRNote that there is little difference between generalized RSVRand SVR. The dual (6) does not contain an equality con-straint, but we can take advantage of (10) to...