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math.ST2014★ 33 cited
Learning Theory for Distribution Regression
Zoltan Szabo, Bharath Sriperumbudur, Barnabas Poczos +1
We focus on the distribution regression problem: regressing to vector-valued outputs from probability measures. Many important machine learning and statistical tasks fit into this…
math.ST2014★ 22 cited
Two-stage Sampled Learning Theory on Distributions
Zoltan Szabo, Arthur Gretton, Barnabas Poczos +1
We focus on the distribution regression problem: regressing to a real-valued response from a probability distribution. Although there exist a large number of similarity measures be…