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I) y i ⇡ (g(x,a i)) (u)=(1eu)1 Empirical risk minimization min x f (x)= 1 n P i `(g(x,a i),y i) `(y,y0)=y y02 `(y,y0) = log(1 eyy0) min x f (x) f (x) f (x) def= E z(f (x, z)) def= 1 n P n i=1 f i(x) finite sum / empirical integral / expectation sampling n !(1) where F= ff(x) = w q(x)g(q Rm!T;w2RT) is the space of regression trees (also known as CART) Here qrepresents the structure of each tree that maps an example to theJ l W È r X s y z T W n d } h v z å z v õ y h b q ¤ ¥ ö H y ß W $ r d } ^ y õ ¾ ß v b q O y z õ Ï Ü è s ¤ ¥ ö H u y r d V } 9 Û z Ë Å y ¢ r ² b ) Â s v î d W !

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Balanced MetaSoftmax for LongTailed Visual Recognition Jiawei Ren 1, Cunjun Yu , Shunan Sheng1,2, Xiao Ma1,3, Haiyu Zhao1*, Shuai Yi1, Hongsheng Li4 1 SenseTime Research 2 Nanyang Technological University 3 National University of Singapore 4 Multimedia Laboratory, The Chinese University of Hong Kong {renjiawei, zhaohaiyu, yishuai}@sensetimecom cunjunyu@gmailcomWith a good fwe can make predictions of Y at new points X= x We can understand which components of X= (X1;X2;;X p) are important in explaining Y, and which are irrelevant eg Seniority and Years ofAcademiaedu is a platform for academics to share research papers

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72DESCENT METHODS Definition 26 Descent direction h is a descent direction for Fat x if h>F0(x)I;y ig N L i=1 along with unlabeled data S U = fx ig N U i=1 Usually, the size of the unlabeled data is much larger than the size of the labeled data N U ˛N L It is possible to turn any semisupervised learning problem into a supervised learning problem by discarding the unlabeled data S U and training a model using only the labeled data SI;y i)g m i=1 drawn iid from D The goal is to construct a function f X!Ythat predicts yfrom x We would like the true risk to be as small as possible, where the true risk is R true (f) = P (X;Y)˘D (f(X) = Y) = E (X;Y)˘D 1 f(X)=Y Did you recognize this nice thing that comes from the de nition of expectation and probability?

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