6.1 Non-asymptotic Analysis:Concentration inequality Based on Taylor series expansion,we arrive at -]小 DeoB=,henee wen%≥8p,叱2作1,his 5.学 Hnce ege[ew]s2辰e-2a 1111 Based on Taylor series expansion, we arrive at 6.1 Non-asymptotic Analysis: Concentration inequality ( ) ( ) 1 2 1 1/4 1/4 4 2 2 1 1! 2! e e e = + + + Due to 2 2 t n L = , hence when , 2 8 t n L 2 1 , thus 1/4 1+2 ( 1) C C e e − − = Hence we get ( ) ( ) 1 2 1 1/4 1/4 4 1/4 2 1 2 1+2 ( 1) 1! 2! e e e e + + + = −