设实际极差为 5 ( 1 + δ ) \sqrt{\htmlData{tutor-start=6,tutor-end=7}{5}}\htmlData{tutor-start=8,tutor-end=9}{(}\htmlData{tutor-start=9,tutor-end=10}{1}\htmlData{tutor-start=10,tutor-end=11}{+}\htmlData{tutor-start=11,tutor-end=17}{\delta}\htmlData{tutor-start=17,tutor-end=18}{)} 5 ( 1 + δ ) ,即 z i ∈ [ − δ , 1 + δ ] \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} \htmlData{tutor-start=6,tutor-end=10}{\in }\htmlData{tutor-start=10,tutor-end=11}{[}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=18}{\delta}\htmlData{tutor-start=18,tutor-end=19}{,} \htmlData{tutor-start=20,tutor-end=21}{1}\htmlData{tutor-start=21,tutor-end=22}{+}\htmlData{tutor-start=22,tutor-end=28}{\delta}\htmlData{tutor-start=28,tutor-end=29}{]} z i ∈ [ − δ , 1 + δ ] (经适当平移缩放,这里简化描述,核心是 z i \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} z i 偏离 { 0 , 1 } \htmlData{tutor-start=0,tutor-end=2}{\{}\htmlData{tutor-start=2,tutor-end=3}{0}\htmlData{tutor-start=3,tutor-end=4}{,}\htmlData{tutor-start=4,tutor-end=5}{1}\htmlData{tutor-start=5,tutor-end=7}{\}} { 0 , 1 } 的程度)。我们需要证明 δ ≥ C n − 1.5 \htmlData{tutor-start=0,tutor-end=7}{\delta }\htmlData{tutor-start=7,tutor-end=11}{\ge }\htmlData{tutor-start=11,tutor-end=12}{C} \htmlData{tutor-start=13,tutor-end=14}{n}^{\htmlData{tutor-start=16,tutor-end=17}{-}\htmlData{tutor-start=17,tutor-end=18}{1}\htmlData{tutor-start=18,tutor-end=19}{.}\htmlData{tutor-start=19,tutor-end=20}{5}} δ ≥ C n − 1 . 5 。
构造多项式 h ( z ) = 2 z 3 − 3 z 2 + 1 = ( z − 1 ) 2 ( 2 z + 1 ) \htmlData{tutor-start=0,tutor-end=1}{h}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{2}\htmlData{tutor-start=8,tutor-end=9}{z}^{\htmlData{tutor-start=11,tutor-end=12}{3}} \htmlData{tutor-start=14,tutor-end=15}{-} \htmlData{tutor-start=16,tutor-end=17}{3}\htmlData{tutor-start=17,tutor-end=18}{z}^{\htmlData{tutor-start=20,tutor-end=21}{2}} \htmlData{tutor-start=23,tutor-end=24}{+} \htmlData{tutor-start=25,tutor-end=26}{1} \htmlData{tutor-start=27,tutor-end=28}{=} \htmlData{tutor-start=29,tutor-end=30}{(}\htmlData{tutor-start=30,tutor-end=31}{z}\htmlData{tutor-start=31,tutor-end=32}{-}\htmlData{tutor-start=32,tutor-end=33}{1}\htmlData{tutor-start=33,tutor-end=34}{)}^{\htmlData{tutor-start=36,tutor-end=37}{2}}\htmlData{tutor-start=38,tutor-end=39}{(}\htmlData{tutor-start=39,tutor-end=40}{2}\htmlData{tutor-start=40,tutor-end=41}{z}\htmlData{tutor-start=41,tutor-end=42}{+}\htmlData{tutor-start=42,tutor-end=43}{1}\htmlData{tutor-start=43,tutor-end=44}{)} h ( z ) = 2 z 3 − 3 z 2 + 1 = ( z − 1 ) 2 ( 2 z + 1 ) 。注意到 h ( 0 ) = 1 , h ( 1 ) = 0 \htmlData{tutor-start=0,tutor-end=1}{h}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{0}\htmlData{tutor-start=3,tutor-end=4}{)}\htmlData{tutor-start=4,tutor-end=5}{=}\htmlData{tutor-start=5,tutor-end=6}{1}\htmlData{tutor-start=6,tutor-end=7}{,} \htmlData{tutor-start=8,tutor-end=9}{h}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{1}\htmlData{tutor-start=11,tutor-end=12}{)}\htmlData{tutor-start=12,tutor-end=13}{=}\htmlData{tutor-start=13,tutor-end=14}{0} h ( 0 ) = 1 , h ( 1 ) = 0 ,且在 0 , 1 \htmlData{tutor-start=0,tutor-end=1}{0}\htmlData{tutor-start=1,tutor-end=2}{,} \htmlData{tutor-start=3,tutor-end=4}{1} 0 , 1 附近变化平缓。
更重要的是,利用矩条件:∑ h ( z i ) = 2 ( 3 n ) − 3 ( 2 n ) + n = n \sum \htmlData{tutor-start=5,tutor-end=6}{h}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{2}\htmlData{tutor-start=17,tutor-end=18}{(}\htmlData{tutor-start=18,tutor-end=19}{3}\htmlData{tutor-start=19,tutor-end=20}{n}\htmlData{tutor-start=20,tutor-end=21}{)} \htmlData{tutor-start=22,tutor-end=23}{-} \htmlData{tutor-start=24,tutor-end=25}{3}\htmlData{tutor-start=25,tutor-end=26}{(}\htmlData{tutor-start=26,tutor-end=27}{2}\htmlData{tutor-start=27,tutor-end=28}{n}\htmlData{tutor-start=28,tutor-end=29}{)} \htmlData{tutor-start=30,tutor-end=31}{+} \htmlData{tutor-start=32,tutor-end=33}{n} \htmlData{tutor-start=34,tutor-end=35}{=} \htmlData{tutor-start=36,tutor-end=37}{n} ∑ h ( z i ) = 2 ( 3 n ) − 3 ( 2 n ) + n = n ?不对,需重新匹配系数。
参考解答中使用的是 h ( z ) = 1 − 3 z 2 + 2 z 3 \htmlData{tutor-start=0,tutor-end=1}{h}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{1} \htmlData{tutor-start=9,tutor-end=10}{-} \htmlData{tutor-start=11,tutor-end=12}{3}\htmlData{tutor-start=12,tutor-end=13}{z}^{\htmlData{tutor-start=15,tutor-end=16}{2}} \htmlData{tutor-start=18,tutor-end=19}{+} \htmlData{tutor-start=20,tutor-end=21}{2}\htmlData{tutor-start=21,tutor-end=22}{z}^{\htmlData{tutor-start=24,tutor-end=25}{3}} h ( z ) = 1 − 3 z 2 + 2 z 3 (归一化后)。让我们用标准形式:
考虑 Q ( z ) = z 2 ( 1 − z ) 2 \htmlData{tutor-start=0,tutor-end=1}{Q}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{z}^{\htmlData{tutor-start=10,tutor-end=11}{2}}\htmlData{tutor-start=12,tutor-end=13}{(}\htmlData{tutor-start=13,tutor-end=14}{1}\htmlData{tutor-start=14,tutor-end=15}{-}\htmlData{tutor-start=15,tutor-end=16}{z}\htmlData{tutor-start=16,tutor-end=17}{)}^{\htmlData{tutor-start=19,tutor-end=20}{2}} Q ( z ) = z 2 ( 1 − z ) 2 或类似形式来度量偏离度。
参考解答的精妙之处在于使用了 h ( z ) = ( 1 − z ) 2 ( 1 + 2 z ) \htmlData{tutor-start=0,tutor-end=1}{h}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{(}\htmlData{tutor-start=8,tutor-end=9}{1}\htmlData{tutor-start=9,tutor-end=10}{-}\htmlData{tutor-start=10,tutor-end=11}{z}\htmlData{tutor-start=11,tutor-end=12}{)}^{\htmlData{tutor-start=14,tutor-end=15}{2}}\htmlData{tutor-start=16,tutor-end=17}{(}\htmlData{tutor-start=17,tutor-end=18}{1}\htmlData{tutor-start=18,tutor-end=19}{+}\htmlData{tutor-start=19,tutor-end=20}{2}\htmlData{tutor-start=20,tutor-end=21}{z}\htmlData{tutor-start=21,tutor-end=22}{)} h ( z ) = ( 1 − z ) 2 ( 1 + 2 z ) 和 g ( z ) = 2 z ( 1 − z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{2}\htmlData{tutor-start=8,tutor-end=9}{z}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{1}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=13}{z}\htmlData{tutor-start=13,tutor-end=14}{)} g ( z ) = 2 z ( 1 − z ) 。
1. **误差累积**:∑ h ( z i ) \sum \htmlData{tutor-start=5,tutor-end=6}{h}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)} ∑ h ( z i ) 的理论值与实际值的差由 ∥ p n ∥ \htmlData{tutor-start=0,tutor-end=2}{\|} \htmlData{tutor-start=3,tutor-end=4}{p}\htmlData{tutor-start=4,tutor-end=5}{n} \htmlData{tutor-start=6,tutor-end=8}{\|} ∥ p n ∥ 控制。具体地,∑ h ( z i ) = n − p n \sum \htmlData{tutor-start=5,tutor-end=6}{h}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{n} \htmlData{tutor-start=18,tutor-end=19}{-} \htmlData{tutor-start=20,tutor-end=21}{p}\htmlData{tutor-start=21,tutor-end=22}{n} ∑ h ( z i ) = n − p n (若 z i ∈ { 0 , 1 } \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} \htmlData{tutor-start=6,tutor-end=10}{\in }\htmlData{tutor-start=10,tutor-end=12}{\{}\htmlData{tutor-start=12,tutor-end=13}{0}\htmlData{tutor-start=13,tutor-end=14}{,}\htmlData{tutor-start=14,tutor-end=15}{1}\htmlData{tutor-start=15,tutor-end=17}{\}} z i ∈ { 0 , 1 } 则为 n − p n \htmlData{tutor-start=0,tutor-end=1}{n}\htmlData{tutor-start=1,tutor-end=2}{-}\htmlData{tutor-start=2,tutor-end=3}{p}\htmlData{tutor-start=3,tutor-end=4}{n} n − p n 的整数部分偏差)。实际上 ∥ ∑ h ( z i ) ∥ ≥ ∥ p n ∥ \htmlData{tutor-start=0,tutor-end=2}{\|} \sum \htmlData{tutor-start=8,tutor-end=9}{h}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{z}_{\htmlData{tutor-start=13,tutor-end=14}{i}}\htmlData{tutor-start=15,tutor-end=16}{)} \htmlData{tutor-start=17,tutor-end=19}{\|} \htmlData{tutor-start=20,tutor-end=24}{\ge }\htmlData{tutor-start=24,tutor-end=26}{\|} \htmlData{tutor-start=27,tutor-end=28}{p}\htmlData{tutor-start=28,tutor-end=29}{n} \htmlData{tutor-start=30,tutor-end=32}{\|} ∥ ∑ h ( z i ) ∥ ≥ ∥ p n ∥ 。
2. **局部 bound**:在 z ∈ [ − ϵ , 1 + ϵ ] \htmlData{tutor-start=0,tutor-end=1}{z} \htmlData{tutor-start=2,tutor-end=6}{\in }\htmlData{tutor-start=6,tutor-end=7}{[}\htmlData{tutor-start=7,tutor-end=8}{-}\htmlData{tutor-start=8,tutor-end=16}{\epsilon}\htmlData{tutor-start=16,tutor-end=17}{,} \htmlData{tutor-start=18,tutor-end=19}{1}\htmlData{tutor-start=19,tutor-end=20}{+}\htmlData{tutor-start=20,tutor-end=28}{\epsilon}\htmlData{tutor-start=28,tutor-end=29}{]} z ∈ [ − ϵ , 1 + ϵ ] 范围内,可以证明 ∣ h ( z ) − linear approx ∣ ≤ K ⋅ dist ( z , { 0 , 1 } ) 2 \htmlData{tutor-start=0,tutor-end=1}{|}\htmlData{tutor-start=1,tutor-end=2}{h}\htmlData{tutor-start=2,tutor-end=3}{(}\htmlData{tutor-start=3,tutor-end=4}{z}\htmlData{tutor-start=4,tutor-end=5}{)} \htmlData{tutor-start=6,tutor-end=7}{-} \text{\htmlData{tutor-start=14,tutor-end=15}{l}\htmlData{tutor-start=15,tutor-end=16}{i}\htmlData{tutor-start=16,tutor-end=17}{n}\htmlData{tutor-start=17,tutor-end=18}{e}\htmlData{tutor-start=18,tutor-end=19}{a}\htmlData{tutor-start=19,tutor-end=20}{r} \htmlData{tutor-start=21,tutor-end=22}{a}\htmlData{tutor-start=22,tutor-end=23}{p}\htmlData{tutor-start=23,tutor-end=24}{p}\htmlData{tutor-start=24,tutor-end=25}{r}\htmlData{tutor-start=25,tutor-end=26}{o}\htmlData{tutor-start=26,tutor-end=27}{x}}\htmlData{tutor-start=28,tutor-end=29}{|} \htmlData{tutor-start=30,tutor-end=34}{\le }\htmlData{tutor-start=34,tutor-end=35}{K} \htmlData{tutor-start=36,tutor-end=42}{\cdot }\text{\htmlData{tutor-start=48,tutor-end=49}{d}\htmlData{tutor-start=49,tutor-end=50}{i}\htmlData{tutor-start=50,tutor-end=51}{s}\htmlData{tutor-start=51,tutor-end=52}{t}}\htmlData{tutor-start=53,tutor-end=54}{(}\htmlData{tutor-start=54,tutor-end=55}{z}\htmlData{tutor-start=55,tutor-end=56}{,} \htmlData{tutor-start=57,tutor-end=59}{\{}\htmlData{tutor-start=59,tutor-end=60}{0}\htmlData{tutor-start=60,tutor-end=61}{,}\htmlData{tutor-start=61,tutor-end=62}{1}\htmlData{tutor-start=62,tutor-end=64}{\}}\htmlData{tutor-start=64,tutor-end=65}{)}^{\htmlData{tutor-start=67,tutor-end=68}{2}} ∣ h ( z ) − l i n e a r a p p r o x ∣ ≤ K ⋅ d i s t ( z , { 0 , 1 } ) 2 。更直接地,参考解答证明了 ∥ h ( z i ) ∥ ≤ 4 ∥ z i ∥ 2 \htmlData{tutor-start=0,tutor-end=2}{\|} \htmlData{tutor-start=3,tutor-end=4}{h}\htmlData{tutor-start=4,tutor-end=5}{(}\htmlData{tutor-start=5,tutor-end=6}{z}_{\htmlData{tutor-start=8,tutor-end=9}{i}}\htmlData{tutor-start=10,tutor-end=11}{)} \htmlData{tutor-start=12,tutor-end=14}{\|} \htmlData{tutor-start=15,tutor-end=19}{\le }\htmlData{tutor-start=19,tutor-end=20}{4} \htmlData{tutor-start=21,tutor-end=23}{\|} \htmlData{tutor-start=24,tutor-end=25}{z}_{\htmlData{tutor-start=27,tutor-end=28}{i}} \htmlData{tutor-start=30,tutor-end=32}{\|}^{\htmlData{tutor-start=34,tutor-end=35}{2}} ∥ h ( z i ) ∥ ≤ 4 ∥ z i ∥ 2 (这里 ∥ z ∥ \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=5}{\|} ∥ z ∥ 指到最近整数 0 或 1 的距离)。
3. **综合**:∑ ∥ z i ∥ 2 ≥ 1 4 ∑ ∥ h ( z i ) ∥ ≥ 1 4 ∥ p n ∥ ≥ C n \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\ge }\frac{\htmlData{tutor-start=31,tutor-end=32}{1}}{\htmlData{tutor-start=34,tutor-end=35}{4}} \sum \htmlData{tutor-start=42,tutor-end=44}{\|} \htmlData{tutor-start=45,tutor-end=46}{h}\htmlData{tutor-start=46,tutor-end=47}{(}\htmlData{tutor-start=47,tutor-end=48}{z}_{\htmlData{tutor-start=50,tutor-end=51}{i}}\htmlData{tutor-start=52,tutor-end=53}{)} \htmlData{tutor-start=54,tutor-end=56}{\|} \htmlData{tutor-start=57,tutor-end=61}{\ge }\frac{\htmlData{tutor-start=67,tutor-end=68}{1}}{\htmlData{tutor-start=70,tutor-end=71}{4}} \htmlData{tutor-start=73,tutor-end=75}{\|} \htmlData{tutor-start=76,tutor-end=77}{p}\htmlData{tutor-start=77,tutor-end=78}{n} \htmlData{tutor-start=79,tutor-end=81}{\|} \htmlData{tutor-start=82,tutor-end=86}{\ge }\frac{\htmlData{tutor-start=92,tutor-end=93}{C}}{\htmlData{tutor-start=95,tutor-end=96}{n}} ∑ ∥ z i ∥ 2 ≥ 4 1 ∑ ∥ h ( z i ) ∥ ≥ 4 1 ∥ p n ∥ ≥ n C 。
这说明均方偏差是 O ( n − 1 ) \htmlData{tutor-start=0,tutor-end=1}{O}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{n}^{\htmlData{tutor-start=5,tutor-end=6}{-}\htmlData{tutor-start=6,tutor-end=7}{1}}\htmlData{tutor-start=8,tutor-end=9}{)} O ( n − 1 ) 。
接下来联系极差 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 。利用另一个多项式 g ( z ) = 2 z ( 1 − z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{2}\htmlData{tutor-start=8,tutor-end=9}{z}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{1}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=13}{z}\htmlData{tutor-start=13,tutor-end=14}{)} g ( z ) = 2 z ( 1 − z ) 。在 [ 0 , 1 ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{0}\htmlData{tutor-start=2,tutor-end=3}{,}\htmlData{tutor-start=3,tutor-end=4}{1}\htmlData{tutor-start=4,tutor-end=5}{]} [ 0 , 1 ] 内 g ( z ) ≥ dist ( z , { 0 , 1 } ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=9}{\ge }\text{\htmlData{tutor-start=15,tutor-end=16}{d}\htmlData{tutor-start=16,tutor-end=17}{i}\htmlData{tutor-start=17,tutor-end=18}{s}\htmlData{tutor-start=18,tutor-end=19}{t}}\htmlData{tutor-start=20,tutor-end=21}{(}\htmlData{tutor-start=21,tutor-end=22}{z}\htmlData{tutor-start=22,tutor-end=23}{,} \htmlData{tutor-start=24,tutor-end=26}{\{}\htmlData{tutor-start=26,tutor-end=27}{0}\htmlData{tutor-start=27,tutor-end=28}{,}\htmlData{tutor-start=28,tutor-end=29}{1}\htmlData{tutor-start=29,tutor-end=31}{\}}\htmlData{tutor-start=31,tutor-end=32}{)} g ( z ) ≥ d i s t ( z , { 0 , 1 } ) 。在外部 g ( z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} g ( z ) 为负但受控。
由 ∑ g ( z i ) = 2 ( p n ) − 2 ( p n ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{2}\htmlData{tutor-start=17,tutor-end=18}{(}\htmlData{tutor-start=18,tutor-end=19}{p}\htmlData{tutor-start=19,tutor-end=20}{n}\htmlData{tutor-start=20,tutor-end=21}{)} \htmlData{tutor-start=22,tutor-end=23}{-} \htmlData{tutor-start=24,tutor-end=25}{2}\htmlData{tutor-start=25,tutor-end=26}{(}\htmlData{tutor-start=26,tutor-end=27}{p}\htmlData{tutor-start=27,tutor-end=28}{n}\htmlData{tutor-start=28,tutor-end=29}{)} \htmlData{tutor-start=30,tutor-end=31}{=} \htmlData{tutor-start=32,tutor-end=33}{0} ∑ g ( z i ) = 2 ( p n ) − 2 ( p n ) = 0 (理论上),实际偏差也受控。
通过细致分析(参考解答步骤),可得 ∑ ∥ z i ∥ ≤ C ′ n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{C}' \htmlData{tutor-start=24,tutor-end=25}{n} \htmlData{tutor-start=26,tutor-end=32}{\delta} ∑ ∥ z i ∥ ≤ C ′ n δ 。
结合 Cauchy 不等式:( ∑ ∥ z i ∥ ) 2 ≤ n ∑ ∥ z i ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=8}{\|} \htmlData{tutor-start=9,tutor-end=10}{z}_{\htmlData{tutor-start=12,tutor-end=13}{i}} \htmlData{tutor-start=15,tutor-end=17}{\|}\htmlData{tutor-start=17,tutor-end=18}{)}^{\htmlData{tutor-start=20,tutor-end=21}{2}} \htmlData{tutor-start=23,tutor-end=27}{\le }\htmlData{tutor-start=27,tutor-end=28}{n} \sum \htmlData{tutor-start=34,tutor-end=36}{\|} \htmlData{tutor-start=37,tutor-end=38}{z}_{\htmlData{tutor-start=40,tutor-end=41}{i}} \htmlData{tutor-start=43,tutor-end=45}{\|}^{\htmlData{tutor-start=47,tutor-end=48}{2}} ( ∑ ∥ z i ∥ ) 2 ≤ n ∑ ∥ z i ∥ 2 。
代入得:( C ′ ′ n δ ) 2 ≤ n ⋅ C n ⟹ n 2 δ 2 ≤ C ⟹ δ ≥ C n \htmlData{tutor-start=0,tutor-end=1}{(}\htmlData{tutor-start=1,tutor-end=2}{C}'' \htmlData{tutor-start=5,tutor-end=6}{n} \htmlData{tutor-start=7,tutor-end=13}{\delta}\htmlData{tutor-start=13,tutor-end=14}{)}^{\htmlData{tutor-start=16,tutor-end=17}{2}} \htmlData{tutor-start=19,tutor-end=23}{\le }\htmlData{tutor-start=23,tutor-end=24}{n} \htmlData{tutor-start=25,tutor-end=31}{\cdot }\frac{\htmlData{tutor-start=37,tutor-end=38}{C}}{\htmlData{tutor-start=40,tutor-end=41}{n}} \implies \htmlData{tutor-start=52,tutor-end=53}{n}^{\htmlData{tutor-start=55,tutor-end=56}{2}} \htmlData{tutor-start=58,tutor-end=64}{\delta}^{\htmlData{tutor-start=66,tutor-end=67}{2}} \htmlData{tutor-start=69,tutor-end=73}{\le }\htmlData{tutor-start=73,tutor-end=74}{C} \implies \htmlData{tutor-start=84,tutor-end=91}{\delta }\htmlData{tutor-start=91,tutor-end=95}{\ge }\frac{\sqrt{\htmlData{tutor-start=107,tutor-end=108}{C}}}{\htmlData{tutor-start=111,tutor-end=112}{n}} ( C ′′ n δ ) 2 ≤ n ⋅ n C ⟹ n 2 δ 2 ≤ C ⟹ δ ≥ n C ?
等等,参考解答得出的是 n − 1.5 \htmlData{tutor-start=0,tutor-end=1}{n}^{\htmlData{tutor-start=3,tutor-end=4}{-}\htmlData{tutor-start=4,tutor-end=5}{1}\htmlData{tutor-start=5,tutor-end=6}{.}\htmlData{tutor-start=6,tutor-end=7}{5}} n − 1 . 5 。让我们重查逻辑链。
参考解答中:∑ ∥ z i ∥ 2 ≥ 1 4 ∥ p n ∥ ∼ n − 1 \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\ge }\frac{\htmlData{tutor-start=31,tutor-end=32}{1}}{\htmlData{tutor-start=34,tutor-end=35}{4}} \htmlData{tutor-start=37,tutor-end=39}{\|} \htmlData{tutor-start=40,tutor-end=41}{p}\htmlData{tutor-start=41,tutor-end=42}{n} \htmlData{tutor-start=43,tutor-end=45}{\|} \htmlData{tutor-start=46,tutor-end=51}{\sim }\htmlData{tutor-start=51,tutor-end=52}{n}^{\htmlData{tutor-start=54,tutor-end=55}{-}\htmlData{tutor-start=55,tutor-end=56}{1}} ∑ ∥ z i ∥ 2 ≥ 4 1 ∥ p n ∥ ∼ n − 1 。
又 ∑ ∥ z i ∥ ≤ 4 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{4}\htmlData{tutor-start=22,tutor-end=23}{n}\htmlData{tutor-start=23,tutor-end=29}{\delta} ∑ ∥ z i ∥ ≤ 4 n δ (这是由 ∑ g ( z i ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)}\htmlData{tutor-start=13,tutor-end=14}{=}\htmlData{tutor-start=14,tutor-end=15}{0} ∑ g ( z i ) = 0 导出的,因为 g ( z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} g ( z ) 在区间外是负的,需要足够的正面积抵消,而正面积宽度受 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 限制?不,参考解答写的是 4 n δ ≥ ∑ ∥ z i ∥ \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=13}{\ge }\sum \htmlData{tutor-start=18,tutor-end=20}{\|} \htmlData{tutor-start=21,tutor-end=22}{z}_{\htmlData{tutor-start=24,tutor-end=25}{i}} \htmlData{tutor-start=27,tutor-end=29}{\|} 4 n δ ≥ ∑ ∥ z i ∥ ,这意味着平均偏差被 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 控制?这似乎反了。通常是偏差大导致 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 大。
修正理解:参考解答的逻辑是:
∑ g ( z i ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{0} ∑ g ( z i ) = 0 。g ( z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} g ( z ) 在 [ 0 , 1 ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{0}\htmlData{tutor-start=2,tutor-end=3}{,}\htmlData{tutor-start=3,tutor-end=4}{1}\htmlData{tutor-start=4,tutor-end=5}{]} [ 0 , 1 ] 上为正,在外部为负。为了使总和为 0,外部点的负贡献必须被内部点的正贡献抵消。或者反之。实际上 z i \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} z i 都在 [ − δ , 1 + δ ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{-}\htmlData{tutor-start=2,tutor-end=8}{\delta}\htmlData{tutor-start=8,tutor-end=9}{,} \htmlData{tutor-start=10,tutor-end=11}{1}\htmlData{tutor-start=11,tutor-end=12}{+}\htmlData{tutor-start=12,tutor-end=18}{\delta}\htmlData{tutor-start=18,tutor-end=19}{]} [ − δ , 1 + δ ] 。若 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 很小,大部分点必须在 [ 0 , 1 ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{0}\htmlData{tutor-start=2,tutor-end=3}{,}\htmlData{tutor-start=3,tutor-end=4}{1}\htmlData{tutor-start=4,tutor-end=5}{]} [ 0 , 1 ] 内。g ( z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} g ( z ) 在 [ 0 , 1 ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{0}\htmlData{tutor-start=2,tutor-end=3}{,}\htmlData{tutor-start=3,tutor-end=4}{1}\htmlData{tutor-start=4,tutor-end=5}{]} [ 0 , 1 ] 的最大值是 0.5 \htmlData{tutor-start=0,tutor-end=1}{0}\htmlData{tutor-start=1,tutor-end=2}{.}\htmlData{tutor-start=2,tutor-end=3}{5} 0 . 5 。在外部 g ( z ) ≈ − 2 δ \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=13}{\approx }\htmlData{tutor-start=13,tutor-end=14}{-}\htmlData{tutor-start=14,tutor-end=15}{2}\htmlData{tutor-start=15,tutor-end=21}{\delta} g ( z ) ≈ − 2 δ 。
参考解答的关键不等式是:∑ ∥ z i ∥ ≤ 4 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{4}\htmlData{tutor-start=22,tutor-end=23}{n}\htmlData{tutor-start=23,tutor-end=29}{\delta} ∑ ∥ z i ∥ ≤ 4 n δ 这一步可能有误读,或者是特定的放缩。
让我们看结论:δ > 1 6 5 n − 1.5 \htmlData{tutor-start=0,tutor-end=7}{\delta }\htmlData{tutor-start=7,tutor-end=8}{>} \frac{\htmlData{tutor-start=15,tutor-end=16}{1}}{\htmlData{tutor-start=18,tutor-end=19}{6}\sqrt{\htmlData{tutor-start=25,tutor-end=26}{5}}} \htmlData{tutor-start=29,tutor-end=30}{n}^{\htmlData{tutor-start=32,tutor-end=33}{-}\htmlData{tutor-start=33,tutor-end=34}{1}\htmlData{tutor-start=34,tutor-end=35}{.}\htmlData{tutor-start=35,tutor-end=36}{5}} δ > 6 5 1 n − 1 . 5 。
这意味着 ∑ ∥ z i ∥ 2 ∼ n − 1 \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=26}{\sim }\htmlData{tutor-start=26,tutor-end=27}{n}^{\htmlData{tutor-start=29,tutor-end=30}{-}\htmlData{tutor-start=30,tutor-end=31}{1}} ∑ ∥ z i ∥ 2 ∼ n − 1 且 ∑ ∥ z i ∥ ∼ n ⋅ n − 1.5 = n − 0.5 \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=22}{\sim }\htmlData{tutor-start=22,tutor-end=23}{n} \htmlData{tutor-start=24,tutor-end=30}{\cdot }\htmlData{tutor-start=30,tutor-end=31}{n}^{\htmlData{tutor-start=33,tutor-end=34}{-}\htmlData{tutor-start=34,tutor-end=35}{1}\htmlData{tutor-start=35,tutor-end=36}{.}\htmlData{tutor-start=36,tutor-end=37}{5}} \htmlData{tutor-start=39,tutor-end=40}{=} \htmlData{tutor-start=41,tutor-end=42}{n}^{\htmlData{tutor-start=44,tutor-end=45}{-}\htmlData{tutor-start=45,tutor-end=46}{0}\htmlData{tutor-start=46,tutor-end=47}{.}\htmlData{tutor-start=47,tutor-end=48}{5}} ∑ ∥ z i ∥ ∼ n ⋅ n − 1 . 5 = n − 0 . 5 ?这不合理,因为 ∥ z i ∥ \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}_{\htmlData{tutor-start=5,tutor-end=6}{i}}\htmlData{tutor-start=7,tutor-end=9}{\|} ∥ z i ∥ 是非负的,和应该随 n \htmlData{tutor-start=0,tutor-end=1}{n} n 增长。
重读参考解答:
“4 n δ ≥ ∑ ∥ z k ∥ \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=13}{\ge }\sum \htmlData{tutor-start=18,tutor-end=20}{\|} \htmlData{tutor-start=21,tutor-end=22}{z}_{\htmlData{tutor-start=24,tutor-end=25}{k}} \htmlData{tutor-start=27,tutor-end=29}{\|} 4 n δ ≥ ∑ ∥ z k ∥ ” —— 这只有在 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 定义为单位化后的极差扩展量时才可能,或者这里 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 不是极差扩展而是某种密度?
不,参考解答定义 z i ∈ [ − δ , 1 + δ ] \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} \htmlData{tutor-start=6,tutor-end=10}{\in }\htmlData{tutor-start=10,tutor-end=11}{[}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=18}{\delta}\htmlData{tutor-start=18,tutor-end=19}{,} \htmlData{tutor-start=20,tutor-end=21}{1}\htmlData{tutor-start=21,tutor-end=22}{+}\htmlData{tutor-start=22,tutor-end=28}{\delta}\htmlData{tutor-start=28,tutor-end=29}{]} z i ∈ [ − δ , 1 + δ ] 。如果所有 z i \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} z i 都均匀分布在这个区间,∑ ∥ z i ∥ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} ∑ ∥ z i ∥ 确实是 O ( n δ ) \htmlData{tutor-start=0,tutor-end=1}{O}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{n}\htmlData{tutor-start=3,tutor-end=9}{\delta}\htmlData{tutor-start=9,tutor-end=10}{)} O ( n δ ) 。
但是我们有下界 ∑ ∥ z i ∥ 2 ≥ C / n \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\ge }\htmlData{tutor-start=25,tutor-end=26}{C}\htmlData{tutor-start=26,tutor-end=27}{/}\htmlData{tutor-start=27,tutor-end=28}{n} ∑ ∥ z i ∥ 2 ≥ C / n 。
由 Holder 或 CS:( ∑ ∥ z i ∥ ) 2 ≤ n ∑ ∥ z i ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=8}{\|} \htmlData{tutor-start=9,tutor-end=10}{z}_{\htmlData{tutor-start=12,tutor-end=13}{i}} \htmlData{tutor-start=15,tutor-end=17}{\|}\htmlData{tutor-start=17,tutor-end=18}{)}^{\htmlData{tutor-start=20,tutor-end=21}{2}} \htmlData{tutor-start=23,tutor-end=27}{\le }\htmlData{tutor-start=27,tutor-end=28}{n} \sum \htmlData{tutor-start=34,tutor-end=36}{\|} \htmlData{tutor-start=37,tutor-end=38}{z}_{\htmlData{tutor-start=40,tutor-end=41}{i}} \htmlData{tutor-start=43,tutor-end=45}{\|}^{\htmlData{tutor-start=47,tutor-end=48}{2}} ( ∑ ∥ z i ∥ ) 2 ≤ n ∑ ∥ z i ∥ 2 。
若 ∑ ∥ z i ∥ ≤ K n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{K} \htmlData{tutor-start=23,tutor-end=24}{n} \htmlData{tutor-start=25,tutor-end=31}{\delta} ∑ ∥ z i ∥ ≤ K n δ ,则 K 2 n 2 δ 2 ≤ n ( C / n ) = C ⟹ δ 2 ≤ C / n 2 ⟹ δ ≤ C / n K^{2} n^{2} \delta^{2} \le n (C/n) = C \implies \delta^{2} \le C / n^{2} \implies \delta \le C/n K 2 n 2 δ 2 ≤ n ( C / n ) = C ⟹ δ 2 ≤ C / n 2 ⟹ δ ≤ C / n 。这给出了上界,不是下界。
**纠正思路**:参考解答中的不等式方向可能是:
我们需要下界。已知 ∑ ∥ z i ∥ 2 ≥ C 1 / n \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\ge }\htmlData{tutor-start=25,tutor-end=26}{C}_{\htmlData{tutor-start=28,tutor-end=29}{1}} \htmlData{tutor-start=31,tutor-end=32}{/} \htmlData{tutor-start=33,tutor-end=34}{n} ∑ ∥ z i ∥ 2 ≥ C 1 / n 。
我们需要联系 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 。注意 ∥ z i ∥ ≤ δ \htmlData{tutor-start=0,tutor-end=2}{\|} \htmlData{tutor-start=3,tutor-end=4}{z}_{\htmlData{tutor-start=6,tutor-end=7}{i}} \htmlData{tutor-start=9,tutor-end=11}{\|} \htmlData{tutor-start=12,tutor-end=16}{\le }\htmlData{tutor-start=16,tutor-end=22}{\delta} ∥ z i ∥ ≤ δ 对所有 i \htmlData{tutor-start=0,tutor-end=1}{i} i 成立(因为 z i ∈ [ − δ , 1 + δ ] \htmlData{tutor-start=0,tutor-end=1}{z}_{\htmlData{tutor-start=3,tutor-end=4}{i}} \htmlData{tutor-start=6,tutor-end=10}{\in }\htmlData{tutor-start=10,tutor-end=11}{[}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=18}{\delta}\htmlData{tutor-start=18,tutor-end=19}{,} \htmlData{tutor-start=20,tutor-end=21}{1}\htmlData{tutor-start=21,tutor-end=22}{+}\htmlData{tutor-start=22,tutor-end=28}{\delta}\htmlData{tutor-start=28,tutor-end=29}{]} z i ∈ [ − δ , 1 + δ ] ,到最近整数距离不超过 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ )。
所以 ∑ ∥ z i ∥ 2 ≤ δ ∑ ∥ z i ∥ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\le }\htmlData{tutor-start=25,tutor-end=32}{\delta }\sum \htmlData{tutor-start=37,tutor-end=39}{\|} \htmlData{tutor-start=40,tutor-end=41}{z}_{\htmlData{tutor-start=43,tutor-end=44}{i}} \htmlData{tutor-start=46,tutor-end=48}{\|} ∑ ∥ z i ∥ 2 ≤ δ ∑ ∥ z i ∥ 。
结合 ∑ ∥ z i ∥ ≤ C 2 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{C}_{\htmlData{tutor-start=24,tutor-end=25}{2}} \htmlData{tutor-start=27,tutor-end=28}{n} \htmlData{tutor-start=29,tutor-end=35}{\delta} ∑ ∥ z i ∥ ≤ C 2 n δ (这一步来自 ∑ g ( z i ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{i}}\htmlData{tutor-start=12,tutor-end=13}{)}\htmlData{tutor-start=13,tutor-end=14}{=}\htmlData{tutor-start=14,tutor-end=15}{0} ∑ g ( z i ) = 0 的平衡条件,即正负面积抵消,限制了总偏差量不能太大,除非 δ \htmlData{tutor-start=0,tutor-end=6}{\delta} δ 很大?不,参考解答原文是 4 n δ ≥ ∑ ∥ z k ∥ \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=13}{\ge }\sum \htmlData{tutor-start=18,tutor-end=20}{\|} \htmlData{tutor-start=21,tutor-end=22}{z}_{\htmlData{tutor-start=24,tutor-end=25}{k}} \htmlData{tutor-start=27,tutor-end=29}{\|} 4 n δ ≥ ∑ ∥ z k ∥ ,这确实是一个上界)。
如果 ∑ ∥ z i ∥ 2 ≤ δ ⋅ ( 4 n δ ) = 4 n δ 2 \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{i}} \htmlData{tutor-start=14,tutor-end=16}{\|}^{\htmlData{tutor-start=18,tutor-end=19}{2}} \htmlData{tutor-start=21,tutor-end=25}{\le }\htmlData{tutor-start=25,tutor-end=32}{\delta }\htmlData{tutor-start=32,tutor-end=38}{\cdot }\htmlData{tutor-start=38,tutor-end=39}{(}\htmlData{tutor-start=39,tutor-end=40}{4}\htmlData{tutor-start=40,tutor-end=41}{n}\htmlData{tutor-start=41,tutor-end=47}{\delta}\htmlData{tutor-start=47,tutor-end=48}{)} \htmlData{tutor-start=49,tutor-end=50}{=} \htmlData{tutor-start=51,tutor-end=52}{4}\htmlData{tutor-start=52,tutor-end=53}{n}\htmlData{tutor-start=53,tutor-end=59}{\delta}^{\htmlData{tutor-start=61,tutor-end=62}{2}} ∑ ∥ z i ∥ 2 ≤ δ ⋅ ( 4 n δ ) = 4 n δ 2 。
那么 C 1 / n ≤ 4 n δ 2 ⟹ δ 2 ≥ C 1 4 n 2 ⟹ δ ≥ C 1 2 n \htmlData{tutor-start=0,tutor-end=1}{C}_{\htmlData{tutor-start=3,tutor-end=4}{1}} \htmlData{tutor-start=6,tutor-end=7}{/} \htmlData{tutor-start=8,tutor-end=9}{n} \htmlData{tutor-start=10,tutor-end=14}{\le }\htmlData{tutor-start=14,tutor-end=15}{4}\htmlData{tutor-start=15,tutor-end=16}{n}\htmlData{tutor-start=16,tutor-end=22}{\delta}^{\htmlData{tutor-start=24,tutor-end=25}{2}} \implies \htmlData{tutor-start=36,tutor-end=42}{\delta}^{\htmlData{tutor-start=44,tutor-end=45}{2}} \htmlData{tutor-start=47,tutor-end=51}{\ge }\frac{\htmlData{tutor-start=57,tutor-end=58}{C}_{\htmlData{tutor-start=60,tutor-end=61}{1}}}{\htmlData{tutor-start=64,tutor-end=65}{4}\htmlData{tutor-start=65,tutor-end=66}{n}^{\htmlData{tutor-start=68,tutor-end=69}{2}}} \implies \htmlData{tutor-start=81,tutor-end=88}{\delta }\htmlData{tutor-start=88,tutor-end=92}{\ge }\frac{\sqrt{\htmlData{tutor-start=104,tutor-end=105}{C}_{\htmlData{tutor-start=107,tutor-end=108}{1}}}}{\htmlData{tutor-start=112,tutor-end=113}{2}\htmlData{tutor-start=113,tutor-end=114}{n}} C 1 / n ≤ 4 n δ 2 ⟹ δ 2 ≥ 4 n 2 C 1 ⟹ δ ≥ 2 n C 1 。
这还是 n − 1 \htmlData{tutor-start=0,tutor-end=1}{n}^{\htmlData{tutor-start=3,tutor-end=4}{-}\htmlData{tutor-start=4,tutor-end=5}{1}} n − 1 阶。为何参考解答是 n − 1.5 \htmlData{tutor-start=0,tutor-end=1}{n}^{\htmlData{tutor-start=3,tutor-end=4}{-}\htmlData{tutor-start=4,tutor-end=5}{1}\htmlData{tutor-start=5,tutor-end=6}{.}\htmlData{tutor-start=6,tutor-end=7}{5}} n − 1 . 5 ?
**再次细读参考解答**:
“∑ ∥ h ( z k ) ∥ ≥ ∥ p n ∥ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{h}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{z}_{\htmlData{tutor-start=13,tutor-end=14}{k}}\htmlData{tutor-start=15,tutor-end=16}{)} \htmlData{tutor-start=17,tutor-end=19}{\|} \htmlData{tutor-start=20,tutor-end=24}{\ge }\htmlData{tutor-start=24,tutor-end=26}{\|} \htmlData{tutor-start=27,tutor-end=28}{p}\htmlData{tutor-start=28,tutor-end=29}{n} \htmlData{tutor-start=30,tutor-end=32}{\|} ∑ ∥ h ( z k ) ∥ ≥ ∥ p n ∥ ”
“∥ h ( z ) ∥ ≤ 4 ∥ z ∥ 2 \htmlData{tutor-start=0,tutor-end=2}{\|} \htmlData{tutor-start=3,tutor-end=4}{h}\htmlData{tutor-start=4,tutor-end=5}{(}\htmlData{tutor-start=5,tutor-end=6}{z}\htmlData{tutor-start=6,tutor-end=7}{)} \htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=15}{\le }\htmlData{tutor-start=15,tutor-end=16}{4} \htmlData{tutor-start=17,tutor-end=19}{\|} \htmlData{tutor-start=20,tutor-end=21}{z} \htmlData{tutor-start=22,tutor-end=24}{\|}^{\htmlData{tutor-start=26,tutor-end=27}{2}} ∥ h ( z ) ∥ ≤ 4 ∥ z ∥ 2 ”
“∑ ∥ z ∥ 2 ≥ 1 4 ∥ p n ∥ ∼ n − 1 \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z} \htmlData{tutor-start=10,tutor-end=12}{\|}^{\htmlData{tutor-start=14,tutor-end=15}{2}} \htmlData{tutor-start=17,tutor-end=21}{\ge }\frac{\htmlData{tutor-start=27,tutor-end=28}{1}}{\htmlData{tutor-start=30,tutor-end=31}{4}} \htmlData{tutor-start=33,tutor-end=35}{\|} \htmlData{tutor-start=36,tutor-end=37}{p}\htmlData{tutor-start=37,tutor-end=38}{n} \htmlData{tutor-start=39,tutor-end=41}{\|} \htmlData{tutor-start=42,tutor-end=47}{\sim }\htmlData{tutor-start=47,tutor-end=48}{n}^{\htmlData{tutor-start=50,tutor-end=51}{-}\htmlData{tutor-start=51,tutor-end=52}{1}} ∑ ∥ z ∥ 2 ≥ 4 1 ∥ p n ∥ ∼ n − 1 ”
“∑ g ( z k ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{k}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{0} ∑ g ( z k ) = 0 ”
“g ( z ) ≤ ∥ z ∥ − 4 δ \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=9}{\le }\htmlData{tutor-start=9,tutor-end=11}{\|} \htmlData{tutor-start=12,tutor-end=13}{z} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=18}{-} \htmlData{tutor-start=19,tutor-end=20}{4}\htmlData{tutor-start=20,tutor-end=26}{\delta} g ( z ) ≤ ∥ z ∥ − 4 δ ” (在外部?不,原文是 g ( z k ) ≤ ∥ z k ∥ − 4 δ \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}_{\htmlData{tutor-start=5,tutor-end=6}{k}}\htmlData{tutor-start=7,tutor-end=8}{)} \htmlData{tutor-start=9,tutor-end=13}{\le }\htmlData{tutor-start=13,tutor-end=15}{\|} \htmlData{tutor-start=16,tutor-end=17}{z}_{\htmlData{tutor-start=19,tutor-end=20}{k}} \htmlData{tutor-start=22,tutor-end=24}{\|} \htmlData{tutor-start=25,tutor-end=26}{-} \htmlData{tutor-start=27,tutor-end=28}{4}\htmlData{tutor-start=28,tutor-end=34}{\delta} g ( z k ) ≤ ∥ z k ∥ − 4 δ 似乎是笔误或特定语境)
原文:“When z ∈ [ − δ , 0 ] ∪ [ 1 , 1 + δ ] \htmlData{tutor-start=0,tutor-end=1}{z} \htmlData{tutor-start=2,tutor-end=6}{\in }\htmlData{tutor-start=6,tutor-end=7}{[}\htmlData{tutor-start=7,tutor-end=8}{-}\htmlData{tutor-start=8,tutor-end=14}{\delta}\htmlData{tutor-start=14,tutor-end=15}{,} \htmlData{tutor-start=16,tutor-end=17}{0}\htmlData{tutor-start=17,tutor-end=18}{]} \htmlData{tutor-start=19,tutor-end=24}{\cup }\htmlData{tutor-start=24,tutor-end=25}{[}\htmlData{tutor-start=25,tutor-end=26}{1}\htmlData{tutor-start=26,tutor-end=27}{,} \htmlData{tutor-start=28,tutor-end=29}{1}\htmlData{tutor-start=29,tutor-end=30}{+}\htmlData{tutor-start=30,tutor-end=36}{\delta}\htmlData{tutor-start=36,tutor-end=37}{]} z ∈ [ − δ , 0 ] ∪ [ 1 , 1 + δ ] , we have g ( z ) ≥ − 2 ( δ + δ 2 ) ≥ ∥ z ∥ − 4 δ \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=9}{\ge }\htmlData{tutor-start=9,tutor-end=10}{-}\htmlData{tutor-start=10,tutor-end=11}{2}\htmlData{tutor-start=11,tutor-end=12}{(}\htmlData{tutor-start=12,tutor-end=19}{\delta }\htmlData{tutor-start=19,tutor-end=20}{+} \htmlData{tutor-start=21,tutor-end=27}{\delta}^{\htmlData{tutor-start=29,tutor-end=30}{2}}\htmlData{tutor-start=31,tutor-end=32}{)} \htmlData{tutor-start=33,tutor-end=37}{\ge }\htmlData{tutor-start=37,tutor-end=39}{\|} \htmlData{tutor-start=40,tutor-end=41}{z} \htmlData{tutor-start=42,tutor-end=44}{\|} \htmlData{tutor-start=45,tutor-end=46}{-} \htmlData{tutor-start=47,tutor-end=48}{4}\htmlData{tutor-start=48,tutor-end=54}{\delta} g ( z ) ≥ − 2 ( δ + δ 2 ) ≥ ∥ z ∥ − 4 δ .”
这里 g ( z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} g ( z ) 是负的,∥ z ∥ \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=5}{\|} ∥ z ∥ 是正的。− 2 δ ≥ δ − 4 δ = − 3 δ \htmlData{tutor-start=0,tutor-end=1}{-}\htmlData{tutor-start=1,tutor-end=2}{2}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=13}{\ge }\htmlData{tutor-start=13,tutor-end=20}{\delta }\htmlData{tutor-start=20,tutor-end=21}{-} \htmlData{tutor-start=22,tutor-end=23}{4}\htmlData{tutor-start=23,tutor-end=30}{\delta }\htmlData{tutor-start=30,tutor-end=31}{=} \htmlData{tutor-start=32,tutor-end=33}{-}\htmlData{tutor-start=33,tutor-end=34}{3}\htmlData{tutor-start=34,tutor-end=40}{\delta} − 2 δ ≥ δ − 4 δ = − 3 δ 。成立。
求和:0 = ∑ g ( z k ) = ∑ i n g + ∑ o u t g \htmlData{tutor-start=0,tutor-end=1}{0} \htmlData{tutor-start=2,tutor-end=3}{=} \sum \htmlData{tutor-start=9,tutor-end=10}{g}\htmlData{tutor-start=10,tutor-end=11}{(}\htmlData{tutor-start=11,tutor-end=12}{z}_{\htmlData{tutor-start=14,tutor-end=15}{k}}\htmlData{tutor-start=16,tutor-end=17}{)} \htmlData{tutor-start=18,tutor-end=19}{=} \sum_{\htmlData{tutor-start=26,tutor-end=27}{i}\htmlData{tutor-start=27,tutor-end=28}{n}} \htmlData{tutor-start=30,tutor-end=31}{g} \htmlData{tutor-start=32,tutor-end=33}{+} \sum_{\htmlData{tutor-start=40,tutor-end=41}{o}\htmlData{tutor-start=41,tutor-end=42}{u}\htmlData{tutor-start=42,tutor-end=43}{t}} \htmlData{tutor-start=45,tutor-end=46}{g} 0 = ∑ g ( z k ) = ∑ i n g + ∑ o u t g 。
∑ i n g ≤ ∑ i n ∥ z ∥ \sum_{\htmlData{tutor-start=6,tutor-end=7}{i}\htmlData{tutor-start=7,tutor-end=8}{n}} \htmlData{tutor-start=10,tutor-end=11}{g} \htmlData{tutor-start=12,tutor-end=16}{\le }\sum_{\htmlData{tutor-start=22,tutor-end=23}{i}\htmlData{tutor-start=23,tutor-end=24}{n}} \htmlData{tutor-start=26,tutor-end=28}{\|} \htmlData{tutor-start=29,tutor-end=30}{z} \htmlData{tutor-start=31,tutor-end=33}{\|} ∑ i n g ≤ ∑ i n ∥ z ∥ 。
∑ o u t g ≥ ∑ o u t ( ∥ z ∥ − 4 δ ) = ∑ o u t ∥ z ∥ − 4 n o u t δ \sum_{\htmlData{tutor-start=6,tutor-end=7}{o}\htmlData{tutor-start=7,tutor-end=8}{u}\htmlData{tutor-start=8,tutor-end=9}{t}} \htmlData{tutor-start=11,tutor-end=12}{g} \htmlData{tutor-start=13,tutor-end=17}{\ge }\sum_{\htmlData{tutor-start=23,tutor-end=24}{o}\htmlData{tutor-start=24,tutor-end=25}{u}\htmlData{tutor-start=25,tutor-end=26}{t}} \htmlData{tutor-start=28,tutor-end=29}{(}\htmlData{tutor-start=29,tutor-end=31}{\|} \htmlData{tutor-start=32,tutor-end=33}{z} \htmlData{tutor-start=34,tutor-end=36}{\|} \htmlData{tutor-start=37,tutor-end=38}{-} \htmlData{tutor-start=39,tutor-end=40}{4}\htmlData{tutor-start=40,tutor-end=46}{\delta}\htmlData{tutor-start=46,tutor-end=47}{)} \htmlData{tutor-start=48,tutor-end=49}{=} \sum_{\htmlData{tutor-start=56,tutor-end=57}{o}\htmlData{tutor-start=57,tutor-end=58}{u}\htmlData{tutor-start=58,tutor-end=59}{t}} \htmlData{tutor-start=61,tutor-end=63}{\|} \htmlData{tutor-start=64,tutor-end=65}{z} \htmlData{tutor-start=66,tutor-end=68}{\|} \htmlData{tutor-start=69,tutor-end=70}{-} \htmlData{tutor-start=71,tutor-end=72}{4} \htmlData{tutor-start=73,tutor-end=74}{n}_{\htmlData{tutor-start=76,tutor-end=77}{o}\htmlData{tutor-start=77,tutor-end=78}{u}\htmlData{tutor-start=78,tutor-end=79}{t}} \htmlData{tutor-start=81,tutor-end=87}{\delta} ∑ o u t g ≥ ∑ o u t ( ∥ z ∥ − 4 δ ) = ∑ o u t ∥ z ∥ − 4 n o u t δ 。
这似乎推不出 ∑ ∥ z ∥ ≤ 4 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z} \htmlData{tutor-start=10,tutor-end=12}{\|} \htmlData{tutor-start=13,tutor-end=17}{\le }\htmlData{tutor-start=17,tutor-end=18}{4}\htmlData{tutor-start=18,tutor-end=19}{n}\htmlData{tutor-start=19,tutor-end=25}{\delta} ∑ ∥ z ∥ ≤ 4 n δ 。
**让我们信任参考解答的最终代数推导**:
参考解答写道:“4 n δ ≥ ∑ ∥ z k ∥ ≥ 1 4 ∥ p n ∥ \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=13}{\ge }\sum \htmlData{tutor-start=18,tutor-end=20}{\|} \htmlData{tutor-start=21,tutor-end=22}{z}_{\htmlData{tutor-start=24,tutor-end=25}{k}} \htmlData{tutor-start=27,tutor-end=29}{\|} \htmlData{tutor-start=30,tutor-end=34}{\ge }\sqrt{\frac{\htmlData{tutor-start=46,tutor-end=47}{1}}{\htmlData{tutor-start=49,tutor-end=50}{4}} \htmlData{tutor-start=52,tutor-end=54}{\|} \htmlData{tutor-start=55,tutor-end=56}{p}\htmlData{tutor-start=56,tutor-end=57}{n} \htmlData{tutor-start=58,tutor-end=60}{\|}} 4 n δ ≥ ∑ ∥ z k ∥ ≥ 4 1 ∥ p n ∥ ”。
如果这一步成立,则 δ ≥ 1 4 n C n = C ′ n − 1.5 \htmlData{tutor-start=0,tutor-end=7}{\delta }\htmlData{tutor-start=7,tutor-end=11}{\ge }\frac{\htmlData{tutor-start=17,tutor-end=18}{1}}{\htmlData{tutor-start=20,tutor-end=21}{4}\htmlData{tutor-start=21,tutor-end=22}{n}} \sqrt{\frac{\htmlData{tutor-start=36,tutor-end=37}{C}}{\htmlData{tutor-start=39,tutor-end=40}{n}}} \htmlData{tutor-start=43,tutor-end=44}{=} \htmlData{tutor-start=45,tutor-end=46}{C}' \htmlData{tutor-start=48,tutor-end=49}{n}^{\htmlData{tutor-start=51,tutor-end=52}{-}\htmlData{tutor-start=52,tutor-end=53}{1}\htmlData{tutor-start=53,tutor-end=54}{.}\htmlData{tutor-start=54,tutor-end=55}{5}} δ ≥ 4 n 1 n C = C ′ n − 1 . 5 。
为什么 ∑ ∥ z k ∥ ≤ 4 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{k}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\le }\htmlData{tutor-start=21,tutor-end=22}{4}\htmlData{tutor-start=22,tutor-end=23}{n}\htmlData{tutor-start=23,tutor-end=29}{\delta} ∑ ∥ z k ∥ ≤ 4 n δ ?
可能是因为 ∑ g ( z k ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}_{\htmlData{tutor-start=10,tutor-end=11}{k}}\htmlData{tutor-start=12,tutor-end=13}{)} \htmlData{tutor-start=14,tutor-end=15}{=} \htmlData{tutor-start=16,tutor-end=17}{0} ∑ g ( z k ) = 0 强制了某种平衡。g ( z ) = 2 z ( 1 − z ) \htmlData{tutor-start=0,tutor-end=1}{g}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=4}{)} \htmlData{tutor-start=5,tutor-end=6}{=} \htmlData{tutor-start=7,tutor-end=8}{2}\htmlData{tutor-start=8,tutor-end=9}{z}\htmlData{tutor-start=9,tutor-end=10}{(}\htmlData{tutor-start=10,tutor-end=11}{1}\htmlData{tutor-start=11,tutor-end=12}{-}\htmlData{tutor-start=12,tutor-end=13}{z}\htmlData{tutor-start=13,tutor-end=14}{)} g ( z ) = 2 z ( 1 − z ) 。在 [ 0 , 1 ] \htmlData{tutor-start=0,tutor-end=1}{[}\htmlData{tutor-start=1,tutor-end=2}{0}\htmlData{tutor-start=2,tutor-end=3}{,}\htmlData{tutor-start=3,tutor-end=4}{1}\htmlData{tutor-start=4,tutor-end=5}{]} [ 0 , 1 ] 上 g ≈ ∥ z ∥ \htmlData{tutor-start=0,tutor-end=1}{g} \htmlData{tutor-start=2,tutor-end=10}{\approx }\htmlData{tutor-start=10,tutor-end=12}{\|}\htmlData{tutor-start=12,tutor-end=13}{z}\htmlData{tutor-start=13,tutor-end=15}{\|} g ≈ ∥ z ∥ (在端点附近)。在外部 g ≈ − 2 δ \htmlData{tutor-start=0,tutor-end=1}{g} \htmlData{tutor-start=2,tutor-end=10}{\approx }\htmlData{tutor-start=10,tutor-end=11}{-}\htmlData{tutor-start=11,tutor-end=12}{2}\htmlData{tutor-start=12,tutor-end=18}{\delta} g ≈ − 2 δ 。而 ∥ z ∥ ≈ δ \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=5}{\|} \htmlData{tutor-start=6,tutor-end=14}{\approx }\htmlData{tutor-start=14,tutor-end=20}{\delta} ∥ z ∥ ≈ δ 。
若 ∑ g = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g} \htmlData{tutor-start=7,tutor-end=8}{=} \htmlData{tutor-start=9,tutor-end=10}{0} ∑ g = 0 ,则正部积分 ≈ \htmlData{tutor-start=0,tutor-end=1}{≈} ≈ 负部积分绝对值。
正部 ≈ ∑ i n ∥ z ∥ \htmlData{tutor-start=0,tutor-end=1}{≈} \sum_{\htmlData{tutor-start=8,tutor-end=9}{i}\htmlData{tutor-start=9,tutor-end=10}{n}} \htmlData{tutor-start=12,tutor-end=14}{\|}\htmlData{tutor-start=14,tutor-end=15}{z}\htmlData{tutor-start=15,tutor-end=17}{\|} ≈ ∑ i n ∥ z ∥ 。负部 ≈ − ∑ o u t 2 δ \htmlData{tutor-start=0,tutor-end=1}{≈} \htmlData{tutor-start=2,tutor-end=3}{-} \sum_{\htmlData{tutor-start=10,tutor-end=11}{o}\htmlData{tutor-start=11,tutor-end=12}{u}\htmlData{tutor-start=12,tutor-end=13}{t}} \htmlData{tutor-start=15,tutor-end=16}{2}\htmlData{tutor-start=16,tutor-end=22}{\delta} ≈ − ∑ o u t 2 δ 。
所以 ∑ i n ∥ z ∥ ≈ 2 n o u t δ \sum_{\htmlData{tutor-start=6,tutor-end=7}{i}\htmlData{tutor-start=7,tutor-end=8}{n}} \htmlData{tutor-start=10,tutor-end=12}{\|}\htmlData{tutor-start=12,tutor-end=13}{z}\htmlData{tutor-start=13,tutor-end=15}{\|} \htmlData{tutor-start=16,tutor-end=17}{≈} \htmlData{tutor-start=18,tutor-end=19}{2} \htmlData{tutor-start=20,tutor-end=21}{n}_{\htmlData{tutor-start=23,tutor-end=24}{o}\htmlData{tutor-start=24,tutor-end=25}{u}\htmlData{tutor-start=25,tutor-end=26}{t}} \htmlData{tutor-start=28,tutor-end=34}{\delta} ∑ i n ∥ z ∥ ≈ 2 n o u t δ 。
总偏差 ∑ ∥ z ∥ = ∑ i n ∥ z ∥ + ∑ o u t ∥ z ∥ ≈ 2 n o u t δ + n o u t δ = 3 n o u t δ ≤ 3 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=12}{=} \sum_{\htmlData{tutor-start=19,tutor-end=20}{i}\htmlData{tutor-start=20,tutor-end=21}{n}} \htmlData{tutor-start=23,tutor-end=25}{\|}\htmlData{tutor-start=25,tutor-end=26}{z}\htmlData{tutor-start=26,tutor-end=28}{\|} \htmlData{tutor-start=29,tutor-end=30}{+} \sum_{\htmlData{tutor-start=37,tutor-end=38}{o}\htmlData{tutor-start=38,tutor-end=39}{u}\htmlData{tutor-start=39,tutor-end=40}{t}} \htmlData{tutor-start=42,tutor-end=44}{\|}\htmlData{tutor-start=44,tutor-end=45}{z}\htmlData{tutor-start=45,tutor-end=47}{\|} \htmlData{tutor-start=48,tutor-end=49}{≈} \htmlData{tutor-start=50,tutor-end=51}{2} \htmlData{tutor-start=52,tutor-end=53}{n}_{\htmlData{tutor-start=55,tutor-end=56}{o}\htmlData{tutor-start=56,tutor-end=57}{u}\htmlData{tutor-start=57,tutor-end=58}{t}} \htmlData{tutor-start=60,tutor-end=67}{\delta }\htmlData{tutor-start=67,tutor-end=68}{+} \htmlData{tutor-start=69,tutor-end=70}{n}_{\htmlData{tutor-start=72,tutor-end=73}{o}\htmlData{tutor-start=73,tutor-end=74}{u}\htmlData{tutor-start=74,tutor-end=75}{t}} \htmlData{tutor-start=77,tutor-end=84}{\delta }\htmlData{tutor-start=84,tutor-end=85}{=} \htmlData{tutor-start=86,tutor-end=87}{3} \htmlData{tutor-start=88,tutor-end=89}{n}_{\htmlData{tutor-start=91,tutor-end=92}{o}\htmlData{tutor-start=92,tutor-end=93}{u}\htmlData{tutor-start=93,tutor-end=94}{t}} \htmlData{tutor-start=96,tutor-end=103}{\delta }\htmlData{tutor-start=103,tutor-end=107}{\le }\htmlData{tutor-start=107,tutor-end=108}{3}\htmlData{tutor-start=108,tutor-end=109}{n}\htmlData{tutor-start=109,tutor-end=115}{\delta} ∑ ∥ z ∥ = ∑ i n ∥ z ∥ + ∑ o u t ∥ z ∥ ≈ 2 n o u t δ + n o u t δ = 3 n o u t δ ≤ 3 n δ 。
这就解释了 4 n δ \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=8}{\delta} 4 n δ 的来源!
逻辑闭环:
1. 数论给出二阶矩下界 ∑ ∥ z ∥ 2 ≥ O ( n − 1 ) \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|}^{\htmlData{tutor-start=12,tutor-end=13}{2}} \htmlData{tutor-start=15,tutor-end=19}{\ge }\htmlData{tutor-start=19,tutor-end=20}{O}\htmlData{tutor-start=20,tutor-end=21}{(}\htmlData{tutor-start=21,tutor-end=22}{n}^{\htmlData{tutor-start=24,tutor-end=25}{-}\htmlData{tutor-start=25,tutor-end=26}{1}}\htmlData{tutor-start=27,tutor-end=28}{)} ∑ ∥ z ∥ 2 ≥ O ( n − 1 ) 。
2. 矩平衡条件 ∑ g ( z ) = 0 \sum \htmlData{tutor-start=5,tutor-end=6}{g}\htmlData{tutor-start=6,tutor-end=7}{(}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=9}{)}\htmlData{tutor-start=9,tutor-end=10}{=}\htmlData{tutor-start=10,tutor-end=11}{0} ∑ g ( z ) = 0 给出一阶矩上界 ∑ ∥ z ∥ ≤ O ( n δ ) \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=15}{\le }\htmlData{tutor-start=15,tutor-end=16}{O}\htmlData{tutor-start=16,tutor-end=17}{(}\htmlData{tutor-start=17,tutor-end=18}{n}\htmlData{tutor-start=18,tutor-end=24}{\delta}\htmlData{tutor-start=24,tutor-end=25}{)} ∑ ∥ z ∥ ≤ O ( n δ ) 。
3. 基本不等式 ( ∑ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=8}{\|}\htmlData{tutor-start=8,tutor-end=9}{z}\htmlData{tutor-start=9,tutor-end=11}{\|}\htmlData{tutor-start=11,tutor-end=12}{)}^{\htmlData{tutor-start=14,tutor-end=15}{2}} \htmlData{tutor-start=17,tutor-end=18}{≤} \htmlData{tutor-start=19,tutor-end=20}{n} \sum \htmlData{tutor-start=26,tutor-end=28}{\|}\htmlData{tutor-start=28,tutor-end=29}{z}\htmlData{tutor-start=29,tutor-end=31}{\|}^{\htmlData{tutor-start=33,tutor-end=34}{2}} ( ∑ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 连接两者。
( O ( n δ ) ) 2 ≤ n ⋅ O ( n − 1 ) ⟹ n 2 δ 2 ≤ O ( 1 ) ⟹ δ ≥ O ( n − 1 ) \htmlData{tutor-start=0,tutor-end=1}{(}\htmlData{tutor-start=1,tutor-end=2}{O}\htmlData{tutor-start=2,tutor-end=3}{(}\htmlData{tutor-start=3,tutor-end=4}{n}\htmlData{tutor-start=4,tutor-end=10}{\delta}\htmlData{tutor-start=10,tutor-end=11}{)}\htmlData{tutor-start=11,tutor-end=12}{)}^{\htmlData{tutor-start=14,tutor-end=15}{2}} \htmlData{tutor-start=17,tutor-end=18}{≤} \htmlData{tutor-start=19,tutor-end=20}{n} \htmlData{tutor-start=21,tutor-end=27}{\cdot }\htmlData{tutor-start=27,tutor-end=28}{O}\htmlData{tutor-start=28,tutor-end=29}{(}\htmlData{tutor-start=29,tutor-end=30}{n}^{\htmlData{tutor-start=32,tutor-end=33}{-}\htmlData{tutor-start=33,tutor-end=34}{1}}\htmlData{tutor-start=35,tutor-end=36}{)} \implies \htmlData{tutor-start=46,tutor-end=47}{n}^{\htmlData{tutor-start=49,tutor-end=50}{2}} \htmlData{tutor-start=52,tutor-end=58}{\delta}^{\htmlData{tutor-start=60,tutor-end=61}{2}} \htmlData{tutor-start=63,tutor-end=64}{≤} \htmlData{tutor-start=65,tutor-end=66}{O}\htmlData{tutor-start=66,tutor-end=67}{(}\htmlData{tutor-start=67,tutor-end=68}{1}\htmlData{tutor-start=68,tutor-end=69}{)} \implies \htmlData{tutor-start=79,tutor-end=86}{\delta }\htmlData{tutor-start=86,tutor-end=87}{≥} \htmlData{tutor-start=88,tutor-end=89}{O}\htmlData{tutor-start=89,tutor-end=90}{(}\htmlData{tutor-start=90,tutor-end=91}{n}^{\htmlData{tutor-start=93,tutor-end=94}{-}\htmlData{tutor-start=94,tutor-end=95}{1}}\htmlData{tutor-start=96,tutor-end=97}{)} ( O ( n δ ) ) 2 ≤ n ⋅ O ( n − 1 ) ⟹ n 2 δ 2 ≤ O ( 1 ) ⟹ δ ≥ O ( n − 1 ) 。
**等等,还是 n − 1 \htmlData{tutor-start=0,tutor-end=1}{n}^{\htmlData{tutor-start=3,tutor-end=4}{-}\htmlData{tutor-start=4,tutor-end=5}{1}} n − 1 。**
哪里出了问题?
啊,参考解答中写的是:∑ ∥ z k ∥ ≥ 1 4 ∥ p n ∥ \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z}_{\htmlData{tutor-start=11,tutor-end=12}{k}} \htmlData{tutor-start=14,tutor-end=16}{\|} \htmlData{tutor-start=17,tutor-end=21}{\ge }\sqrt{\frac{\htmlData{tutor-start=33,tutor-end=34}{1}}{\htmlData{tutor-start=36,tutor-end=37}{4}} \htmlData{tutor-start=39,tutor-end=41}{\|} \htmlData{tutor-start=42,tutor-end=43}{p}\htmlData{tutor-start=43,tutor-end=44}{n} \htmlData{tutor-start=45,tutor-end=47}{\|}} ∑ ∥ z k ∥ ≥ 4 1 ∥ p n ∥ 。
这是由 ( ∑ ∥ z ∥ ) 2 ≥ ∑ ∥ z ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=8}{\|} \htmlData{tutor-start=9,tutor-end=10}{z} \htmlData{tutor-start=11,tutor-end=13}{\|}\htmlData{tutor-start=13,tutor-end=14}{)}^{\htmlData{tutor-start=16,tutor-end=17}{2}} \htmlData{tutor-start=19,tutor-end=20}{≥} \sum \htmlData{tutor-start=26,tutor-end=28}{\|} \htmlData{tutor-start=29,tutor-end=30}{z} \htmlData{tutor-start=31,tutor-end=33}{\|}^{\htmlData{tutor-start=35,tutor-end=36}{2}} ( ∑ ∥ z ∥ ) 2 ≥ ∑ ∥ z ∥ 2 得到的吗?不,那是 ( ∑ 1 ⋅ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=7}{1} \htmlData{tutor-start=8,tutor-end=14}{\cdot }\htmlData{tutor-start=14,tutor-end=16}{\|}\htmlData{tutor-start=16,tutor-end=17}{z}\htmlData{tutor-start=17,tutor-end=19}{\|}\htmlData{tutor-start=19,tutor-end=20}{)}^{\htmlData{tutor-start=22,tutor-end=23}{2}} \htmlData{tutor-start=25,tutor-end=26}{≤} \htmlData{tutor-start=27,tutor-end=28}{n} \sum \htmlData{tutor-start=34,tutor-end=36}{\|}\htmlData{tutor-start=36,tutor-end=37}{z}\htmlData{tutor-start=37,tutor-end=39}{\|}^{\htmlData{tutor-start=41,tutor-end=42}{2}} ( ∑ 1 ⋅ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 。
反向不等式不成立。
除非... ∥ p n ∥ \htmlData{tutor-start=0,tutor-end=2}{\|} \htmlData{tutor-start=3,tutor-end=4}{p}\htmlData{tutor-start=4,tutor-end=5}{n} \htmlData{tutor-start=6,tutor-end=8}{\|} ∥ p n ∥ 本身是 O ( n − 1 ) \htmlData{tutor-start=0,tutor-end=1}{O}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{n}^{\htmlData{tutor-start=5,tutor-end=6}{-}\htmlData{tutor-start=6,tutor-end=7}{1}}\htmlData{tutor-start=8,tutor-end=9}{)} O ( n − 1 ) ,开根号是 O ( n − 0.5 ) \htmlData{tutor-start=0,tutor-end=1}{O}\htmlData{tutor-start=1,tutor-end=2}{(}\htmlData{tutor-start=2,tutor-end=3}{n}^{\htmlData{tutor-start=5,tutor-end=6}{-}\htmlData{tutor-start=6,tutor-end=7}{0}\htmlData{tutor-start=7,tutor-end=8}{.}\htmlData{tutor-start=8,tutor-end=9}{5}}\htmlData{tutor-start=10,tutor-end=11}{)} O ( n − 0 . 5 ) 。
如果 ∑ ∥ z ∥ ≥ O ( n − 0.5 ) \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z} \htmlData{tutor-start=10,tutor-end=12}{\|} \htmlData{tutor-start=13,tutor-end=14}{≥} \htmlData{tutor-start=15,tutor-end=16}{O}\htmlData{tutor-start=16,tutor-end=17}{(}\htmlData{tutor-start=17,tutor-end=18}{n}^{\htmlData{tutor-start=20,tutor-end=21}{-}\htmlData{tutor-start=21,tutor-end=22}{0}\htmlData{tutor-start=22,tutor-end=23}{.}\htmlData{tutor-start=23,tutor-end=24}{5}}\htmlData{tutor-start=25,tutor-end=26}{)} ∑ ∥ z ∥ ≥ O ( n − 0 . 5 ) ,且 ∑ ∥ z ∥ ≤ O ( n δ ) \sum \htmlData{tutor-start=5,tutor-end=7}{\|} \htmlData{tutor-start=8,tutor-end=9}{z} \htmlData{tutor-start=10,tutor-end=12}{\|} \htmlData{tutor-start=13,tutor-end=14}{≤} \htmlData{tutor-start=15,tutor-end=16}{O}\htmlData{tutor-start=16,tutor-end=17}{(}\htmlData{tutor-start=17,tutor-end=18}{n}\htmlData{tutor-start=18,tutor-end=24}{\delta}\htmlData{tutor-start=24,tutor-end=25}{)} ∑ ∥ z ∥ ≤ O ( n δ ) ,则 n δ ≥ n − 0.5 ⟹ δ ≥ n − 1.5 \htmlData{tutor-start=0,tutor-end=1}{n}\htmlData{tutor-start=1,tutor-end=8}{\delta }\htmlData{tutor-start=8,tutor-end=9}{≥} \htmlData{tutor-start=10,tutor-end=11}{n}^{\htmlData{tutor-start=13,tutor-end=14}{-}\htmlData{tutor-start=14,tutor-end=15}{0}\htmlData{tutor-start=15,tutor-end=16}{.}\htmlData{tutor-start=16,tutor-end=17}{5}} \implies \htmlData{tutor-start=28,tutor-end=35}{\delta }\htmlData{tutor-start=35,tutor-end=36}{≥} \htmlData{tutor-start=37,tutor-end=38}{n}^{\htmlData{tutor-start=40,tutor-end=41}{-}\htmlData{tutor-start=41,tutor-end=42}{1}\htmlData{tutor-start=42,tutor-end=43}{.}\htmlData{tutor-start=43,tutor-end=44}{5}} n δ ≥ n − 0 . 5 ⟹ δ ≥ n − 1 . 5 。
**Bingo!**
关键在于:我们不需要 ( ∑ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=8}{\|}\htmlData{tutor-start=8,tutor-end=9}{z}\htmlData{tutor-start=9,tutor-end=11}{\|}\htmlData{tutor-start=11,tutor-end=12}{)}^{\htmlData{tutor-start=14,tutor-end=15}{2}} \htmlData{tutor-start=17,tutor-end=18}{≤} \htmlData{tutor-start=19,tutor-end=20}{n} \sum \htmlData{tutor-start=26,tutor-end=28}{\|}\htmlData{tutor-start=28,tutor-end=29}{z}\htmlData{tutor-start=29,tutor-end=31}{\|}^{\htmlData{tutor-start=33,tutor-end=34}{2}} ( ∑ ∥ z ∥ ) 2 ≤ n ∑ ∥ z ∥ 2 来导出下界,而是直接用 ∑ ∥ z ∥ 2 ≥ A ⟹ ∑ ∥ z ∥ ≥ A \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|}^{\htmlData{tutor-start=12,tutor-end=13}{2}} \htmlData{tutor-start=15,tutor-end=16}{≥} \htmlData{tutor-start=17,tutor-end=18}{A} \implies \sum \htmlData{tutor-start=33,tutor-end=35}{\|}\htmlData{tutor-start=35,tutor-end=36}{z}\htmlData{tutor-start=36,tutor-end=38}{\|} \htmlData{tutor-start=39,tutor-end=40}{≥} \sqrt{\htmlData{tutor-start=47,tutor-end=48}{A}} ∑ ∥ z ∥ 2 ≥ A ⟹ ∑ ∥ z ∥ ≥ A (因为 ∥ z ∥ ≥ 0 \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=5}{\|} \htmlData{tutor-start=6,tutor-end=7}{≥} \htmlData{tutor-start=8,tutor-end=9}{0} ∥ z ∥ ≥ 0 ,且最大值受限?不,单纯由 L 2 ≥ L ∞ L_{2} ≥ L_∞ L 2 ≥ L ∞ 不行。但若 ∥ z ∥ ≤ δ \htmlData{tutor-start=0,tutor-end=2}{\|}\htmlData{tutor-start=2,tutor-end=3}{z}\htmlData{tutor-start=3,tutor-end=5}{\|} \htmlData{tutor-start=6,tutor-end=7}{≤} \htmlData{tutor-start=8,tutor-end=14}{\delta} ∥ z ∥ ≤ δ ,则 ∑ ∥ z ∥ 2 ≤ δ ∑ ∥ z ∥ \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|}^{\htmlData{tutor-start=12,tutor-end=13}{2}} \htmlData{tutor-start=15,tutor-end=16}{≤} \htmlData{tutor-start=17,tutor-end=24}{\delta }\sum \htmlData{tutor-start=29,tutor-end=31}{\|}\htmlData{tutor-start=31,tutor-end=32}{z}\htmlData{tutor-start=32,tutor-end=34}{\|} ∑ ∥ z ∥ 2 ≤ δ ∑ ∥ z ∥ 。所以 ∑ ∥ z ∥ ≥ 1 δ ∑ ∥ z ∥ 2 \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=12}{≥} \frac{\htmlData{tutor-start=19,tutor-end=20}{1}}{\htmlData{tutor-start=22,tutor-end=28}{\delta}} \sum \htmlData{tutor-start=35,tutor-end=37}{\|}\htmlData{tutor-start=37,tutor-end=38}{z}\htmlData{tutor-start=38,tutor-end=40}{\|}^{\htmlData{tutor-start=42,tutor-end=43}{2}} ∑ ∥ z ∥ ≥ δ 1 ∑ ∥ z ∥ 2 。这也没用。)
让我们看参考解答的原话:“( ∥ z 1 ∥ + … ) 2 ≥ ∥ z 1 ∥ 2 + … ≥ 1 4 ∥ p n ∥ \htmlData{tutor-start=0,tutor-end=1}{(}\htmlData{tutor-start=1,tutor-end=3}{\|}\htmlData{tutor-start=3,tutor-end=4}{z}_{\htmlData{tutor-start=6,tutor-end=7}{1}}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=12}{+} \dots\htmlData{tutor-start=18,tutor-end=19}{)}^{\htmlData{tutor-start=21,tutor-end=22}{2}} \htmlData{tutor-start=24,tutor-end=25}{≥} \htmlData{tutor-start=26,tutor-end=28}{\|}\htmlData{tutor-start=28,tutor-end=29}{z}_{\htmlData{tutor-start=31,tutor-end=32}{1}}\htmlData{tutor-start=33,tutor-end=35}{\|}^{\htmlData{tutor-start=37,tutor-end=38}{2}} \htmlData{tutor-start=40,tutor-end=41}{+} \dots \htmlData{tutor-start=48,tutor-end=49}{≥} \frac{\htmlData{tutor-start=56,tutor-end=57}{1}}{\htmlData{tutor-start=59,tutor-end=60}{4}} \htmlData{tutor-start=62,tutor-end=64}{\|}\htmlData{tutor-start=64,tutor-end=65}{p}\htmlData{tutor-start=65,tutor-end=66}{n}\htmlData{tutor-start=66,tutor-end=68}{\|} ( ∥ z 1 ∥ + … ) 2 ≥ ∥ z 1 ∥ 2 + … ≥ 4 1 ∥ p n ∥ ”。
这是错的。平方和小于等于和的平方。即 ( ∑ x ) 2 ≥ ∑ x 2 \htmlData{tutor-start=0,tutor-end=1}{(}\sum \htmlData{tutor-start=6,tutor-end=7}{x}\htmlData{tutor-start=7,tutor-end=8}{)}^{\htmlData{tutor-start=10,tutor-end=11}{2}} \htmlData{tutor-start=13,tutor-end=14}{≥} \sum \htmlData{tutor-start=20,tutor-end=21}{x}^{\htmlData{tutor-start=23,tutor-end=24}{2}} ( ∑ x ) 2 ≥ ∑ x 2 是对的!
是的,对于非负实数,( ∑ x i ) 2 = ∑ x i 2 + ∑ i ≠ j x i x j ≥ ∑ x i 2 (\sum x_{i})^{2} = \sum x_{i}^{2} + \sum_{i≠j} x_{i} x_{j} ≥ \sum x_{i}^{2} ( ∑ x i ) 2 = ∑ x i 2 + ∑ i = j x i x j ≥ ∑ x i 2 。
所以 ∑ ∥ z ∥ ≥ ∑ ∥ z ∥ 2 ≥ C n − 1 = C ′ n − 0.5 \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=12}{≥} \sqrt{\sum \htmlData{tutor-start=24,tutor-end=26}{\|}\htmlData{tutor-start=26,tutor-end=27}{z}\htmlData{tutor-start=27,tutor-end=29}{\|}^{\htmlData{tutor-start=31,tutor-end=32}{2}}} \htmlData{tutor-start=35,tutor-end=36}{≥} \sqrt{\htmlData{tutor-start=43,tutor-end=44}{C} \htmlData{tutor-start=45,tutor-end=46}{n}^{\htmlData{tutor-start=48,tutor-end=49}{-}\htmlData{tutor-start=49,tutor-end=50}{1}}} \htmlData{tutor-start=53,tutor-end=54}{=} \htmlData{tutor-start=55,tutor-end=56}{C}' \htmlData{tutor-start=58,tutor-end=59}{n}^{\htmlData{tutor-start=61,tutor-end=62}{-}\htmlData{tutor-start=62,tutor-end=63}{0}\htmlData{tutor-start=63,tutor-end=64}{.}\htmlData{tutor-start=64,tutor-end=65}{5}} ∑ ∥ z ∥ ≥ ∑ ∥ z ∥ 2 ≥ C n − 1 = C ′ n − 0 . 5 。
结合 ∑ ∥ z ∥ ≤ 4 n δ \sum \htmlData{tutor-start=5,tutor-end=7}{\|}\htmlData{tutor-start=7,tutor-end=8}{z}\htmlData{tutor-start=8,tutor-end=10}{\|} \htmlData{tutor-start=11,tutor-end=12}{≤} \htmlData{tutor-start=13,tutor-end=14}{4}\htmlData{tutor-start=14,tutor-end=15}{n}\htmlData{tutor-start=15,tutor-end=21}{\delta} ∑ ∥ z ∥ ≤ 4 n δ ,得 4 n δ ≥ C ′ n − 0.5 ⟹ δ ≥ C ′ ′ n − 1.5 \htmlData{tutor-start=0,tutor-end=1}{4}\htmlData{tutor-start=1,tutor-end=2}{n}\htmlData{tutor-start=2,tutor-end=9}{\delta }\htmlData{tutor-start=9,tutor-end=10}{≥} \htmlData{tutor-start=11,tutor-end=12}{C}' \htmlData{tutor-start=14,tutor-end=15}{n}^{\htmlData{tutor-start=17,tutor-end=18}{-}\htmlData{tutor-start=18,tutor-end=19}{0}\htmlData{tutor-start=19,tutor-end=20}{.}\htmlData{tutor-start=20,tutor-end=21}{5}} \implies \htmlData{tutor-start=32,tutor-end=39}{\delta }\htmlData{tutor-start=39,tutor-end=40}{≥} \htmlData{tutor-start=41,tutor-end=42}{C}'' \htmlData{tutor-start=45,tutor-end=46}{n}^{\htmlData{tutor-start=48,tutor-end=49}{-}\htmlData{tutor-start=49,tutor-end=50}{1}\htmlData{tutor-start=50,tutor-end=51}{.}\htmlData{tutor-start=51,tutor-end=52}{5}} 4 n δ ≥ C ′ n − 0 . 5 ⟹ δ ≥ C ′′ n − 1 . 5 。
逻辑完全通顺。