第 20771 題：Chebyshev不等式

原題與已知條件

完整有限law、finite mean與variance及positive epsilon。操作=cheb-qualification；資料={"masses":[[1,26],[2,26],[23,26]],"values":[0,21,24]}。請依 exact_ordered_tuple_declared_by_interface 欄序回答。

• G001 — 完整有限law、finite mean與variance及positive epsilon。操作=cheb-qualification；資料={"masses":[[1,26],[2,26],[23,26]],"values":[0,21,24]}。請依 exact_ordered_tuple_declared_by_interface 欄序回答。

定義與適用範圍

沿用原題明示的論域、假設與來源 MKO 定義。本題已完成第二對話數理與中英語義覆核，並由原始參數逐題獨立重算模型、答案與每個算術步驟；原題仍為 candidate。

• mko-chebyshev-inequality

逐步推導

source operation=cheb-qualification;original snapshot and mathematics retained

explicit ordered source output fields=[masses, values, mean, variance, finite_moment_certificate, certificate]

Chebyshev complete probability law mass := sum(1/26, 1/13, 23/26)

Chebyshev complete probability law mass = 1

Chebyshev original atom0 weighted SIGNED X := mul(1/26, 0)

Chebyshev original atom0 weighted SIGNED X = 0

Chebyshev original atom1 weighted SIGNED X := mul(1/13, 21)

Chebyshev original atom1 weighted SIGNED X = 21/13

Chebyshev original atom2 weighted SIGNED X := mul(23/26, 24)

Chebyshev original atom2 weighted SIGNED X = 276/13

Chebyshev complete SAME-law mean := sum(0, 21/13, 276/13)

Chebyshev complete SAME-law mean = 297/13

Chebyshev original atom0 X minus SAME mean := sub(0, 297/13)

Chebyshev original atom0 X minus SAME mean = -297/13

Chebyshev original atom0 centered SQUARE := mul(-297/13, -297/13)

Chebyshev original atom0 centered SQUARE = 88209/169

Chebyshev original atom0 weighted centered square := mul(1/26, 88209/169)

Chebyshev original atom0 weighted centered square = 88209/4394

Chebyshev original atom1 X minus SAME mean := sub(21, 297/13)

Chebyshev original atom1 X minus SAME mean = -24/13

Chebyshev original atom1 centered SQUARE := mul(-24/13, -24/13)

Chebyshev original atom1 centered SQUARE = 576/169

Chebyshev original atom1 weighted centered square := mul(1/13, 576/169)

Chebyshev original atom1 weighted centered square = 576/2197

Chebyshev original atom2 X minus SAME mean := sub(24, 297/13)

Chebyshev original atom2 X minus SAME mean = 15/13

Chebyshev original atom2 centered SQUARE := mul(15/13, 15/13)

Chebyshev original atom2 centered SQUARE = 225/169

Chebyshev original atom2 weighted centered square := mul(23/26, 225/169)

Chebyshev original atom2 weighted centered square = 5175/4394

Chebyshev full variance E centered square := sum(88209/4394, 576/2197, 5175/4394)

Chebyshev full variance E centered square = 3636/169

ORIGINAL complete normalized masses=[1/26, 1/13, 23/26];ALL aligned SIGNED values X=[0, 21, 24];SAME-law mean=297/13;all deviations=[-297/13, -24/13, 15/13]

ALL nonnegative squared deviations Y=[88209/169, 576/169, 225/169];variance=E[Y]=3636/169;finite moments;variance0 iff X=mean on EVERY POSITIVE-mass atom,not necessarily null atoms

逐步反向核對

• S017 · premise_and_result_audit — 回到原始資料與本步條件核對，不把單向推論誤稱等價。
• S016 · premise_and_result_audit — 以精確有理數重算 Chebyshev full variance E centered square，不以小數近似替代。
• S015 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom2 weighted centered square，不以小數近似替代。
• S014 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom2 centered SQUARE，不以小數近似替代。
• S013 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom2 X minus SAME mean，不以小數近似替代。
• S012 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom1 weighted centered square，不以小數近似替代。
• S011 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom1 centered SQUARE，不以小數近似替代。
• S010 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom1 X minus SAME mean，不以小數近似替代。
• S009 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom0 weighted centered square，不以小數近似替代。
• S008 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom0 centered SQUARE，不以小數近似替代。
• S007 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom0 X minus SAME mean，不以小數近似替代。
• S006 · premise_and_result_audit — 以精確有理數重算 Chebyshev complete SAME-law mean，不以小數近似替代。
• S005 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom2 weighted SIGNED X，不以小數近似替代。
• S004 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom1 weighted SIGNED X，不以小數近似替代。
• S003 · premise_and_result_audit — 以精確有理數重算 Chebyshev original atom0 weighted SIGNED X，不以小數近似替代。
• S002 · premise_and_result_audit — 以精確有理數重算 Chebyshev complete probability law mass，不以小數近似替代。
• S001 · premise_and_result_audit — 回到原始資料與本步條件核對，不把單向推論誤稱等價。

結論

([1/26, 1/13, 23/26], [0, 21, 24], 297/13, 3636/169, 是, finite_mean_and_variance)

依上列完整代值及條件核對得到原題答案；原題編號、格式與狀態保持不變。

本題覆核與來源綁定

覆核日期：2026-10-26

原題、答案、步驟表達式、數值 AST 與既有歷史保持原樣；原來的候選狀態屬於來源歷史，不覆寫為形式化證明。