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Bhattacharyya Distance Calculator

Free online bhattacharyya distance calculator. Enter your values and get instant results with the formula, step-by-step working, a worked example and FAQs — everything runs locally in your browser on Calcton, no signup required.

中文版:巴氏距离计算器

Bhattacharyya Distance Calculator
分布 p(逗号分隔,和为 1)
分布 q(逗号分隔,和为 1,项数相同)

原理:Bhattacharyya 系数 BC = Σ√(p_i·q_i) 度量两个分布的重叠程度(0 到 1),巴氏距离 D_B = −ln BC 把重叠量转成对数口径。它等价于 α = 0.5 的 Rényi 散度家族成员,与指数族分布的 Fisher 信息有几何联系。

步骤:① 输入两个分布;② 点击计算;③ 读出 BC、巴氏距离与 Hellinger 距离换算。

示例:p = (0.5, 0.5)、q = (0.9, 0.1) 时 BC = 0.894427191、D_B = 0.111571775657 奈特、Hellinger = 0.324919696233;p = (0.7, 0.3)、q = (0.2, 0.8) 时 BC = 0.864063687234。

注意事项:BC = 1 当且仅当两分布相同(D_B = 0);BC = 0 表示支撑完全不重叠(D_B = ∞);对高斯分布有闭式解,本工具走离散口径;D_B 用自然对数(奈特),换底乘 log(2) 得比特;贝叶斯错误率的 Chernoff 界就由 D_B 驱动。

相关:Hellinger 距离计算器直接给 √(1−BC) 口径;Rényi 散度计算器覆盖 α = 0.5 家族;贝叶斯错误率计算器给出分类下界视角。

How to use the Bhattacharyya Distance Calculator

  1. Fill in the inputs with your own numbers — every field shows what it expects.
  2. The result updates instantly as you type; no "Calculate" click needed.
  3. Read the result card for the main figure, the step-by-step formula, and practical notes.

Frequently asked questions

Is the Bhattacharyya Distance Calculator free?

Yes — all math calculators on Calcton are free, with no sign-up required. Your inputs are processed in your browser and never sent to a server.

Is there a Chinese version of this tool?

Yes. Use the Chinese version link above — it is the same calculator with the interface in Simplified Chinese.

References

Formulas and benchmarks used by this calculator follow these published sources.

  1. dlmf.nist.gov
  2. mathworld.wolfram.com
Kevin's profile

KevinContent LeadCalcton Editorial Team · Last updated 2026-10-06

Kevin maintains Calcton's formula verification and content: every calculator cites the standard it implements, worked examples are recomputed programmatically, and health benchmarks follow WHO and international guidelines.

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