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Jensen Shannon Calculator

Free online jensen shannon 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:JS 散度计算器

Jensen Shannon 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:Jensen-Shannon 散度 = 0.5·KL(p‖m) + 0.5·KL(q‖m),其中 m = (p+q)/2 是两个分布的混合。它把 KL 散度对称化并加上「平方根可度量」的性质:JS 距离 = √JS 满足三角不等式,是真正的度量。

步骤:① 输入两个分布;② 点击计算;③ 读出 JS 散度与其平方根(JS 距离)。

示例:p = (0.5, 0.5)、q = (0.9, 0.1) 时 JS = 0.146793102436 比特、JS 距离 = 0.38313587986;p = (0.25, 0.25, 0.5)、q = (1/3, 1/3, 1/3) 时 JS = 0.020720839624 比特。

注意事项:以 2 为底时 JS 上限为 1(分布完全分离),JS 距离上限为 1;JS 对零概率鲁棒——只要混合 m 非零即可,不像 KL 对零概率敏感;JS 永远对称且等于零当且仅当 p = q;生成对抗网络(GAN)的原始目标函数与 JS 散度直接相关。

相关:KL 散度计算器给出非对称版本;总变差距离计算器给出线性口径;Rényi 散度计算器可推广出 JS 的α阶家族。

How to use the Jensen Shannon 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 Jensen Shannon 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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