distribution-search
CommunityFind distributions with specific constraints.
Data & Analytics#optimization#entropy#probability distributions#kl divergence#statistical constraints#numerical search
AuthorZurybr
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill provides systematic approaches for finding probability distributions that meet specific statistical constraints, such as target KL divergence values, specified entropy, or moment constraints.
Core Features & Use Cases
- Constraint Satisfaction: Find distributions that satisfy KL divergence targets (forward or backward), entropy requirements, or moment conditions.
- Numerical Optimization: Utilizes various optimization strategies to search for distribution parameters.
- Use Case: You need to construct a discrete probability distribution that has a specific KL divergence from a uniform distribution while also meeting a target entropy value.
Quick Start
Use the distribution-search skill to find a probability distribution that satisfies a forward KL divergence of 0.5 and a backward KL divergence of 0.3.
Dependency Matrix
Required Modules
numpyscipy
Components
scriptsreferences
💻 Claude Code Installation
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Please help me install this Skill: Name: distribution-search Download link: https://github.com/Zurybr/lefarma-skills/archive/main.zip#distribution-search Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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