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regression-analyzer

全面回归分析和建模技能

Regression Analyzer Skill

Purpose

Perform comprehensive regression analyses including model fitting, diagnostics, and interpretation for scientific data.

Capabilities

Fit linear models
Build generalized models
Perform diagnostics
Handle multicollinearity
Generate predictions
Interpret coefficients

Usage Guidelines

Prepare data
Specify model
Fit regression
Run diagnostics
Refine if needed
Interpret results

Process Integration

Works within scientific discovery workflows for:

Relationship modeling
Prediction generation
Effect estimation
Variable selection

Configuration

Model specifications
Diagnostic tests
Variable selection
Output formatting

Output Artifacts

Model summaries
Diagnostic plots
Coefficient tables
Prediction outputs