ROCAnalysis

Evaluate binary classifiers with ROC curves and metrics.

DecliningOpen SourceLow lock-in

Pricing

Free tier

Flat rate

Adoption

Cooling

License

Open Source

Data freshness

Aging · Jun 8, 2026

Overview

What is ROCAnalysis?

ROCAnalysis is a Julia library for evaluating probabilistic binary classifiers using Receiver Operating Characteristic (ROC) curves and associated metrics, aiding in the assessment of model performance.

Key differentiator

ROCAnalysis stands out by offering a specialized and comprehensive approach to ROC curve analysis within the Julia ecosystem, providing detailed metrics and support for probabilistic classifiers.

Capability profile

Capability Radar

Ease of StartEcosystemValueMaturityFlexibilityScale Ready

Honest assessment

Strengths & Weaknesses

↑ Strengths

Comprehensive ROC curve analysismedium

Calculation of AUC (Area Under the Curve)medium

Support for multiple evaluation metricsmedium

Integration with Julia's scientific computing ecosystemmedium

↓ Weaknesses

Limited language support due to being Julia-specifichigh

ROCAnalysis is only available in Julia, which may limit its usability for teams not already using or willing to adopt the Julia programming language.

Potential performance issues with large datasetsmedium

Julia's performance can degrade when handling very large datasets compared to more optimized languages like C++ or Python, which could impact the efficiency of ROCAnalysis in such scenarios.

Smaller community and limited third-party integrationsmedium

Julia has a smaller ecosystem compared to larger languages like Python, leading to fewer community contributions and less mature third-party tools for integration with ROCAnalysis.

Fit analysis

Who is it for?

✓ Best for

Researchers who need a robust library for ROC curve analysis in Julia projects

Developers working with probabilistic classifiers who require detailed performance metrics

✕ Not a fit for

Projects requiring real-time classifier evaluation due to computational overhead

Users looking for a web-based interface or service, as it is a local library

Cost structure

Pricing

Free Tier

Available

Open source — free to use

Starts at

$0

Model

Flat rate

Enterprise

None

Performance benchmarks

How Fast Is It?

Ecosystem

Relationships

Next step

Get Started with ROCAnalysis

Step-by-step setup guide with code examples and common gotchas.

View Setup Guide →