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FuzzyClass vs hal9001

Both stand on statistical analysis software. Which one you can start free with, which one lets you read the code, and what each costs once you pay.

FuzzyClass

Free plan LinuxMacWindows

FuzzyClass focuses narrowly on fuzzy and probability-based classification in R. Its broad distribution choices and probability outputs are useful, but users needing regression or statistical testing will need other software.

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hal9001

Free plan LinuxMacWindows

hal9001 provides a focused implementation of highly adaptive lasso regression in R. Its sparse basis construction, multiple input interfaces, and CRAN distribution suit users who can work within its R dependencies.

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The facts

FuzzyClasshal9001
Free planYesYes
Open sourceNot publishedNot published
Runs onLinux, Mac, WindowsLinux, Mac, Windows
Lowest paid planNot publishedNot published
Plans publishedNoneNone
MakerNot publishedNot published
Websiteleapigufpb.github.iotlverse.org
On statistical analysis software#53 of 106#49 of 106

FuzzyClass: what it does well

  • Free MIT-licensed R package
  • Provides fuzzy and non-fuzzy classifiers
  • Returns labels or class-probability matrices
  • Supports scripting and Bayesian analysis
  • Dependencies install automatically through the shown setup

What to know first

  • No statistical tests
  • No regression models
  • Requires R and devtools installation
  • Desktop deployment only

hal9001: what it does well

  • Free GPL-3 package
  • Builds sparse basis-function matrices
  • Handles indicator-function predictor matrices
  • Supports Linux, macOS, and Windows
  • CRAN binaries and documentation available

What to know first

  • Requires R 3.1.0 or later
  • Requires Rcpp and imported packages
  • Desktop package rather than a standalone application

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