npm package discovery and stats viewer.

Discover Tips

  • General search

    [free text search, go nuts!]

  • Package details

    pkg:[package-name]

  • User packages

    @[username]

Sponsor

Optimize Toolset

I’ve always been into building performant and accessible sites, but lately I’ve been taking it extremely seriously. So much so that I’ve been building a tool to help me optimize and monitor the sites that I build to make sure that I’m making an attempt to offer the best experience to those who visit them. If you’re into performant, accessible and SEO friendly sites, you might like it too! You can check it out at Optimize Toolset.

About

Hi, 👋, I’m Ryan Hefner  and I built this site for me, and you! The goal of this site was to provide an easy way for me to check the stats on my npm packages, both for prioritizing issues and updates, and to give me a little kick in the pants to keep up on stuff.

As I was building it, I realized that I was actually using the tool to build the tool, and figured I might as well put this out there and hopefully others will find it to be a fast and useful way to search and browse npm packages as I have.

If you’re interested in other things I’m working on, follow me on Twitter or check out the open source projects I’ve been publishing on GitHub.

I am also working on a Twitter bot for this site to tweet the most popular, newest, random packages from npm. Please follow that account now and it will start sending out packages soon–ish.

Open Software & Tools

This site wouldn’t be possible without the immense generosity and tireless efforts from the people who make contributions to the world and share their work via open source initiatives. Thank you 🙏

© 2024 – Pkg Stats / Ryan Hefner

@decidables/detectable-math

v0.1.11

Published

detectable-math: Equations for calculating Signal Detection Theory

Downloads

35

Readme

@decidables/detectable-mathEquations for Calculating Signal Detection Theory in d′etectable

npm version license

Helper functions for calculations related to Signal Detection Theory for d′etectable.

Usage

Install

yarn add @decidables/detectable-math

Use

import SDTMath from '@decidables/detectable-math';

A class providing static functions for calculating Signal Detection Theory equations

Contents

SDTMath

Single class exposing static functions for SDT calculations. Each function takes values for one or more variables and returns the value of another variable. The functions are named with a list of the input variables followed by a '2' followed by the output variable, in camelcase. For example, hM2Hr takes as input the number of hits, H, and the number of misses, M, and outputs the hit rate, HR

Variable names

  • H = hits
  • M = misses
  • FA = false alarms
  • CR = correct rejections
  • HR = hit rate
  • zHR = Z-transformed hit rate
  • FAR = false alarm rate
  • zFAR = Z-transformed false alarm rate
  • ACC = accuracy
  • PPV = positive predictive value
  • FOMR = false omission rate (used FOMR to avoid keyword FOR!)
  • d' = sensitivity (d' for equal variance, d_a for unequal variance)
  • c = response bias (c for equal variance, c_a for unequal variance)
  • s = standard deviation of signal distribution, with standard deviation of noise distribution = 1
  • muN = mean of noise distribution
  • muS = mean of signal distribution
  • l = lambda, threshold location, with l = 0 indicating no response bias
  • h = height of signal distribution

Function names

  • Z = z-score
  • Z^-1 = inverse z-score

Methods w/implemented equations

Many methods take an optional s for unequal variance. A different equation, marked with a * is used in these cases.

  • hM2Hr(h, m)
    • HR = H / (H + M)
  • faCr2Far(fa, cr)
    • FAR = FA / (FA + CR)
  • hMFaCr2Acc(h, m, fa, cr)
    • ACC = (H + CR) / (H + M + FA + CR)
  • hrFar2Acc(hr, far)
    • ACC = (HR + (1 - FAR)) / 2
  • hFa2Ppv(h, fa)
    • PPV = H / (H + FA)
  • mCr2Fomr(m, cr)
    • FOMR = M / (M + CR)
  • hrFar2D(hr, far, s = 1)
    • d' = Z^-1(HR) - Z^-1(FAR)
    • * d' = (2 / (s^2 + 1))^(1/2) * (s * Z^-1(HR) - Z^-1(FAR))
  • hrFar2C(hr, far, s = 1)
    • c = -(Z^-1(HR) + Z^-1(FAR))/2
    • * c = (2 / (s^2 + 1))^(1/2) * (s / s + 1) * -(Z^-1(HR) + Z^-1(FAR))
  • dC2Hr(d, c, s = 1)
    • HR = Z(d'/2 - c)
    • * HR = Z(((s^2 + 1) / 2)^(1/2) * (d' / (s + 1) - c / s))
  • dC2Far(d, c, s = 1)
    • FAR = Z(-d'/2 - c)
    • * FAR = Z(((s^2 + 1) / 2)^(1/2) * -(d' / (s + 1) + c))
  • dFar2Hr(d, far, s = 1)
    • HR = Z(d' + Z^-1(FAR))
    • * HR = Z(((s^2 + 1) / 2)^(1/2) * d' + Z^-1(FAR) / s)
  • cFar2Hr(c, far, s = 1)
    • HR = Z(-2c - Z^-1(FAR))
    • * HR = Z(-((s^2 + 1) / 2)^(1/2) * ((s + 1) / s) * c - Z^-1(FAR))
  • d2MuN(d, s = 1)
    • muN = -d'/2
    • * muN = -((s^2 + 1) / 2)^(1/2) * (1 / (s + 1)) * d'
  • muN2D(muN, s = 1)
    • d' = -2 * muN
    • * d' = -(2 / (s^2 + 1))^(1/2) * (s + 1) * muN
  • d2MuS(d, s = 1)
    • muS = d'/2
    • * muS = ((s^2 + 1) / 2)^(1/2) * (s / (s + 1)) * d'
  • muS2D(muS, s = 1)
    • d' = 2 * muS
    • * d' = (2 / (s^2 + 1))^(1/2) * ((s + 1) / s) * muS
  • c2L(c, s = 1)
    • l = c
    • * l = ((s^2 + 1) / 2)^(1/2) * c
  • l2C(l, s = 1)
    • c = l
    • * c = (2 / (s^2 + 1))^(1/2) * l
  • s2H(s = 1)
    • h = 1 / (s * (2 * pi)^(1/2))
  • h2S(h)
    • s = 1 / (h * (2 * pi)^(1/2))
  • hr2Zhr(hr)
    • zHR = Z(HR)
  • far2Zfar(far)
    • zFAR = Z(FAR)
  • zhr2Hr(zhr)
    • HR = Z^-1(zHR)
  • zfar2Far(zfar)
    • FAR = Z^-1(zFAR)

Development

Features/Bugs/Notes

  • Unequal variance
    • Ambiguity about with what to hold constant when varying other parameters in the context of unequal variance
    • d' vs d_a, and c vs c_a
    • muN != muS != d'
    • lambda != c
    • distinction between parameter s and sigma

Package Scripts

  • yarn lint
    • Lints markdown, scripts and styles
  • yarn test
    • Runs all tests and reports coverage in test/coverage/
  • yarn test:watch
    • Runs all tests in watch mode and reports coverage in test/coverage/
  • yarn test:file <filename>
    • Runs tests for a single file and reports coverage in test/coverage/
  • yarn build
    • Builds bundles from src/ to lib/

File Organization

  • decidables-elements/
    • lib/ (Bundles created from src/ by build) [autogenerated]
    • src/ (Source files)
    • test/ (Testing files)
      • coverage/ (Code coverage results) [autogenerated]
    • CHANGELOG.md (Based on conventional commits) [autogenerated]
    • gulpfile.js (Tasks for gulp)
    • package.json (Package config for yarn and npm)
    • README.md (This file)
    • rollup-stats.html (Report on js bundle composition and size) [autogenerated]

License

The content of this project is licensed under Creative Commons Attribution-ShareAlike 4.0 International License (CC-BY-SA-4.0) and the source code of this project is licensed under GNU General Public License v3.0 or any later version (GPL-3.0-or-later).