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August 9, 2020 15:19
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Implementation of median angle function — A More Efficient Way Of Obtaining A Unique Median Estimate For Circular Data — 2003 / B. Sango Otieno & Christine M. Anderson-Cook
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/** | |
* | |
* Implementation of median angle function | |
* A More Efficient Way Of Obtaining A Unique Median Estimate For Circular Data | |
* 2003 / B. Sango Otieno & Christine M. Anderson-Cook | |
* from the annexes in https://digitalcommons.wayne.edu/cgi/viewcontent.cgi?referer=&httpsredir=1&article=1738&context=jmasm | |
* | |
*/ | |
/** | |
* Median Estimate For Circular Data | |
* @param {Array<number>} x - array of radians (angles or other circular data modulo 2𝜋) | |
*/ | |
function circularMedian(x) { | |
const sx = [...x].sort() | |
const difsin = [] | |
const numties = [] | |
// Checks if sample size is odd or even | |
const posmed = x.length / 2 === Math.round(x.length / 2) | |
? checkeven(x) | |
: checkodd(x) | |
for(let i = 0; i < posmed.length; i++) { | |
const newx = sx.map(x => x - posmed[i]) | |
difsin[i] = newx.filter(x => Math.sin(x) > 0).length - newx.filter(x => Math.sin(x) < 0).length | |
numties[i] = newx.filter(x => Math.sin(x) === 0).length | |
} | |
// Checks for ties | |
const cm = posmed.filter((x, i) => difsin[i] === 0 || Math.abs(difsin[i]) > numties[i]) | |
return averageAngle(cm) | |
} | |
/** | |
* @param {Array<number>} x | |
*/ | |
function averageAngle(array) { | |
const y = array.reduce((sum, current) => sum + Math.sin(current), 0) | |
const x = array.reduce((sum, current) => sum + Math.cos(current), 0) | |
return x === 0 && y === 0 | |
? Infinity | |
: Math.atan2(y, x) | |
// If both x and y are zero, then no circular mean exists, so assign it a large number | |
} | |
/** | |
* @param {Array<number>} x | |
*/ | |
function checkeven(x) { | |
const sx = [...x].sort() | |
const check = [] | |
// Computes possible medians | |
const posmed = posmedf(x) | |
for (let i = 0; i < posmed.length; i++) { | |
// Takes posmed[i] as the center, i.e. draws diameter at posmed[i] and counts observations on either side of the diameter | |
const newx = sx.map(x => x - posmed[i]) | |
check[i] = newx.filter(x => Math.cos(x) > 0).length < x.length / 2 | |
? Infinity | |
: posmed[i] | |
} | |
return check.filter(x => x !== Infinity) | |
} | |
/** | |
* @param {Array<number>} x | |
*/ | |
function checkodd(x) { | |
const sx = [...x].sort() | |
const check = [] | |
// Each observation is a possible median | |
const posmed = sx | |
for (let i = 0; i < posmed.length; i++) { | |
// Takes posmed[i] as the center, i.e. draws diameter at posmed[i] and counts observations on either side of the diameter | |
const newx = sx.map(x => x - posmed[i]) | |
check[i] = newx.filter(x => Math.cos(x) > 0).length > (x.length - 1) / 2 | |
? Infinity | |
: posmed[i] | |
} | |
return check.filter(x => x !== Infinity) | |
} | |
/** | |
* @param {Array<number>} x | |
*/ | |
function posmedf(x) { | |
const sx = [...x].sort() | |
const sx2 = [...sx] | |
sx2.push(sx2.shift()) | |
// Determines closest neighbors of a fixed observation | |
const posmed = [] | |
for (let i = 0; i < x.length; i++) { | |
posmed[i] = averageAngle([sx[i], sx2[i]]) | |
} | |
// Computes circular mean of two adjacent observations | |
return posmed.filter(x => x !== Infinity) | |
} |
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