algorithms-for-computing-li.../LinearRegressionTool/src/main/java/presenter/algorithms/advanced/RepeatedMedianEstimator.java

464 lines
14 KiB
Java

package presenter.algorithms.advanced;
import model.Interval;
import model.Line;
import presenter.Presenter;
import presenter.algorithms.Algorithm;
import presenter.algorithms.util.FastElementSelector;
import presenter.algorithms.util.IntersectionCounter;
import presenter.algorithms.util.RandomSampler;
import java.util.ArrayList;
import java.util.HashMap;
import java.util.LinkedList;
import java.util.Observable;
import java.util.concurrent.ThreadLocalRandom;
/**
* Implementierung verschiedener Algorithmen zur Berechnung von Ausgleichsgeraden.
*
* @Author: Armin Wolf
* @Email: a_wolf28@uni-muenster.de
* @Date: 28.05.2017.
*/
public class RepeatedMedianEstimator extends Observable implements Algorithm {
private Presenter presenter;
private LinkedList<Line> set;
private HashMap<Line, ArrayList<Line>> linePairs;
private HashMap<Line, Double> medianIntersections = new HashMap<>();
private HashMap<Line, ArrayList<Double>> intersectionAbscissas = new HashMap<>();
private Interval interval;
//in der Literatur als L_i, C_i, und R_i bekannt
private ArrayList<Double> countLeftSlab;
private ArrayList<Double> countCenterSlab;
private ArrayList<Double> countRightSlab;
//die Mengen L,C und R
private ArrayList<Line> linesInLeftSlab;
private ArrayList<Line> linesInCenterSlab;
private ArrayList<Line> linesInRightSlab;
private Double r;
private Integer n;
private Double k;
private Double kLow;
private Double kHigh;
private Double beta;
private Double thetaLow;
private Double thetaHigh;
private Double slope;
private Double yInterception;
public RepeatedMedianEstimator(LinkedList<Line> set, Presenter presenter) {
this.set = set;
this.presenter = presenter;
interval = new Interval(-10000, 10000);
n = set.size();
beta = 0.5;
countLeftSlab = new ArrayList<>();
countCenterSlab = new ArrayList<>();
countRightSlab = new ArrayList<>();
for (int i = 0; i < n; i++) {
countLeftSlab.add(0d);
countRightSlab.add(0d);
countCenterSlab.add(n - 1.0);
intersectionAbscissas.put(set.get(i), new ArrayList<>());
}
linesInLeftSlab = new ArrayList<>();
linesInCenterSlab = new ArrayList<>(set);
linesInRightSlab = new ArrayList<>();
linePairs = new HashMap<>();
}
public RepeatedMedianEstimator(LinkedList<Line> set) {
this(set, null);
}
/**
*
*/
public void run() {
while (linesInCenterSlab.size() != 1) {
n = linesInCenterSlab.size();
r = Math.ceil(Math.pow(n, beta));
ArrayList<Line> lines = RandomSampler.run(linesInCenterSlab, r, linesInCenterSlab.size());
//For each Sampled Line, compute its median intersection abscissa
ArrayList<Double> medianIntersectionAbscissas = new ArrayList<>();
for (Line l : lines) {
Double abscissa = estimateMedianIntersectionAbscissas(l);
medianIntersections.put(l, abscissa);
medianIntersectionAbscissas.add(abscissa);
}
//rank of the repeated median in C
k = Math.max(1, Math.min(set.size(), (Math.ceil(n * 0.5) - linesInLeftSlab.size())));
//compute k_lo and k_hi
computeSlabBorders();
// if (medianIntersectionAbscissas.size() < kLow || medianIntersectionAbscissas.size()<kHigh || kLow < 0 || kHigh<0 )
// System.err.print("#medianIntersectionAbscissa: "+medianIntersectionAbscissas.size()+"\t\t klow: "+kLow+" kHigh: "+kHigh+"\n\n");
//Employ fast selection algorithm to determine the Elements Theta_lo and Theta_hi
thetaLow = FastElementSelector.randomizedSelect(medianIntersectionAbscissas, kLow);
thetaHigh = FastElementSelector.randomizedSelect(medianIntersectionAbscissas, kHigh);
//For each dual Line in C count the number of intersection abscissas that lie
//in each of the intervals.
countNumberOfIntersectionsAbscissas();
//Based on this 3 counts, determine which of the subintervals contains the repeated median
//and contract to this subiinterval.
contractIntervals();
}
}
/**
* @param set
* @param r
* @return
*/
public ArrayList<Line> sampleLines(ArrayList<Line> set, Double r) {
ArrayList<Line> sampledLines = new ArrayList<>();
for (int i = 0; i < r; i++) {
sampledLines.add(set.get(ThreadLocalRandom.current().nextInt(0, linesInCenterSlab.size())));
}
return sampledLines;
}
/**
* @param sampledLine
* @return
*/
public Double estimateMedianIntersectionAbscissas(Line sampledLine) {
Integer index = Integer.parseInt(sampledLine.getId());
ArrayList<Double> intersections = new ArrayList<>();
double intersection;
IntersectionCounter intersectionCounter = new IntersectionCounter();
intersections = intersectionCounter.calculateIntersectionAbscissas(linesInCenterSlab, sampledLine);
//Collections.sort(intersections);
//double ki = Math.ceil((n - 1) / 2) - countLeftSlab.get(index);
//double i = (Math.ceil((Math.sqrt(n) * ki) / countCenterSlab.get(index)));
double ki = Math.ceil((n - 1) / 2) - FastElementSelector.randomizedSelect(countLeftSlab, index);
double i = (Math.ceil((Math.sqrt(n) * ki) / FastElementSelector.randomizedSelect(countCenterSlab, index)));
int accessIndex;
if (i < 0)
accessIndex = 0;
else if (i >= intersections.size())
accessIndex = intersections.size() - 1;
else
accessIndex = (int) i;
//System.out.println(accessIndex);
//return intersections.get(accessIndex);
return FastElementSelector.randomizedSelect(intersections, accessIndex);
}
/**
*
*/
public void computeSlabBorders() {
kLow = Math
.max(1, Math.floor(
((r * k) / (linesInCenterSlab.size()))
- ((3 * Math.sqrt(r)) / (2))
)
);
kHigh = Math
.min(r, Math.floor(
((r * k) / (linesInCenterSlab.size()))
+ ((3 * Math.sqrt(r)) / (2))
)
);
}
/**
*
*/
public void countNumberOfIntersectionsAbscissas() {
for (Line line : linesInCenterSlab) {
ArrayList<Double> intersections = intersectionAbscissas.get(line);
Integer index = Integer.parseInt(line.getId());
int left = 0;
int center = 0;
int right = 0;
for (Double intersection : intersections) {
if (intersection <= thetaLow) {
left++;
} else if (intersection > thetaLow && intersection <= thetaHigh) {
center++;
} else if (intersection > thetaHigh) {
right++;
}
}
//System.out.println("Linie: "+line.getId()+"\tLeft: "+left+"\t Center: "+center+"\t Right: "+right);
countLeftSlab.set(index, (double) left);
countCenterSlab.set(index, (double) center);
countRightSlab.set(index, (double) right);
}
}
/**
*
*/
public void contractIntervals() {
for (int i = 0; i < linesInCenterSlab.size(); i++) {
double left = countLeftSlab.get(i);
double center = countCenterSlab.get(i);
double right = countRightSlab.get(i);
double max = Math.max(left, Math.max(center, right));
if (left == max) {
linesInLeftSlab.add(linesInCenterSlab.get(i));
linesInCenterSlab.remove(i);
} else if (right == max) {
linesInRightSlab.add(linesInCenterSlab.get(i));
linesInCenterSlab.remove(i);
}
// if (medianIntersections.get(linesInCenterSlab.get(i)) != null) {
// if (medianIntersections.get(linesInCenterSlab.get(i)) <= thetaLow) {
// linesInLeftSlab.add(linesInCenterSlab.get(i));
// linesInCenterSlab.remove(i);
// countLeftSlab.set(i, countLeftSlab.get(i) + 1);
// countCenterSlab.set(i, countCenterSlab.get(i) - 1);
// } else if (medianIntersections.get(linesInCenterSlab.get(i)) > thetaHigh) {
// linesInRightSlab.add(linesInCenterSlab.get(i));
// linesInCenterSlab.remove(i);
// countRightSlab.set(i, countRightSlab.get(i) + 1);
// countCenterSlab.set(i, countCenterSlab.get(i) - 1);
// }
// }
// }
//
}
//wähle C als C
if (linesInLeftSlab.size() < Math.ceil(n / 2) && Math.ceil(n / 2) <= linesInLeftSlab.size() + linesInCenterSlab.size()) {
interval.setLower(thetaLow + 0.1);
interval.setUpper(thetaHigh);
}
// wähle L als C
else if (Math.ceil(n / 2) <= linesInLeftSlab.size()) {
interval.setUpper(thetaLow);
}
//wähle R als C
else if (linesInLeftSlab.size() + linesInCenterSlab.size() < Math.ceil(n / 2) && Math.ceil(n / 2) <= (linesInLeftSlab.size() + linesInCenterSlab.size() + linesInRightSlab.size())) {
interval.setLower(thetaHigh - 0.1);
}
}
@Override
public void getResult() {
if (presenter != null) {
setChanged();
double m = thetaLow;
double b = (-1) * (
(linesInCenterSlab.get(0).getM() * (thetaLow)) + linesInCenterSlab.get(0)
.getB());
slope = m;
yInterception = b;
String[] result = new String[]{"rm", m + "", b + ""};
notifyObservers(result);
} else {
double m = thetaLow;
double b = (-1) * ((linesInCenterSlab.get(0).getM() * (thetaLow)) + linesInCenterSlab.get(0).getB());
slope = m;
yInterception = b;
}
}
/*******************************************************************************************************************
* Getter und Setter Methoden
******************************************************************************************************************/
public LinkedList<Line> getSet() {
return set;
}
public void setSet(LinkedList<Line> set) {
this.set = set;
}
public HashMap<Line, ArrayList<Line>> getLinePairs() {
return linePairs;
}
public void setLinePairs(HashMap<Line, ArrayList<Line>> linePairs) {
this.linePairs = linePairs;
}
public HashMap<Line, Double> getMedianIntersections() {
return medianIntersections;
}
public void setMedianIntersections(HashMap<Line, Double> medianIntersections) {
this.medianIntersections = medianIntersections;
}
public HashMap<Line, ArrayList<Double>> getIntersectionAbscissas() {
return intersectionAbscissas;
}
public void setIntersectionAbscissas(
HashMap<Line, ArrayList<Double>> intersectionAbscissas) {
this.intersectionAbscissas = intersectionAbscissas;
}
public Interval getInterval() {
return interval;
}
public void setInterval(Interval interval) {
this.interval = interval;
}
public ArrayList<Double> getCountLeftSlab() {
return countLeftSlab;
}
public void setCountLeftSlab(ArrayList<Double> countLeftSlab) {
this.countLeftSlab = countLeftSlab;
}
public ArrayList<Double> getCountCenterSlab() {
return countCenterSlab;
}
public void setCountCenterSlab(ArrayList<Double> countCenterSlab) {
this.countCenterSlab = countCenterSlab;
}
public ArrayList<Double> getCountRightSlab() {
return countRightSlab;
}
public void setCountRightSlab(ArrayList<Double> countRightSlab) {
this.countRightSlab = countRightSlab;
}
public ArrayList<Line> getLinesInLeftSlab() {
return linesInLeftSlab;
}
public void setLinesInLeftSlab(ArrayList<Line> linesInLeftSlab) {
this.linesInLeftSlab = linesInLeftSlab;
}
public ArrayList<Line> getLinesInCenterSlab() {
return linesInCenterSlab;
}
public void setLinesInCenterSlab(ArrayList<Line> linesInCenterSlab) {
this.linesInCenterSlab = linesInCenterSlab;
}
public ArrayList<Line> getLinesInRightSlab() {
return linesInRightSlab;
}
public void setLinesInRightSlab(ArrayList<Line> linesInRightSlab) {
this.linesInRightSlab = linesInRightSlab;
}
public Double getR() {
return r;
}
public void setR(Double r) {
this.r = r;
}
public Integer getN() {
return n;
}
public void setN(Integer n) {
this.n = n;
}
public Double getK() {
return k;
}
public void setK(Double k) {
this.k = k;
}
public Double getkLow() {
return kLow;
}
public void setkLow(Double kLow) {
this.kLow = kLow;
}
public Double getkHigh() {
return kHigh;
}
public void setkHigh(Double kHigh) {
this.kHigh = kHigh;
}
public Double getBeta() {
return beta;
}
public void setBeta(Double beta) {
this.beta = beta;
}
public Double getThetaLow() {
return thetaLow;
}
public void setThetaLow(Double thetaLow) {
this.thetaLow = thetaLow;
}
public Double getThetaHigh() {
return thetaHigh;
}
public void setThetaHigh(Double thetaHigh) {
this.thetaHigh = thetaHigh;
}
public Double getSlope() {
return slope;
}
public Double getyInterception() {
return yInterception;
}
}