List of usage examples for org.apache.commons.math3.stat.descriptive.moment Mean evaluate
@Override public double evaluate(final double[] values, final int begin, final int length) throws MathIllegalArgumentException
Double.NaN
if the designated subarray is empty. From source file:com.github.lindenb.jvarkit.tools.redon.CopyNumber01.java
private void normalizeCoverage() { final Median medianOp = new Median(); final Mean meanOp = new Mean(); if (medianOp.evaluate(new double[] { 20, 1000, 19 }) != 20) { throw new RuntimeException("boum"); }//from www. j av a 2 s . c o m int autosome_count = 0; Collections.sort(this.interval2row, CopyNumber01.sortOnXY); for (int j = 0; j < this.interval2row.size(); ++j) { GCAndDepth r = this.interval2row.get(j); if (isSexualChrom(r.getChrom())) continue; autosome_count++; } double x[] = new double[autosome_count]; double y[] = new double[autosome_count]; int i = 0; for (int j = 0; j < this.interval2row.size(); ++j) { GCAndDepth r = this.interval2row.get(j); if (isSexualChrom(r.getChrom())) continue; x[i] = r.getX(); y[i] = r.getY(); ++i; } final double min_x = x[0]; final double max_x = x[x.length - 1]; /* merge adjacent x having same values */ i = 0; int k = 0; while (i < x.length) { int j = i + 1; while (j < x.length && Double.compare(x[i], x[j]) == 0) { ++j; } x[k] = x[i]; y[k] = meanOp.evaluate(y, i, j - i); ++k; i = j; } /* reduce size of x et y */ if (k != x.length) { info("Compacting X from " + x.length + " to " + k); x = Arrays.copyOf(x, k); y = Arrays.copyOf(y, k); } //min depth cal double min_depth = Double.MAX_VALUE; UnivariateInterpolator interpolator = createInterpolator(); UnivariateFunction spline = interpolator.interpolate(x, y); int points_removed = 0; i = 0; while (i < this.interval2row.size()) { GCAndDepth r = this.interval2row.get(i); if (r.getX() < min_x || r.getX() > max_x) { this.interval2row.remove(i); ++points_removed; } else { double norm = spline.value(r.getX()); if (Double.isNaN(norm) || Double.isInfinite(norm)) { info("NAN " + r); this.interval2row.remove(i); ++points_removed; continue; } r.depth -= norm; min_depth = Math.min(min_depth, r.depth); ++i; } } info("Removed " + points_removed + " because GC% is too small (Sexual chrom)"); spline = null; //fit to min, fill new y for median calculation info("min:" + min_depth); y = new double[this.interval2row.size()]; for (i = 0; i < this.interval2row.size(); ++i) { GCAndDepth gc = this.interval2row.get(i); gc.depth -= min_depth; y[i] = gc.depth; } //normalize on median double median_depth = medianOp.evaluate(y, 0, y.length); info("median:" + median_depth); for (i = 0; i < this.interval2row.size(); ++i) { GCAndDepth gc = this.interval2row.get(i); gc.depth /= median_depth; } //restore genomic order Collections.sort(this.interval2row, CopyNumber01.sortOnPosition); /** smoothing values with neighbours */ final int SMOOTH_WINDOW = 5; y = new double[this.interval2row.size()]; for (i = 0; i < this.interval2row.size(); ++i) { y[i] = this.interval2row.get(i).getY(); } for (i = 0; i < this.interval2row.size(); ++i) { GCAndDepth gc = this.interval2row.get(i); int left = i; int right = i; while (left > 0 && i - left < SMOOTH_WINDOW && this.interval2row.get(left - 1).tid == gc.tid) { left--; } while (right + 1 < this.interval2row.size() && right - i < SMOOTH_WINDOW && this.interval2row.get(right + 1).tid == gc.tid) { right++; } gc.depth = medianOp.evaluate(y, left, (right - left) + 1); } }
From source file:pt.minha.calibration.AbstractBenchmark.java
protected Result stop(boolean interarrival) { double cpu = ((double) (mxbean.getCurrentThreadCpuTime() - cputime)) / idx; if (interarrival) { for (int i = idx - 1; i > 0; i--) times[i] -= times[i - 1];//from w w w.j a v a 2 s. c om begin = 1; } Mean mean = new Mean(); double m = mean.evaluate(times, begin, idx - begin); Variance var = new Variance(); double v = var.evaluate(times, m, begin, idx - begin); return new Result(m, v, cpu); }