Beispiel #1
0
        /// <summary>
        /// Create an optimizer which finds the curve that minimizes the number of clusters found using a ClusterCounter.
        /// </summary>
        /// <param name="outlierSize">OutlierSize to use with the ClusterCounter.</param>
        /// <param name="noiseSkipBy">NoiseSkipBy to use with the ClusterCounter.</param>
        /// <param name="reducedNoiseSkipBy">ReducedNoiseSkipBy to use with the ClusterCounter.</param>
        /// <param name="strategy">Strategy to employ that decides how many dimensions to scramble during each iteration.</param>
        public OptimalIndex(int outlierSize, int noiseSkipBy, int reducedNoiseSkipBy, Func <Permutation <uint>, int, int, Permutation <uint> > strategy)
        {
            var maxOutliers = outlierSize;
            var skip        = noiseSkipBy;

            Metric = (HilbertIndex index) =>
            {
                var counter = new ClusterCounter {
                    OutlierSize        = maxOutliers,
                    NoiseSkipBy        = skip,
                    ReducedNoiseSkipBy = reducedNoiseSkipBy,
                    LowestCountSeen    = LowestCountSeen
                };
                var counts = counter.Count(index.SortedPoints);
                return(new Tuple <int, long>(counts.CountExcludingOutliers, counts.MaximumSquareDistance));
            };
            PermutationStrategy = strategy;
            ShouldCompact       = false;
        }
Beispiel #2
0
        /// <summary>
        /// Create an optimizer which finds the curve that minimizes the number of clusters found using a ClusterCounter.
        /// </summary>
        /// <param name="outlierSize">OutlierSize to use with the ClusterCounter.</param>
        /// <param name="noiseSkipBy">NoiseSkipBy to use with the ClusterCounter.</param>
        /// <param name="reducedNoiseSkipBy">ReducedNoiseSkipBy to use with the ClusterCounter.</param>
        /// <param name="strategy">Strategy to employ that decides how many dimensions to scramble during each iteration.</param>
        /// <param name="bitsPerDimension">Bits per dimension which MUST BE STATED, not given as -1.</param>
        public OptimalPermutation(int outlierSize, int noiseSkipBy, int reducedNoiseSkipBy, Func <Permutation <uint>, int, int, Permutation <uint> > strategy, int bitsPerDimension)
        {
            var maxOutliers = outlierSize;
            var skip        = noiseSkipBy;

            Metric = (IReadOnlyList <UnsignedPoint> sortedPoints) =>
            {
                var counter = new ClusterCounter
                {
                    OutlierSize        = maxOutliers,
                    NoiseSkipBy        = skip,
                    ReducedNoiseSkipBy = reducedNoiseSkipBy,
                    LowestCountSeen    = LowestCountSeen
                };
                var counts = counter.Count(sortedPoints);
                return(new Tuple <int, long>(counts.CountExcludingOutliers, counts.MaximumSquareDistance));
            };
            PermutationStrategy = strategy;
            BitsPerDimension    = bitsPerDimension;
        }