예제 #1
0
        ///<summary>Calculates the inverse of the matrix.</summary>
        ///<returns>the inverse of the matrix.</returns>
        ///<exception cref="NotPositiveDefiniteException">A is not positive definite.</exception>
        public FloatMatrix GetInverse()
        {
            Compute();
            if (!ispd)
            {
                throw new NotPositiveDefiniteException();
            }
            else
            {
#if MANAGED
                FloatMatrix ret = FloatMatrix.CreateIdentity(order);
                ret = Solve(ret);
                return(ret);
#else
                float[] inverse = new float[l.data.Length];
                Array.Copy(l.data, inverse, l.data.Length);
                Lapack.Potri.Compute(Lapack.UpLo.Lower, order, inverse, order);
                FloatMatrix ret = new FloatMatrix(order, order);
                ret.data = inverse;
                for (int i = 0; i < order; i++)
                {
                    for (int j = 0; j < order; j++)
                    {
                        if (j > i)
                        {
                            ret.data[j * order + i] = ret.data[i * order + j];
                        }
                    }
                }
                return(ret);
#endif
            }
        }
예제 #2
0
        ///<summary>Calculates the inverse of the matrix.</summary>
        ///<returns>the inverse of the matrix.</returns>
        ///<exception cref="SingularMatrixException">matrix is singular.</exception>
        public FloatMatrix GetInverse()
        {
            Compute();
            if (singular)
            {
                throw new SingularMatrixException();
            }
            else
            {
#if MANAGED
                FloatMatrix ret = FloatMatrix.CreateIdentity(order);
                ret = Solve(ret);
                return(ret);
#else
                float[] inverse = new float[factor.Length];
                Array.Copy(factor, inverse, factor.Length);
                Lapack.Getri.Compute(order, inverse, order, pivots);
                FloatMatrix ret = new FloatMatrix(order, order);
                ret.data = inverse;
                return(ret);
#endif
            }
        }
예제 #3
0
        /// <summary>Performs the QR factorization.</summary>
        protected override void InternalCompute()
        {
            int m = matrix.RowLength;
            int n = matrix.ColumnLength;

#if MANAGED
            int minmn = m < n ? m : n;
            r_ = new FloatMatrix(matrix); // create a copy
            var u = new FloatVector[minmn];
            for (int i = 0; i < minmn; i++)
            {
                u[i] = Householder.GenerateColumn(r_, i, m - 1, i);
                Householder.UA(u[i], r_, i, m - 1, i + 1, n - 1);
            }
            q_ = FloatMatrix.CreateIdentity(m);
            for (int i = minmn - 1; i >= 0; i--)
            {
                Householder.UA(u[i], q_, i, m - 1, i, m - 1);
            }
#else
            qr = new float[matrix.data.Length];
            Array.Copy(matrix.data, qr, matrix.data.Length);
            jpvt    = new int[n];
            jpvt[0] = 1;
            Lapack.Geqp3.Compute(m, n, qr, m, jpvt, out tau);
            r_ = new FloatMatrix(m, n);
            // Populate R
            for (int i = 0; i < m; i++)
            {
                for (int j = 0; j < n; j++)
                {
                    if (i <= j)
                    {
                        r_.data[j * m + i] = qr[(jpvt[j] - 1) * m + i];
                    }
                    else
                    {
                        r_.data[j * m + i] = 0.0f;
                    }
                }
            }
            q_ = new FloatMatrix(m, m);
            for (int i = 0; i < m; i++)
            {
                for (int j = 0; j < m; j++)
                {
                    if (j < n)
                    {
                        q_.data[j * m + i] = qr[j * m + i];
                    }
                    else
                    {
                        q_.data[j * m + i] = 0.0f;
                    }
                }
            }

            if (m < n)
            {
                Lapack.Orgqr.Compute(m, m, m, q_.data, m, tau);
            }
            else
            {
                Lapack.Orgqr.Compute(m, m, n, q_.data, m, tau);
            }
#endif
            for (int i = 0; i < m; i++)
            {
                if (q_[i, i] == 0)
                {
                    isFullRank = false;
                }
            }
        }