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each datapoint x_i uniquely with the new orthonormal basis. We can define a new orthonormal basis in the D-dimensional space, (2) Defining a new orthonormal basis . A orthonormal basis implies that the basis vectors are orthogonal to each other and have a unit magnitude. Collecting all these