We intend to learn the co-efficients such that x i may be reconstructed well as a linear combination of the neighbors using the co-efficients.
these co-efficients are computed by minimizing, for every question x i , the regularized reconstruction penalty (RRP) given below: The first term denotes the approximation error in reconstructing x i as a linear combination of its k nearest neighbors using weights w q ij .