| A. Y. Ng, A. X. Zheng, and M. I. Jordan. Link analysis, eigenvectors, and stability. Proc. 17th International Joint Conference on Artificial Intelligence (IJCAI), 2001. |
....Letting denote the stationary distribution of P , the fundamental question in sensitivity analysis is how to express Gamma in terms of E; typically: jj Gamma jj jjEjj for a condition number , for standard norms such as the L 1 , Euclidean, or infinity norms. Ng, Zheng, and Jordan [12, 13] compared the stability of PageRank and HITS [8] under massive changes to a graph derived from the Cora citation database [10] Borodin et al. 1] present a set of criteria for comparing link analysis algorithms. Interestingly, they study a variant of monotonicity in the context of hubs and ....
A. Y. Ng, A. X. Zheng, and M. I. Jordan. Link analysis, eigenvectors, and stability. Proc. 17th International Joint Conference on Artificial Intelligence (IJCAI), 2001.
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