34 citations · 43 across the 5 of their papers we have counts for
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cs.LG2015★ 6 cited
Network Topology Identification using PCA and its Graph Theoretic Interpretations
Aravind Rajeswaran, Shankar Narasimhan
We solve the problem of identifying (reconstructing) network topology from steady state network measurements. Concretely, given only a data matrix where the e…
cs.LG2015★ 34 cited
Deconstructing Principal Component Analysis Using a Data Reconciliation Perspective
Shankar Narasimhan, Nirav Bhatt
Data reconciliation (DR) and Principal Component Analysis (PCA) are two popular data analysis techniques in process industries. Data reconciliation is used to obtain accurate and c…