4 citations · 6 across the 4 of their papers we have counts for
4 papers
Semiblind subgraph reconstruction in Gaussian graphical models
Tianpei Xie, Sijia Liu, Alfred O. Hero
Consider a social network where only a few nodes (agents) have meaningful interactions in the sense that the conditional dependency graph over node attribute variables (behaviors)…
Robust training on approximated minimal-entropy set
Tianpei Xie, Nasser. M. Narabadi, Alfred O. Hero
In this paper, we propose a general framework to learn a robust large-margin binary classifier when corrupt measurements, called anomalies, caused by sensor failure might be presen…
Semi-supervised Multi-sensor Classification via Consensus-based Multi-View Maximum Entropy Discrimination
Tianpei Xie, Nasser M. Nasrabadi, Alfred O. Hero
In this paper, we consider multi-sensor classification when there is a large number of unlabeled samples. The problem is formulated under the multi-view learning framework and a Co…
Learning to classify with possible sensor failures
Tianpei Xie, Nasser M. Nasrabadi, Alfred O. Hero
In this paper, we propose a general framework to learn a robust large-margin binary classifier when corrupt measurements, called anomalies, caused by sensor failure might be presen…