Search Results for author: Charles M. Perou

Found 3 papers, 1 papers with code

Deep Multi-View Learning via Task-Optimal CCA

1 code implementation17 Jul 2019 Heather D. Couture, Roland Kwitt, J. S. Marron, Melissa Troester, Charles M. Perou, Marc Niethammer

Canonical Correlation Analysis (CCA) is widely used for multimodal data analysis and, more recently, for discriminative tasks such as multi-view learning; however, it makes no use of class labels.

MULTI-VIEW LEARNING

Receiver Operating Characteristic Curves and Confidence Bands for Support Vector Machines

no code implementations17 Jul 2018 Daniel J. Luckett, Eric B. Laber, Samer S. El-Kamary, Cheng Fan, Ravi Jhaveri, Charles M. Perou, Fatma M. Shebl, Michael R. Kosorok

We propose a method for constructing confidence bands for the SVM ROC curve and provide the theoretical justification for the SVM ROC curve by showing that the risk function of the estimated decision rule is uniformly consistent across the weight parameter.

Decision Making Specificity

Multiple Instance Learning for Heterogeneous Images: Training a CNN for Histopathology

no code implementations13 Jun 2018 Heather D. Couture, J. S. Marron, Charles M. Perou, Melissa A. Troester, Marc Niethammer

We propose a new method for aggregating predictions from smaller regions of the image into an image-level classification by using the quantile function.

Classification General Classification +2

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