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stat.ML2021★ 12 cited
Fast and Interpretable Consensus Clustering via Minipatch Learning
Luqin Gan, Genevera I. Allen
Consensus clustering has been widely used in bioinformatics and other applications to improve the accuracy, stability and reliability of clustering results. This approach ensembles…
stat.ML2020★ 6 cited
MP-Boost: Minipatch Boosting via Adaptive Feature and Observation Sampling
Mohammad Taha Toghani, Genevera I. Allen
Boosting methods are among the best general-purpose and off-the-shelf machine learning approaches, gaining widespread popularity. In this paper, we seek to develop a boosting metho…
stat.ML2012
Regularized Partial Least Squares with an Application to NMR Spectroscopy
Genevera I. Allen, Christine Peterson, Marina Vannucci +1
High-dimensional data common in genomics, proteomics, and chemometrics often contains complicated correlation structures. Recently, partial least squares (PLS) and Sparse PLS metho…