Tuning model parameters in class‐imbalanced learning with precision‐recall curve

Learning from class-imbalanced data: Review of methods and applications

(2017) Guo Haixiang et al.   EXPERT SYSTEMS WITH APPLICATIONS

Variable importance analysis based on rank aggregation with applications in metabolomics for biomarker discovery

(2016) Yong-Huan Yun et al.   ANALYTICA CHIMICA ACTA

Best subset selection via a modern optimization lens

(2016) Dimitris Bertsimas et al.   ANNALS OF STATISTICS

Variable selection for case-cohort studies with failure time outcome

(2016) Ai Ni et al.   BIOMETRIKA

Bayesian Sparse Group Selection

(2016) Ray-Bing Chen et al.   JOURNAL OF COMPUTATIONAL AND GRAPHICAL STATISTICS

Ultrahigh-Dimensional Multiclass Linear Discriminant Analysis by Pairwise Sure Independence Screening

(2016) Rui Pan et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Hierarchical Feature Selection Incorporating Known and Novel Biological Information: Identifying Genomic Features Related to Prostate Cancer Recurrence

(2016) Yize Zhao et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

Variable selection and estimation for semi-parametric multiple-index models

(2015) Tao Wang et al.   BERNOULLI

The precision–recall curve overcame the optimism of the receiver operating characteristic curve in rare diseases

(2015) Brice Ozenne et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Variable selection for support vector machines in moderately high dimensions

(2015) Xiang Zhang et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY

Informative metabolites identification by variable importance analysis based on random variable combination

(2015) Yong-Huan Yun et al.   Metabolomics

Regularization Paths for Generalized Linear Models via Coordinate Descent

(2015) Jerome Friedman et al.   Journal of Statistical Software

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Concave 1-norm group selection

(2014) D. Jiang et al.   BIOSTATISTICS

Early Identification of Potentially Salvageable Tissue with MRI-Based Predictive Algorithms after Experimental Ischemic Stroke

(2013) Mark JRJ Bouts et al.   JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM

DBFS: An effective Density Based Feature Selection scheme for small sample size and high dimensional imbalanced data sets

(2012) Mina Alibeigi et al.   DATA & KNOWLEDGE ENGINEERING

Feature selection for high-dimensional imbalanced data

(2012) Liuzhi Yin et al.   NEUROCOMPUTING

Combination of kernel PCA and linear support vector machine for modeling a nonlinear relationship between bioactivity and molecular descriptors

(2011) Guang-Hui Fu et al.   JOURNAL OF CHEMOMETRICS

Variable selection using the optimal ROC curve: An application to a traditional Chinese medicine study on osteoporosis disease

(2011) X. H. Zhou et al.   STATISTICS IN MEDICINE

Stability selection

(2010) Nicolai Meinshausen et al.   JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY