Sandra E. Safo

16 papers B 1Journal 15
YearRankTypeTitle / Venue / Authors
2024 J jnl
DeepIDA-GRU: a deep learning pipeline for integrative discriminant analysis of cross-sectional and longitudinal multiview data with applications to inflammatory bowel disease classification.
Briefings Bioinform.
Sarthak Jain, Sandra E. Safo
2024 J jnl
HIP: a method for high-dimensional multi-view data integration and prediction accounting for subgroup heterogeneity.
Briefings Bioinform.
Jessica Butts, Leif Verace, Christine Wendt, Russell P. Bowler, Craig P. Hersh, Qi Long, Lynn E. Eberly, Sandra E. Safo
2024 J jnl
Interpretable deep learning methods for multiview learning.
BMC Bioinform.
Hengkang Wang, Han Lu, Ju Sun, Sandra E. Safo
2023 J jnl
A deep learning pipeline for cross-sectional and longitudinal multiview data integration.
CoRR
Sarthak Jain, Sandra E. Safo
2023 J jnl
Interpretable Deep Learning Methods for Multiview Learning.
CoRR
Hengkang Wang, Han Lu, Ju Sun, Sandra E. Safo
2023 J jnl
mvlearnR and Shiny App for multiview learning.
CoRR
Elise F. Palzer, Sandra E. Safo
2022 J jnl
Sparse sliced inverse regression for high dimensional data analysis.
BMC Bioinform.
Haileab Hilafu, Sandra E. Safo
2022 J jnl
sJIVE: Supervised joint and individual variation explained.
Comput. Stat. Data Anal.
Elise F. Palzer, Christine Wendt, Russell Bowler, Craig P. Hersh, Sandra E. Safo, Eric F. Lock
2021 J jnl
Deep IDA: A Deep Learning Method for Integrative Discriminant Analysis of Multi-View Data with Feature Ranking - An Application to COVID-19 severity.
CoRR
Jiuzhou Wang, Sandra E. Safo
2021 J jnl
sJIVE: Supervised Joint and Individual Variation Explained.
CoRR
Elise F. Palzer, Christine Wendt, Russell Bowler, Craig P. Hersh, Sandra E. Safo, Eric F. Lock
2020 J jnl
Sparse reduced-rank regression for integrating omics data.
BMC Bioinform.
Haileab Hilafu, Sandra E. Safo, Lillian Haine
2019 J jnl
Penalized co-inertia analysis with applications to -omics data.
Bioinform.
Eun Jeong Min, Sandra E. Safo, Qi Long
2019 J jnl
Sparse linear discriminant analysis in structured covariates space.
Stat. Anal. Data Min.
Sandra E. Safo, Qi Long
2017 J jnl
Incorporating biological information in sparse principal component analysis with application to genomic data.
BMC Bioinform.
Ziyi Li, Sandra E. Safo, Qi Long
2016 J jnl
General sparse multi-class linear discriminant analysis.
Comput. Stat. Data Anal.
Sandra E. Safo, Jeongyoun Ahn
2016 B conf
Sparse Linear Discriminant Analysis in Structured Covariates Space.
DSAA
Sandra E. Safo, Qi Long