Selected Publications

Methodology Papers

1. Rios, Nicholas and Tong, Zhaoxue. (2026). “Randomized Smart Subset Selection for High-Dimensional Generalized Linear Models with False Positive Control.” Advances in Data Analysis and Classification. DOI: 10.1007/s11634-026-00675-8.

2. Zheng, Jiayi, Fu, Dongqi, Xu, Ziqiao, and Rios, Nicholas. (2026). “Optimal Subsampling for Linear Models with Heteroscedasticity.” Journal of Data Science, Statistics, and Visualization. 

3. Rios, Nicholas, and Lin, Dennis K.J. “Graphical Methods for Order-of-Addition Experiments.” (2025). Journal of the Royal Statistical Society: Series B. 

4. Zheng, Jiayi and Rios, Nicholas. “Exact Designs for Order-of-Addition experiments Under a Transition-Effect Model.” (2025). Computational Statistics & Data Analysis, 108162. 

5. Rios, Nicholas, Shi, Yuke, Chen, Jun, Zhan, Xiang, Xue, Lingzhou, and Li, Qizhai. “High-Dimensional Composition-on-Composition Regression Analysis for Multi-omics Integration of Metagenomic Data.” Bioinformatics, 41(7). (2025). 

6. Rios, Nicholas, and Stufken, John. "Bootstrap Aggregated Designs for Generalized Linear Models.'' (2025). Journal of Data Science, Statistics, and Visualization, 5(1).

7. Rios, Nicholas, Xue, Lingzhou, and Zhan, Xiang. “A Latent Variable Mixture Model for Composition-on-Composition Regression with Application to Chemical Recycling.” (2024). The Annals of Applied Statistics. 18(4). 3253-3273.  

8. Rios, Nicholas, Winker, Peter, and Lin, Dennis K.J. “TA Algorithms for D-Optimal OofA Mixture Designs.” (2021). Computational Statistics & Data Analysis. 168, 107411. 

9. Rios, Nicholas, and Lin, Dennis K.J. “Order-of-Addition Mixture Experiments.” (2021). Journal of Quality Technology: 1-10.  

Applied/Other Papers:

10. Lin, Dennis K.J. and Rios, Nicholas. "Order-of-Addition Experiments: A Review and Some Recommendations.'' (2025). WIREs Computational Statistics, 17(2). 

11. Lin, Dennis K.J., and  Rios, Nicholas. "Data Quality: What if Deming Were Born Today?'' (2025). ASMBI, 41(4).

12. Gimm, Gilbert, Rios, Nicholas, Lockett, Laina, and Hashmi, Irina. “Faculty Survey on Awareness and Attitudes toward ChatGPT in High Education Teaching.” (2025). Journal of Health Administration Education 41(2), 285-304.

13. Yu, Haiyan, Han, Bing, Rios, Nicholas, and Chen, Jianbin. “Missing Data Imputation in Balanced Construction for Incomplete Block Designs.” (2024). Mathematics, 12, 3419. DOI: 10.3390/math12213419.

14. Zheng, Jiayi and Rios, Nicholas. “Exact I-Optimal Constrained Order-of-Addition Experiments.” (2024). JSM 2024 Proceedings. 

15. Auerbach, Jonathan, Kepplinger, David, and Rios, Nicholas. "What is Data Science? A Closer Look at Science's Latest Priority Dispute." (2024). Real World Data Science.  https://doi.org/10.5281/zenodo.10679962. Reprinted in Significance.

16. Mahadevan, Seshasayee, Rios, Nicholas, Abbey J. Kollar, Rachel Stofanak, Katherine Maloney, Kayley.E Waltz, Chinmayee Rane, Sandeep Endluri and Phillip E. Savage. “Statistical Models for Predicting Oil Composition from Hydrothermal Liquefaction of Biomass.” (2023). Energy & Fuels.