Machine learning and statistical approaches for classification of risk of coronary artery disease using plasma cytokines.

Autor: Saharan, Seema Singh^1,2,3 (AUTHOR) ssaharan9@gmail.com, Nagar, Pankaj¹ (AUTHOR), Creasy, Kate Townsend⁴ (AUTHOR), Stock, Eveline O.⁴ (AUTHOR), Feng, James⁴ (AUTHOR), Malloy, Mary J.⁵ (AUTHOR), Kane, John P.⁶ (AUTHOR)

Publikováno v: BioData Mining. 4/15/2021, Vol. 14 Issue 1, p1-14. 14p.

Optimization of Smoking Classification by Applying Neural Network with Variable Importance Using Cytokine Biomarkers.

Autor: Saharan SS; Department of Clinical Pharmacy University of California San Francisco, USA.; UCSF Kane Lab San Francisco, USA.; UC Berkeley Extension Berkeley, USA., Nagar P; Department of Statistics University of Rajasthan Jaipur, India., Creasy KT; Cardiovascular Research Institute, Department of Medicine University of California San Francisco, USA., Stock EO; Cardiovascular Research Institute, Department of Medicine University of California San Francisco, USA., Feng J; Cardiovascular Research Institute, Department of Medicine University of California San Francisco, USA., Malloy MJ; Cardiovascular Research Institute, Department of Medicine University of California San Francisco, USA., Kane JP; Cardiovascular Research Institute, Department of Medicine University of California San Francisco, USA.

Publikováno v: Proceedings. International Conference on Computational Science and Computational Intelligence [Proc (Int Conf Comput Sci Comput Intell)] 2023 Dec; Vol. 2023, pp. 661-670. Date of Electronic Publication: 2024 Jul 19.

Smoking Classification Using Novel Plasma Cytokines by implementing Machine Learning and Statistical Methods.

Autor: Saharan SS; Department of Clinical Pharmacy, University of California, San Francisco, USA.; UCSF Kane Lab, San Francisco, USA.; UC Berkeley Extension, Berkeley, USA., Nagar P; Department of Statistics, University of Rajasthan, Jaipur, India., Creasy KT; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Stock EO; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Feng J; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Malloy MJ; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Kane JP; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA.

Publikováno v: Proceedings. International Conference on Computational Science and Computational Intelligence [Proc (Int Conf Comput Sci Comput Intell)] 2023 Dec; Vol. 2023, pp. 686-694. Date of Electronic Publication: 2024 Jul 19.

Implementation of PCA enabled Support Vector Machine using cytokines to differentiate smokers versus nonsmokers.

Autor: Saharan SS; Department of Statistics, University of Rajasthan, Jaipur, India.; UCSF Kane Lab, San Francisco, USA.; UC Berkeley Extension, Berkeley, USA., Nagar P; Department of Statistics, University of Rajasthan, Jaipur, India., Creasy KT; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Stock EO; Cardiovascular Research, Institute, Department of Medicine, University of California, San Francisco, USA., Feng J; Cardiovascular Research, Institute, Department of Medicine, University of California, San Francisco, USA., Malloy MJ; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA., Kane JP; Cardiovascular Research Institute, Department of Medicine, University of California, San Francisco, USA.

Publikováno v: Proceedings. International Conference on Computational Science and Computational Intelligence [Proc (Int Conf Comput Sci Comput Intell)] 2021 Dec; Vol. 2021, pp. 312-317. Date of Electronic Publication: 2022 Jun 22.