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Alireza Ghorbani

MSc Student at LMU Munich, Faculty of Medicine, IBE

The Institute for Medical Information Processing, Biometry, and Epidemiology (IBE)

Contact

GitHub: github.com/ghorbani-alireza

Curriculum Vitae

Academic
Professional

M.Sc. in Epidemiology

Ludwig Maximilian University of Munich
2024-Now

M.Sc. in Statistics

Shahid Beheshti University
2013-2016

B.Sc. in Statistics

Shahid Chamran University
2009-2013

Senior Quantitative Researcher

Zarrin Roya
2023-2024

Statistics and Machine Learning Instructor

Learnix.ir
2022-2023

Junior Quantitative Researcher

Zarrin Roya
2021-2023

Research

Research Interests

  • Statistical Learning
  • High-Dimensional Statistics
  • Bayesian Statistics

Papers and Preprints

(2024+)

  • (2024+). Enhanced Multi-Criteria Decision Making using Generalized Linear Models and Augmented Feature Space (Case study: Water Pipeline Routing) (Under-Review, code).
  • (2024+). Optimizing Water Pipeline Route Selection Using a Sparse Deep Neural Network and the Fuzzy VIKOR Method (case study: water pipeline transmission) (Under-Review, code).

(2024)

  • (2024). A Novel Prescriptive Supply Chain Analytics Model for Monitoring the Relationship Between Influential Variables Across the Supply Chain Network (DOI).

Software

  • QUADRO: Code for high-dimensional quadratic classification method proposed in the paper "QUADRO: A Supervised Dimension Reduction Method Via Rayleigh Quotient Optimization (2015)" in R.
  • ROAD: Code for high-dimensional classification method proposed in the paper "A ROAD to Classification in High Dimensional Space (2010)" in R.

Teaching

(2022) Machine Learning with R (in Persian) - Learnix.ir

  • Introduction to R programming language (link)
  • Introduction to statistics with R.
  • R for Machine Learning.