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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)

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.