Skip to content
Osman Furkan Küçük

Diagnosis-Based Supply Chain Forecasting

A comparison of statistical, machine-learning and deep-learning forecasters for pharmaceutical stock.

  • Python
  • Pandas
  • TensorFlow
  • statsmodels
Read the paper ↗
01

Approach

Benchmarks:

  • SES/Holt/Holt-Winters/SARIMA
  • RF/SARIMAX
  • LSTM/GRU/TCN/Transformer-encoder
02

Results

Reported in the paper.

Related paper

Publication

Pharmaceutical Stock Forecasting in Healthcare Supply Chain Management: Comparative Analysis of Deep Learning Architectures

Int. J. of Research in Engineering · 2025

doi.org/10.33545/26648776.2025.v7.i1a.74 ↗