notesum.ai
Published at November 27Dynamic Retail Pricing via Q-Learning -- A Reinforcement Learning Framework for Enhanced Revenue Management
cs.LG
Released Date: November 27, 2024
Authors: Mohit Apte1, Ketan Kale1, Pranav Datar1, Pratiksha Deshmukh
Aff.: 1COEP Technological University, Pune, India

| Product Name | Optimal Price | Optimal Demand |
|---|---|---|
| Samsung 24” HD | 139.6 | 68.2 |
| Samsung 55” 4K | 636.9 | 59.0 |
| Hisense 65” 4K | 971.0 | 66.2 |
| Samsung 40” FHD | 328.3 | 54.3 |
| Samsung 49” 4K MU6290 | 811.6 | 42.8 |
| Samsung 49” 4K Q6F | 820.3 | 101.5 |
| Samsung 50” FHD | 324.4 | 66.3 |
| Samsung 55” 4K Q8F | 1977.3 | 68.6 |
| Samsung 65” 4K Q7F | 1253.6 | 285.0 |
| Samsung 24” HD UN24H4500 | 119.3 | 52.6 |
| Sony 40” FHD | 329.4 | 31.9 |
| Sony 43” 4K UHD | 610.5 | 203.8 |
| VIZIO 39” FHD | 130.9 | 108.4 |
| VIZIO 70” 4K XHDR | 1300.2 | 36.0 |