notesum.ai
Published at October 21Weighted Diversified Sampling for Efficient Data-Driven Single-Cell Gene-Gene Interaction Discovery
cs.CR
cs.AI
cs.DC
cs.LO
Released Date: October 21, 2024
Authors: Yifan Wu1, Yuntao Yang2, Zirui Liu1, Zhao Li2, Khushbu Pahwa1, Rongbin Li2, Wenjin Zheng2, Xia Hu1, Zhaozhuo Xu3
Aff.: 1Rice University; 2UTHealth Houston; 3Stevens Institute of Technology

| Model | Training Dataset | F1 Score | Accuracy |
| MLP | Pax6 | 78.91 | 82.71 |
| L5_ET | 62.02 | 73.31 | |
| L6_CT | 91.14 | 92.01 | |
| L6_IT_Car3 | 95.34 | 95.51 | |
| L6b | 86.01 | 88.76 | |
| Chandelier | 81.66 | 84.56 | |
| L5_6_NP | 89.33 | 90.42 | |
| All Neuronal Cell Types | 97.23 | 97.25 | |
| CelluFormer | All Neuronal Cell Types | 98.12 | 98.12 |