Capstone Papers

Top cited papers (250+ citations, 2018-2024) ranked by citation count.

# Paper Citations
1
An Overview of Overfitting and its Solutions
Ying Xue Journal of Physics Conference Series 2019
2,055
2
Feature selection in machine learning: A new perspective
Jie Cai, Jiawei Luo, Shulin Wang et al. Neurocomputing 2018
1,939
3
A Survey on Multi-Task Learning
Yu Zhang, Qiang Yang IEEE Transactions on Knowledge and Data Engineering 2021
1,864
4
Implementation of machine-learning classification in remote sensing: an applied review
Aaron E. Maxwell, Timothy A. Warner, Fang Fang International Journal of Remote Sensing 2018
1,754
5
Investigating the impact of data normalization on classification performance
Dalwinder Singh, Birmohan Singh Applied Soft Computing 2019
1,520
6
Introduction to Radiomics
Marius E. Mayerhoefer, Andrzej Materka, Georg Langs et al. Journal of Nuclear Medicine 2020
1,518
7
Variable selection – A review and recommendations for the practicing statistician
Georg Heinze, Christine Wallisch, Daniela Dunkler Biometrical Journal 2018
1,460
8
Machine learning algorithm validation with a limited sample size
Andrius Vabalas, Emma Gowen, Ellen Poliakoff et al. PLoS ONE 2019
1,443
9
A comparison of random forest variable selection methods for classification prediction modeling
Jaime L. Speiser, Michael E. Miller, Janet A. Tooze et al. Expert Systems with Applications 2019
1,378
10
Benchmarking atlas-level data integration in single-cell genomics
Malte D. Luecken, Maren Büttner, Kridsadakorn Chaichoompu et al. Nature Methods 2021
1,180