Underfitting

**Underfitting** is a model misspecification phenomenon in machine learning in which a hypothesis of insufficient complexity fails to capture the underlying structure of the training data, thereby exhibiting high bias and poor predictive performance on both training and unseen data.

1.2K

Publications

197.9K

Citations

3.6K

Authors

1.1K

Institutions

Publications per year

2017–2026

850

Parents

Machine Learning

Children

Approximation ErrorEarly StoppingEnsemble UnderfittingGeneralization ErrorHypothesis SpaceInsufficient TrainingL1 RegularizationL2 RegularizationModel CapacityModel Complexity

Publications

1.2K

Dropout: a simple way to prevent neural networks from overfitting

Nitish Srivastava, Geoffrey E. Hinton, Alex Krizhevsky et al. · 2014 · 34.3K citations

Computing, Computer Science, Artificial Intelligence +12

Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

Kaiming He, Xiangyu Zhang, Shaoqing Ren et al. · 2015 · 18.8K citations

Computing, Computer Science, Artificial Intelligence +11

Explaining and Harnessing Adversarial Examples

Ian Goodfellow, Jonathon Shlens, Christian Szegedy · arXiv (Cornell University) · 2014 · 8.2K citations · Full text

Computing, Computer Science, Algorithms +11

Cascade R-CNN: Delving Into High Quality Object Detection

Zhaowei Cai, Nuno Vasconcelos · 2018 · 6.8K citations

Computing, Computer Science, Computer Vision +8

Improving neural networks by preventing co-adaptation of feature detectors

Geoffrey E. Hinton, Nitish Srivastava, Alex Krizhevsky et al. · arXiv (Cornell University) · 2012 · 6.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +14

1–5 of 1.2K

Authors

3.6K

MS
Masashi Sugiyama
Tokyo Institute of Technology, Japan
10 publications · 544 citations
10
h-index
GC
Gustavo Carneiro
The University of Adelaide, Australia
8 publications · 950 citations
8
h-index
TM
Taghi M. Khoshgoftaar
Florida Atlantic University, United States
8 publications · 1.9K citations
8
h-index
GN
Gang Niu
Xi'an Jiaotong University, China
8 publications · 470 citations
8
h-index
YB
Yoshua Bengio
Université de Montréal, Canada
8 publications · 359 citations
8
h-index

1–5 of 3.6K

Institutions

1.1K

1–8 of 1.1K

Venues

arXiv (Cornell University)
Repository · 260 publications · 39.2K citations
71
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 27 publications · 1.6K citations
21
h-index
IEEE Access
22 publications · 2.1K citations
17
h-index
Neural Information Processing Systems
Conference · 12 publications · 1.1K citations
12
h-index
IEEE Transactions on Neural Networks and Learning Systems
12 publications · 573 citations
12
h-index

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