How Can Deep Neural Networks Aid Visualization Perception Research? Three Studies on Correlation Judgments in Scatterplots

Author:

Yang Fumeng1ORCID,Ma Yuxin2ORCID,Harrison Lane3ORCID,Tompkin James4ORCID,Laidlaw David H.4ORCID

Affiliation:

1. Department of Computer Science, Northwestern University, United States

2. Department of Computer Science and Engineering, Southern University of Science and Technology, China

3. Department of Computer Science, Worcester Polytechnic Institute, United States

4. Department of Computer Science, Brown University, United States

Funder

National Science Foundation

National Natural Science Foundation of China

Publisher

ACM

Reference137 articles.

1. 2017. Colaboratory - Google Research. https://colab.research.google.com/ Online ; accessed 15 Feb 2022 . 2017. Colaboratory - Google Research. https://colab.research.google.com/ Online; accessed 15 Feb 2022.

2. Md Zahangir Alom Tarek M. Taha Christopher Yakopcic Stefan Westberg Paheding Sidike Mst Shamima Nasrin Brian C. Van Esesn Abdul A. S. Awwal and Vijayan K. Asari. 2018. The history began from AlexNet: A comprehensive survey on deep learning approaches. arXiv preprint arXiv:1803.01164(2018). http://arxiv.org/abs/1803.01164 Md Zahangir Alom Tarek M. Taha Christopher Yakopcic Stefan Westberg Paheding Sidike Mst Shamima Nasrin Brian C. Van Esesn Abdul A. S. Awwal and Vijayan K. Asari. 2018. The history began from AlexNet: A comprehensive survey on deep learning approaches. arXiv preprint arXiv:1803.01164(2018). http://arxiv.org/abs/1803.01164

3. Aharon Azulay and Yair Weiss . 2019. Why do deep convolutional networks generalize so poorly to small image transformations?Journal of Machine Learning Research 20, 184 ( 2019 ), 1–25. http://jmlr.org/papers/v20/19-519.html Aharon Azulay and Yair Weiss. 2019. Why do deep convolutional networks generalize so poorly to small image transformations?Journal of Machine Learning Research 20, 184 (2019), 1–25. http://jmlr.org/papers/v20/19-519.html

4. Fitting Linear Mixed-Effects Models Usinglme4

5. Moshe Ben-Akiva and Denis Bolduc. 1987. Approaches to model transferability and updating: the combined transfer estimator. Département d’économique Université Laval. Moshe Ben-Akiva and Denis Bolduc. 1987. Approaches to model transferability and updating: the combined transfer estimator. Département d’économique Université Laval.

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