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David Towey

University of Nottingham, Ningbo - University of Nottingham Ningbo China

SCHOLARLY PAPERS

4

DOWNLOADS

485

TOTAL CITATIONS

0

Scholarly Papers (4)

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1.

The Impact of Color Spaces on Convolutional Neural Network Classification Performance

Number of pages: 11 Posted: 09 May 2023
Zixiang Xian, Rubing Huang, David Towey and Chuan Yue
Macau University of Science and Technology, Macau University of Science and Technology, University of Nottingham, Ningbo - University of Nottingham Ningbo China and Macau University of Science and Technology
Downloads 323 (234,399)

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Color space, Convolutional Neural Network (CNN), Image classification, pseudo-Siamese network

2.

Metamorphic Testing and Exploration for Machine Learning Credit Score Models

Number of pages: 52 Posted: 17 Jan 2024
Zhihao Ying, Anthony Bellotti, Joseph L Breeden and David Towey
University of Nottingham, Ningbo - University of Nottingham Ningbo China, University of Nottingham Ningbo China, Prescient Models and University of Nottingham, Ningbo - University of Nottingham Ningbo China
Downloads 78 (816,709)

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Credit score, Machine Learning, Model Validation, Metamorphic testing, metamorphic exploration, metamorphic relation

3.

Deep Neural Network Testing: A Comprehensive Survey

Number of pages: 52 Posted: 15 May 2026
Linwei Yi, Chenhui Cui, Tao Li, YuFan He, Rubing Huang, David Towey, Weifeng Sun, Chunrong Fang, Lei Ma, Xiaofei Xie, Foutse Khomh and Randy Goebel
Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, Macau University of Science and Technology, University of Nottingham, Ningbo - University of Nottingham Ningbo China, Singapore Management University, Nanjing University, University of Tokyo, Singapore Management University, Polytechnique Montreal and University of Alberta
Downloads 52 (1,183,237)

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Software Testing, DNN Testing, Survey

4.

Sfidmt-Art: A Metamorphic Group Generation Method Based on Adaptive Random Testing Applied to Source and Follow-Up Input Domains

Number of pages: 17 Posted: 29 Mar 2024
Zhihao Ying, David Towey, Anthony Bellotti, Tsong Yueh Chen and Zhi Quan Zhou
University of Nottingham, Ningbo - University of Nottingham Ningbo China, University of Nottingham, Ningbo - University of Nottingham Ningbo China, University of Nottingham Ningbo China, Swinburne University of Technology and University of Wollongong
Downloads 32 (1,290,922)

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Metamorphic Testing, metamorphic group, metamorphic relation, adaptive random testing, input domain.