Enhancing supervised classifications with metamorphic relations
We report on a novel use of metamorphic relations (MRs) in machine learning: instead of conducting metamorphic testing, we use MRs for the augmentation of the machine learning algorithms themselves. In particular, we report on how MRs can enable enhancements to an image classification problem of ima...
| Main Authors: | Xu, Liming, Towey, Dave, French, Andrew P., Benford, Steve, Zhou, Zhi Quan, Chen, Tsong Yueh |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | English English |
| Published: |
2018
|
| Online Access: | https://eprints.nottingham.ac.uk/53764/ |
Similar Items
Metamorphic relations for enhancing system understanding and use
by: Zhou, Zhi Quan, et al.
Published: (2018)
by: Zhou, Zhi Quan, et al.
Published: (2018)
Metamorphic testing: testing the untestable
by: Segura, Sergio, et al.
Published: (2018)
by: Segura, Sergio, et al.
Published: (2018)
Metamorphic testing for cybersecurity
by: Chen, Tsong Yueh, et al.
Published: (2016)
by: Chen, Tsong Yueh, et al.
Published: (2016)
Metamorphic exploration of an unsupervised clustering program
by: Yang, Sen, et al.
Published: (2019)
by: Yang, Sen, et al.
Published: (2019)
Metamorphic testing: a review of challenges and
opportunities
by: Chen, Tsong Yueh, et al.
Published: (2018)
by: Chen, Tsong Yueh, et al.
Published: (2018)
Recognizing the presence of hidden visual markers in digital images
by: Xu, Liming, et al.
Published: (2017)
by: Xu, Liming, et al.
Published: (2017)
Metamorphic testing as a test case selection strategy
by: Towey, Dave, et al.
Published: (2016)
by: Towey, Dave, et al.
Published: (2016)
A revisit of three studies related to random testing
by: Chen, Tsong Yueh, et al.
Published: (2015)
by: Chen, Tsong Yueh, et al.
Published: (2015)
How effectively does metamorphic testing alleviate the oracle problem?
by: Liu, Huai, et al.
Published: (2014)
by: Liu, Huai, et al.
Published: (2014)
An extended abstract of "Metamorphic testing: testing the untestable"
by: Segura, Sergio, et al.
Published: (2019)
by: Segura, Sergio, et al.
Published: (2019)
MT4WS: an automated metamorphic testing system for web services
by: Sun, Chang ai, et al.
Published: (2016)
by: Sun, Chang ai, et al.
Published: (2016)
A metamorphic testing approach for supporting program repair without the need for a test oracle
by: Jiang, Mingyue, et al.
Published: (2016)
by: Jiang, Mingyue, et al.
Published: (2016)
Prioritising abstract test cases: an empirical study
by: Huang, Rubing, et al.
Published: (2019)
by: Huang, Rubing, et al.
Published: (2019)
Enhanced Supervised Fuzzy Clustering For Pattern Classification
by: Lim , Kian Ming
Published: (2010)
by: Lim , Kian Ming
Published: (2010)
On the selection of strength for fixed-strength interaction coverage based prioritization
by: Huang, Rubing, et al.
Published: (2018)
by: Huang, Rubing, et al.
Published: (2018)
Abstract test case prioritization using repeated small-strength level-combination coverage
by: Huang, Rubing, et al.
Published: (2020)
by: Huang, Rubing, et al.
Published: (2020)
Prioritization of combinatorial test cases by incremental interaction coverage
by: Huang, Rubing, et al.
Published: (2013)
by: Huang, Rubing, et al.
Published: (2013)
An empirical comparison of fixed-strength and mixed-strength for interaction coverage based prioritization
by: Huang, Rubing, et al.
Published: (2018)
by: Huang, Rubing, et al.
Published: (2018)
A similarity metric for the inputs of OO programs and its application in adaptive random testing
by: Chen, Jinfu, et al.
Published: (2017)
by: Chen, Jinfu, et al.
Published: (2017)
Classification of metamorphic virus using n-grams signatures
by: A Hamid, Isredza Rahmi, et al.
Published: (2020)
by: A Hamid, Isredza Rahmi, et al.
Published: (2020)
Augmenting a guitar with its digital footprint
by: Benford, Steve, et al.
Published: (2015)
by: Benford, Steve, et al.
Published: (2015)
Dynamic random testing of web services: a methodology and evaluation
by: Sun, Chang-Ai, et al.
Published: (2019)
by: Sun, Chang-Ai, et al.
Published: (2019)
Test case prioritization for object-oriented software: an adaptive random sequence approach based on clustering
by: Chen, Jinfu, et al.
Published: (2018)
by: Chen, Jinfu, et al.
Published: (2018)
Contrastive Self-Supervised Learning for Image Classification
by: Tan, Yong Le
Published: (2021)
by: Tan, Yong Le
Published: (2021)
Supervised ANN classification for engineering machined textures based on enhanced features extraction and reduction scheme
by: Ashour, Mohammed Waleed, et al.
Published: (2013)
by: Ashour, Mohammed Waleed, et al.
Published: (2013)
Metamorphic differentiation via enhanced dissolution along high permeability zones
by: Moore, Jo, et al.
Published: (2020)
by: Moore, Jo, et al.
Published: (2020)
A hybrid supervised ANN for classification and data visualization
by: Chee, Siong Teh, et al.
Published: (2008)
by: Chee, Siong Teh, et al.
Published: (2008)
Disequilibrium metamorphism of stressed lithosphere
by: Jamtveit, B., et al.
Published: (2016)
by: Jamtveit, B., et al.
Published: (2016)
Fluid-Induced Processes: Metasomatism and Metamorphism
by: Putnis, Andrew, et al.
Published: (2011)
by: Putnis, Andrew, et al.
Published: (2011)
Fluid-induced processes: Metasomatism and metamorphism
by: Putnis, Andrew, et al.
Published: (2010)
by: Putnis, Andrew, et al.
Published: (2010)
Semi-supervised learning for feature selection and classification of data / Ganesh Krishnasamy
by: Ganesh , Krishnasamy
Published: (2019)
by: Ganesh , Krishnasamy
Published: (2019)
Incorporating Informative Score For Instance Selection In Semi-supervised Sentiment Classification
by: Vivian, Lee Lay Shan
Published: (2022)
by: Vivian, Lee Lay Shan
Published: (2022)
The metamorphism and exhumation of the Himalayan metamorphic core, eastern Garhwal region, India
by: Spencer, Christopher, et al.
Published: (2012)
by: Spencer, Christopher, et al.
Published: (2012)
Stress orientation-dependent reactions during metamorphism
by: Moore, J., et al.
Published: (2019)
by: Moore, J., et al.
Published: (2019)
Self-labeling techniques for semi-supervised time series classification: an empirical study
by: González, Mabel, et al.
Published: (2017)
by: González, Mabel, et al.
Published: (2017)
Image textural features and semi-supervised learning: An application to classification of coal particles
by: Aldrich, Chris, et al.
Published: (2012)
by: Aldrich, Chris, et al.
Published: (2012)
Hyper-heuristic framework for sequential semi-supervised classification based on core clustering
by: Adnan, Ahmed, et al.
Published: (2020)
by: Adnan, Ahmed, et al.
Published: (2020)
Towards an enhanced framework for learning semantic relation classification
by: Amaal, Saleh Hassan, et al.
Published: (2011)
by: Amaal, Saleh Hassan, et al.
Published: (2011)
Supervision
by: Muhamad Awang, Rita
Published: (2012)
by: Muhamad Awang, Rita
Published: (2012)
Early Paleozoic metamorphic rocks of the Erguna block in the Great Xing'an Range, NE China: Evidence for the timing of magmatic and metamorphic events and their tectonic implications
by: Zhou, Jian-bo, et al.
Published: (2011)
by: Zhou, Jian-bo, et al.
Published: (2011)
Similar Items
-
Metamorphic relations for enhancing system understanding and use
by: Zhou, Zhi Quan, et al.
Published: (2018) -
Metamorphic testing: testing the untestable
by: Segura, Sergio, et al.
Published: (2018) -
Metamorphic testing for cybersecurity
by: Chen, Tsong Yueh, et al.
Published: (2016) -
Metamorphic exploration of an unsupervised clustering program
by: Yang, Sen, et al.
Published: (2019) -
Metamorphic testing: a review of challenges and
opportunities
by: Chen, Tsong Yueh, et al.
Published: (2018)