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On the effectiveness of testing sentiment analysis systems with metamorphic testing
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1002/stvr.1594openalex-snapshot
Predicting metamorphic relations for testing scientific software: a machine learning approach using graph kernels
inferredcites →https://doi.org/10.1007/978-1-4614-3223-4_13openalex-snapshot
A Survey of Opinion Mining and Sentiment Analysis
inferredcites →https://doi.org/10.1007/s10115-018-1236-4openalex-snapshot
A survey of sentiment analysis in social media
inferredcites →https://doi.org/10.1007/s10462-017-9597-8openalex-snapshot
A survey on sentiment analysis of scientific citations
inferredcites →https://doi.org/10.1016/j.asej.2014.04.011openalex-snapshot
Sentiment analysis algorithms and applications: A survey
inferredcites →https://doi.org/10.1016/j.comcom.2021.04.026openalex-snapshot
Adversarial attacks on a lexical sentiment analysis classifier
inferredcites →https://doi.org/10.1016/j.dss.2012.02.012openalex-snapshot
A diffusion mechanism for social advertising over microblogs
inferredcites →https://doi.org/10.1016/j.eswa.2020.114155openalex-snapshot
Sentiment analysis and its applications in fighting COVID-19 and infectious diseases: A systematic review
inferredcites →https://doi.org/10.1016/j.jss.2010.11.920openalex-snapshot
Testing and validating machine learning classifiers by metamorphic testing
inferredcites →https://doi.org/10.1016/j.jss.2016.04.002openalex-snapshot
A metamorphic testing approach for supporting program repair without the need for a test oracle
inferredcites →https://doi.org/10.1016/j.jss.2020.110574openalex-snapshot
Adaptive metamorphic testing with contextual bandits
inferredcites →https://doi.org/10.1016/j.knosys.2014.04.022openalex-snapshot
News impact on stock price return via sentiment analysis
inferredcites →https://doi.org/10.1109/ase51524.2021openalex-snapshot
2021 36th IEEE/ACM International Conference on Automated Software Engineering (ASE)
inferredcites →https://doi.org/10.1109/cvpr46437.2021.01663openalex-snapshot
Perception Matters: Detecting Perception Failures of VQA Models Using Metamorphic Testing
inferredcites →https://doi.org/10.1109/icit.2016.7474819openalex-snapshot
Security attack prediction based on user sentiment analysis of Twitter data
inferredcites →https://doi.org/10.1109/icit39372.2017openalex-snapshot
2017 IEEE International Conference on Industrial Technology (ICIT)
inferredcites →https://doi.org/10.1109/icse-seip52600.2021.00023openalex-snapshot
Testing Web Enabled Simulation at Scale Using Metamorphic Testing
inferredcites →https://doi.org/10.1109/icst46399.2020openalex-snapshot
2020 IEEE 13th International Conference on Software Testing, Validation and Verification (ICST)
inferredcites →https://doi.org/10.1109/ijcnn48605.2020openalex-snapshot
2020 International Joint Conference on Neural Networks (IJCNN)
inferredcites →https://doi.org/10.1109/issre32121.2013openalex-snapshot
2013 IEEE 24th International Symposium on Software Reliability Engineering (ISSRE)
inferredcites →https://doi.org/10.1109/lcn18402.2011openalex-snapshot
2011 IEEE 36th Conference on Local Computer Networks
inferredcites →https://doi.org/10.1109/met.2019.00008openalex-snapshot
Metamorphic Testing of Android Graphics Drivers
inferredcites →https://doi.org/10.1109/met41809.2017openalex-snapshot
2017 IEEE/ACM 2nd International Workshop on Metamorphic Testing (MET)
inferredcites →https://doi.org/10.1109/ms.2020.3029468openalex-snapshot
Scientific Software Testing Goes Serverless: Creating and Invoking Metamorphic Functions
inferredcites →https://doi.org/10.1109/ssiri16481.2010openalex-snapshot
2010 Fourth International Conference on Secure Software Integration and Reliability Improvement
inferredcites →https://doi.org/10.1109/tnnls.2021.3072166openalex-snapshot
Breaking Neural Reasoning Architectures With Metamorphic Relation-Based Adversarial Examples
inferredcites →https://doi.org/10.1109/tr.2018.2850315openalex-snapshot
Increasing Validity of Simulation Models Through Metamorphic Testing
inferredcites →https://doi.org/10.1109/tr.2020.2972266openalex-snapshot
METTLE: A METamorphic Testing Approach to Assessing and Validating Unsupervised Machine Learning Systems
inferredcites →https://doi.org/10.1109/tr.2020.3003313openalex-snapshot
Input Test Suites for Program Repair: A Novel Construction Method Based on Metamorphic Relations
inferredcites →https://doi.org/10.1109/tse.2010.23openalex-snapshot
Semi-Proving: An Integrated Method for Program Proving, Testing, and Debugging
inferredcites →https://doi.org/10.1109/tse.2013.46openalex-snapshot
How Effectively Does Metamorphic Testing Alleviate the Oracle Problem?
inferredcites →https://doi.org/10.1109/tse.2014.2372785openalex-snapshot
The Oracle Problem in Software Testing: A Survey
inferredcites →https://doi.org/10.1109/tse.2015.2478001openalex-snapshot
Metamorphic Testing for Software Quality Assessment: A Study of Search Engines
inferredcites →https://doi.org/10.1109/tse.2016.2532875openalex-snapshot
A Survey on Metamorphic Testing
inferredcites →https://doi.org/10.1109/tse.2017.2764464openalex-snapshot
Metamorphic Testing of RESTful Web APIs
inferredcites →https://doi.org/10.1109/tse.2018.2876433openalex-snapshot
Metamorphic Relations for Enhancing System Understanding and Use
inferredcites →https://doi.org/10.1109/tse.2019.2915065openalex-snapshot
Metamorphic Robustness Testing: Exposing Hidden Defects in Citation Statistics and Journal Impact Factors
inferredcites →https://doi.org/10.1109/tse.2019.2934848openalex-snapshot
METRIC+: A Metamorphic Relation Identification Technique Based on Input plus Output Domains
inferredcites →https://doi.org/10.1109/tse.2020.3009698openalex-snapshot
Theoretical and Empirical Analyses of the Effectiveness of Metamorphic Relation Composition
inferredcites →https://doi.org/10.1109/tse.2021.3136169openalex-snapshot
BiasFinder: Metamorphic Test Generation to Uncover Bias for Sentiment Analysis Systems
inferredcites →https://doi.org/10.1145/1014052.1014073openalex-snapshot
Mining and summarizing customer reviews
inferredcites →https://doi.org/10.1145/2642937.2642994openalex-snapshot
Search-based inference of polynomial metamorphic relations
inferredcites →https://doi.org/10.1145/3133917openalex-snapshot
Automated testing of graphics shader compilers
inferredcites →https://doi.org/10.1145/3238147.3238187openalex-snapshot
DeepRoad: GAN-based metamorphic testing and input validation framework for autonomous driving systems
inferredcites →https://doi.org/10.1145/3241979openalex-snapshot
Metamorphic testing of driverless cars
inferredcites →https://doi.org/10.1145/3293882.3330567openalex-snapshot
Interactive metamorphic testing of debuggers
inferredcites →https://doi.org/10.1145/3377811.3380339openalex-snapshot
Structure-invariant testing for machine translation
inferredcites →https://doi.org/10.1145/3377811.3380420openalex-snapshot
Automatic testing and improvement of machine translation
inferredcites →https://doi.org/10.1145/3468264.3468573openalex-snapshot
Metamorphic testing of Datalog engines
inferredcites →https://doi.org/10.1145/3468264.3473136openalex-snapshot
New visions on metamorphic testing after a quarter of a century of inception
inferredcites →https://doi.org/10.1145/3468264.3473920openalex-snapshot
Generating metamorphic relations for cyber-physical systems with genetic programming: an industrial case study
inferredcites →https://doi.org/10.18653/v1/s18-2005openalex-snapshot
Examining Gender and Race Bias in Two Hundred Sentiment Analysis Systems
inferredcites →https://doi.org/10.24963/ijcai.2020/64openalex-snapshot
Metamorphic Testing and Certified Mitigation of Fairness Violations in NLP Models
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
inferred← citeshttps://doi.org/10.1002/stvr.70029openalex-snapshot
A Metamorphic Testing Framework for Verification and Validation of Unsupervised Sensor Grouping in Smart Spaces via Spectral Clustering
inferred← citeshttps://doi.org/10.1016/j.infsof.2023.107263openalex-snapshot
Metamorphic testing of chess engines
inferred← citeshttps://doi.org/10.1016/j.infsof.2024.107410openalex-snapshot
An empirical study on metamorphic testing for recommender systems
inferred← citeshttps://doi.org/10.1016/j.infsof.2025.107944openalex-snapshot
ISVMT: An approach of indicator systems validation based on metamorphic testing and data mutation
inferred← citeshttps://doi.org/10.1016/j.iswa.2022.200172openalex-snapshot
Assessing Operational Accuracy of CNN-Based Image Classifiers Using an Oracle Surrogate
inferred← citeshttps://doi.org/10.1016/j.jss.2024.112330openalex-snapshot
Effectiveness of symmetric metamorphic relations on validating the stability of code generation LLM
inferred← citeshttps://doi.org/10.1109/aitest58265.2023.00014openalex-snapshot
Metamorphic Testing For Machine Learning: Applicability, Challenges, and Research Opportunities
inferred← citeshttps://doi.org/10.1109/ase63991.2025.00239openalex-snapshot
Metamorphic Testing for Audio Content Moderation Software
inferred← citeshttps://doi.org/10.1109/cloud-summit61220.2024.00029openalex-snapshot
MetaCDP: Metamorphic Testing for Quality Assurance of Containerized Data Pipelines
inferred← citeshttps://doi.org/10.1109/compsac61105.2024.00176openalex-snapshot
MTSA: Multi-Granularity Metamorphic Testing for Sentiment Analysis Systems
inferred← citeshttps://doi.org/10.1109/icsme64153.2025.00025openalex-snapshot
Metamorphic Testing of Large Language Models for Natural Language Processing
inferred← citeshttps://doi.org/10.1145/3597503.3623328openalex-snapshot
BinAug: Enhancing Binary Similarity Analysis with Low-Cost Input Repairing
inferred← citeshttps://doi.org/10.1145/3675396openalex-snapshot
Word Closure-Based Metamorphic Testing for Machine Translation
inferred← citeshttps://doi.org/10.1145/3691631openalex-snapshot
NLPLego: Assembling Test Generation for Natural Language Processing Applications
inferred← citeshttps://doi.org/10.1515/jisys-2024-0363openalex-snapshot
Performance of test cases for machine learning classifier: coverage perspective
inferred← citeshttps://doi.org/10.3390/bdcc8120170openalex-snapshot
Investigating Offensive Language Detection in a Low-Resource Setting with a Robustness Perspective
inferred← citeshttps://doi.org/10.3390/info15040236openalex-snapshot
A Fuzzy Synthetic Evaluation Approach to Assess Usefulness of Tourism Reviews by Considering Bias Identified in Sentiments and Articulacy
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