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Tim Menzies

  1. Communication and Code Dependency Effects on Software Code Quality: An Empirical Analysis of Herbsleb Hypothesis
    2019/04/22 by Suvodeep Majumder, Majumder, Suvodeep, Joymallya Chakraborty +5 · 6 voices
    Computer Science · #cs.SE
  2. Are delayed issues harder to resolve? Revisiting cost-to-fix of defects throughout the lifecycle
    2016/09/16 by Tim Menzies, William Nichols, Forrest Shull +1 · 4 voices · 1 citation
    Computer Science · #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research #cs.SE
  3. Finding Faster Configurations Using FLASH
    2018/01/07 by Vivek Nair, Zhe Yu, Nair, Vivek +7 · 11 citations
    Computer Science · #Advanced Software Engineering Methodologies #Software Engineering Research #Software Reliability and Analysis Research
  4. "Sampling"' as a Baseline Optimizer for Search-based Software Engineering
    2016/08/26 by Jianfeng Chen, Chen, Jianfeng, Vivek Nair +5 · 6 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research
  5. 500+ times faster than deep learning
    2018/02/14 by Suvodeep Majumder, Nikhila Balaji, Katie Brey +2 · 1 voice · 2 citations
    Computer Science · Mathematics · #Software Engineering Research #Topic Modeling #Web Data Mining and Analysis #cs.LG #cs.SE #stat.ML
  6. Whence to Learn? Transferring Knowledge in Configurable Systems using\n BEETLE
    2019/11/01 by Rahul Krishna, Krishna, Rahul, Vivek Nair +5 · 5 citations
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software System Performance and Reliability #Software Testing and Debugging Techniques
  7. Why is Differential Evolution Better than Grid Search for Tuning Defect Predictors?
    2016/09/08 by Wei Fu, Vivek Nair, Fu, Wei +3 · 6 citations
    Computer Science · #Evolutionary Algorithms and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research
  8. Low-Level Augmented Bayesian Optimization for Finding the Best Cloud VM
    2017/12/28 by Chin-Jung Hsu, Vivek Nair, Hsu, Chin-Jung +5 · 4 citations
    Computer Science · #Cloud Computing and Resource Management #IoT and Edge/Fog Computing #Advanced Data Storage Technologies
  9. Bellwethers: A Baseline Method For Transfer Learning
    2017/03/17 by Rahul Krishna, Krishna, Rahul, Tim Menzies +1 · 5 citations
    Computer Science · #Software Engineering Research #Software Reliability and Analysis Research #Software System Performance and Reliability
  10. FairMask: Better Fairness via Model-based Rebalancing of Protected Attributes
    2021/10/03 by Kewen Peng, Joymallya Chakraborty, Peng, Kewen +3 · 3 citations
    Social Sciences · Computer Science · #Ethics and Social Impacts of AI #Adversarial Robustness in Machine Learning #Explainable Artificial Intelligence (XAI)
  11. Fair Enough: Searching for Sufficient Measures of Fairness
    2021/10/25 by Suvodeep Majumder, Majumder, Suvodeep, Joymallya Chakraborty +7 · 3 citations
    Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE)
  12. Hyperparameter Optimization for Effort Estimation
    2018/04/28 by Tianpei Xia, Rahul Krishna, Xia, Tianpei +9 · 5 citations
    Computer Science · #Software Engineering Research #Software Reliability and Analysis Research #Software Testing and Debugging Techniques
  13. Predicting Health Indicators for Open Source Projects (using Hyperparameter Optimization)
    2020/06/12 by Tianpei Xia, Xia, Tianpei, Wei Fu +7 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software System Performance and Reliability
  14. Better Data Labelling with EMBLEM (and how that Impacts Defect Prediction)
    2019/05/05 by Huy Tu, Tu, Huy, Zhe Yu +3 · 3 citations
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  15. VEER: Enhancing the Interpretability of Model-based Optimizations
    2021/06/04 by Kewen Peng, Peng, Kewen, Christian Kaltenecker +7 · 3 citations
    Computer Science · #Advanced Software Engineering Methodologies #D.2 #FOS: Computer and information sciences #Formal Methods in Verification #K.6.3 #Software Engineering (cs.SE) #Software Reliability and Analysis Research
  16. Simpler Hyperparameter Optimization for Software Analytics: Why, How, When?
    2020/08/14 by Amritanshu Agrawal, Xueqi Yang, Agrawal, Amritanshu +7 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning and Data Classification #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research
  17. Learning from Very Little Data: On the Value of Landscape Analysis for Predicting Software Project Health
    2023/01/16 by Andre Lustosa, Tim Menzies, Lustosa, Andre +1 · 4 citations
    Computer Science · #Software Engineering Research #Software System Performance and Reliability #Software Reliability and Analysis Research
  18. FRUGAL: Unlocking SSL for Software Analytics
    2021/08/22 by Huy Tu, Tim Menzies, Tu, Huy +1 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research #Software Testing and Debugging Techniques
  19. Scout: An Experienced Guide to Find the Best Cloud Configuration
    2018/03/04 by Chin-Jung Hsu, Vivek Nair, Hsu, Chin-Jung +5 · 2 citations
    Computer Science · #Cloud Computing and Resource Management #Data Stream Mining Techniques #Machine Learning and Data Classification
  20. SparseCoder: Advancing Source Code Analysis with Sparse Attention and Learned Token Pruning
    2023/10/11 by Xueqi Yang, Mariusz Jakubowski, Yang, Xueqi +7 · 2 citations
    Computer Science · #Advanced Malware Detection Techniques #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research
  21. Better Security Bug Report Classification via Hyperparameter Optimization
    2019/05/16 by Rui Shu, Tianpei Xia, Shu, Rui +5 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning and Data Classification #Software Engineering (cs.SE) #Software Engineering Research #Software Testing and Debugging Techniques
  22. Trading Off Scalability, Privacy, and Performance in Data Synthesis
    2023/12/09 by Xiao Ling, Ling, Xiao, Tim Menzies +7 · 3 citations
    Computer Science · Decision Sciences · Engineering · #Data Quality and Management #FOS: Computer and information sciences #Privacy-Preserving Technologies in Data #Software Engineering (cs.SE) #Traffic Prediction and Management Techniques
  23. Early Life Cycle Software Defect Prediction. Why? How?
    2020/11/26 by N. C. Shrikanth, Suvodeep Majumder, Shrikanth, N. C. +3 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  24. How to Find Actionable Static Analysis Warnings: A Case Study with FindBugs
    2022/05/21 by Rahul Yedida, Hong Jin Kang, Yedida, Rahul +9 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research #Software System Performance and Reliability
  25. Structuring a Comprehensive Software Security Course Around the OWASP\n Application Security Verification Standard
    2021/03/08 by Sarah Elder, Nusrat Zahan, Elder, Sarah +9 · 1 citation
    Computer Science · #Cryptography and Security (cs.CR) #D.2.0 #FOS: Computer and information sciences #Information and Cyber Security #K.3.0 #K.6.5 #Software Engineering (cs.SE) #Software Reliability and Analysis Research #Web Application Security Vulnerabilities
  26. Can Large Language Models Improve SE Active Learning via Warm-Starts?
    2024/12/30 by Lohith Senthilkumar, Senthilkumar, Lohith, Tim Menzies +1 · 4 citations
    Computer Science · #Topic Modeling
  27. Better Predictors for Issue Lifetime
    2017/02/24 by Mitch Rees-Jones, Rees-Jones, Mitch, Matthew Martin +3 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  28. Do I really need all this work to find vulnerabilities? An empirical case study comparing vulnerability detection techniques on a Java application
    2022/08/02 by Sarah Elder, Nusrat Zahan, Elder, Sarah +11 · 1 citation
    Computer Science · #Software Engineering Research #Web Application Security Vulnerabilities #Software Reliability and Analysis Research
  29. When Less is More: On the Value of "Co-training" for Semi-Supervised Software Defect Predictors
    2022/11/10 by Suvodeep Majumder, Joymallya Chakraborty, Majumder, Suvodeep +3 · 2 citations
    Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  30. How to "DODGE" Complex Software Analytics?
    2019/02/05 by Amritanshu Agrawal, Wei Fu, Di Chen +2 · 1 voice
    Computer Science · #cs.SE #cs.AI #cs.LG #cs.NE
  31. Don't Lie to Me: Avoiding Malicious Explanations with STEALTH
    2023/01/25 by Lauren Alvarez, Alvarez, Lauren, Tim Menzies +1 · 1 citation
    Computer Science · #Adversarial Robustness in Machine Learning #Artificial Intelligence (cs.AI) #Cryptography and Security (cs.CR) #FOS: Computer and information sciences #Imbalanced Data Classification Techniques #Machine Learning and Algorithms #Software Engineering (cs.SE)
  32. iSNEAK: Partial Ordering as Heuristics for Model-Based Reasoning in Software Engineering
    2023/10/29 by Andre Lustosa, Tim Menzies, Lustosa, Andre +1 · 2 citations
    Computer Science · Engineering · #Advanced Software Engineering Methodologies #FOS: Computer and information sciences #Model-Driven Software Engineering Techniques #Software Engineering (cs.SE) #Transportation and Mobility Innovations
  33. Applications of Psychological Science for Actionable Analytics
    2018/03/13 by Di Chen, Chen, Di, Wei Fu +5 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices #Software Reliability and Analysis Research
  34. How Different is Test Case Prioritization for Open and Closed Source\n Projects?
    2020/08/02 by Ling Xiao, Ling, Xiao, Rishabh Agrawal +3 · 1 citation
    Computer Science · #Software Testing and Debugging Techniques #Software System Performance and Reliability #Software Engineering Research
  35. FLASH: A Faster Optimizer for SBSE Tasks
    2017/05/14 by Vivek Nair, Nair, Vivek, Zhe Yu +3 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Reliability and Analysis Research #Software Testing and Debugging Techniques
  36. BINGO! Simple Optimizers Win Big if Problems Collapse to a Few Buckets
    2025/06/04 by Kishan Kumar Ganguly, Tim Menzies, Ganguly, Kishan Kumar +1 · 3 citations
    Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Software Engineering (cs.SE) #Software Engineering Research #Software Engineering Techniques and Practices
  37. Less Noise, More Signal: the DRR Effect for Better Optimizations of a Range of SE Tasks
    2025/03/27 by Andre Lustosa, Lustosa, Andre, Tim Menzies +1 · 3 citations
    Computer Science · #Digital Rights Management and Security