All Stories

  1. Report from the ASE 2024 Workshop on Replications and Negative Results

    Article • ACM SIGSOFT Software Engineering Notes, July 2025, ACM (Association for Computing Machinery)

    Tim Menzies

  2. The Case for Compact AI

    Article • Communications of the ACM, July 2025, ACM (Association for Computing Machinery)

    Tim Menzies

  3. Model Review: A PROMISEing Opportunity

    Article • December 2023, ACM (Association for Computing Machinery)

    Tim Menzies

  4. Learning from Very Little Data: On the Value of Landscape Analysis for Predicting Software Project Health

    Article • ACM Transactions on Software Engineering and Methodology, November 2023, ACM (Association for Computing Machinery)

    Tim Menzies

  5. One way to build faster, more accurate, and explainable Data-lite Machine Learning models

    Article • ACM Transactions on Software Engineering and Methodology, July 2023, ACM (Association for Computing Machinery)

    Shrikanth N.C., Tim Menzies

  6. Fair Enough: Searching for Sufficient Measures of Fairness

    Article • ACM Transactions on Software Engineering and Methodology, March 2023, ACM (Association for Computing Machinery)

    Tim Menzies

  7. Methods for stabilizing models across large samples of projects (with case studies on predicting defect and project health)

    Article • May 2022, ACM (Association for Computing Machinery)

    Tim Menzies

  8. How to improve deep learning for software analytics

    Article • May 2022, ACM (Association for Computing Machinery)

    Tim Menzies

  9. Dazzle

    Article • May 2022, ACM (Association for Computing Machinery)

    Tim Menzies

  10. Lessons learned from hyper-parameter tuning for microservice candidate identification

    Article • November 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Anup Kalia, Tim Menzies

  11. FRUGAL: Unlocking Semi-Supervised Learning for Software Analytics

    Article • November 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Tim Menzies

  12. Documenting evidence of a replication of ‘populating a release history database from version control and bug tracking systems’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  13. Documenting evidence of a reuse of ‘on the number of linear regions of deep neural networks’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  14. Documenting evidence of a reuse of ‘a systematic study of the class imbalance problem in convolutional neural networks’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  15. Documenting evidence of a reuse of ‘“why should I trust you?”: explaining the predictions of any classifier’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  16. Documenting evidence of a replication of ‘analyze this! 145 questions for data scientists in software engineering’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  17. Documenting evidence of a reuse of ‘what is a feature? a qualitative study of features in industrial software product lines’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  18. Documenting evidence of a reuse of ‘RefactoringMiner 2.0’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  19. Documenting evidence of a reuse of ‘a systematic literature review of techniques and metrics to reduce the cost of mutation testing’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  20. Documenting evidence of a reproduction of ‘is there a “golden” feature set for static warning identification? — an experimental evaluation’

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  21. Bias in machine learning software: why? how? what to do?

    Article • August 2021, ACM (Association for Computing Machinery)

    Tim Menzies

  22. Early Life Cycle Software Defect Prediction. Why? How?

    Article • May 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Tim Menzies

  23. Structuring a Comprehensive Software Security Course Around the OWASP Application Security Verification Standard

    Article • May 2021, Institute of Electrical & Electronics Engineers (IEEE)

    Tim Menzies

  24. Making fair ML software using trustworthy explanation

    Article • December 2020, ACM (Association for Computing Machinery)

    Tim Menzies

  25. Fairway: a way to build fair ML software

    Article • November 2020, ACM (Association for Computing Machinery)

    Tim Menzies

  26. iSENSE2.0

    Article • ACM Transactions on Software Engineering and Methodology, October 2020, ACM (Association for Computing Machinery)

    Qing Wang, Tim Menzies

  27. What disconnects practitioner belief and empirical evidence?

    Article • June 2020, ACM (Association for Computing Machinery)

    Tim Menzies