Tianpei Xia

College of Engineering

Works (6)

Updated: July 5th, 2023 14:19

2022 article

Dazzle: Using Optimized Generative Adversarial Networks to Address Security Data Class Imbalance Issue

2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022), pp. 144โ€“155.

By: R. Shu n, T. Xia n, L. Williams n & T. Menzies nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Security Vulnerability Prediction; Class Imbalance; Hyperparameter Optimization; Generative Adversarial Networks
Sources: Web Of Science, ORCID
Added: September 19, 2022

2022 article

Methods for Stabilizing Models Across Large Samples of Projects (with case studies on Predicting Defect and Project Health)

2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022), pp. 566โ€“578.

By: S. Majumder n, T. Xia n, R. Krishnaโ€‰ n & T. Menzies nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Defect Prediction; Project Health; Bellwether; Hierarchical Clustering; Random Forest; Two Phase Transfer Learning; Transfer Learning
Sources: Web Of Science, ORCID
Added: September 19, 2022

2022 journal article

Omni: automated ensemble with unexpected models against adversarial evasion attack

EMPIRICAL SOFTWARE ENGINEERING, 27(1).

By: R. Shu n, T. Xia n, L. Williams n & T. Menzies nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Hyperparameter optimization; Ensemble defense; Adversarial evasion attack
Sources: Web Of Science, ORCID
Added: December 6, 2021

2022 journal article

Predicting health indicators for open source projects (using hyperparameter optimization)

EMPIRICAL SOFTWARE ENGINEERING, 27(6).

By: T. Xia n, W. Fu n, R. Shu n, R. Agrawalโ€‰ n & T. Menzies nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Hyperparameter optimization; Project health; Machine learning
Sources: Web Of Science, ORCID
Added: July 5, 2022

2022 journal article

Sequential Model Optimization for Software Effort Estimation

IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 48(6), 1994โ€“2009.

By: T. Xia n, R. Shu n, X. Shen nโ€‰ & T. Menzies nโ€‰

co-author countries: United States of America ๐Ÿ‡บ๐Ÿ‡ธ
author keywords: Estimation; Software; Tools; Optimization; Data models; Task analysis; Mathematical model; Effort estimation; COCOMO; hyperparameter tuning; regression trees; sequential model optimization
Sources: Web Of Science, ORCID
Added: June 15, 2022

2021 journal article

How to Better Distinguish Security Bug Reports (Using Dual Hyperparameter Optimization)

EMPIRICAL SOFTWARE ENGINEERING, 26(3).

By: R. Shu, T. Xia, J. Chen, L. Williams & T. Menziesโ€‰

author keywords: Hyperparameter Optimization; Data pre-processing; Security bug report
Sources: Web Of Science, ORCID
Added: May 3, 2021

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