Tianpei Xia
College of Engineering
Works (6)
2022 article
Dazzle: Using Optimized Generative Adversarial Networks to Address Security Data Class Imbalance Issue
2022 MINING SOFTWARE REPOSITORIES CONFERENCE (MSR 2022), pp. 144–155.
author keywords: Security Vulnerability Prediction; Class Imbalance; Hyperparameter Optimization; Generative Adversarial Networks
Source: Web Of Science
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. 566–578.
author keywords: Defect Prediction; Project Health; Bellwether; Hierarchical Clustering; Random Forest; Two Phase Transfer Learning; Transfer Learning
Source: Web Of Science
Added: September 19, 2022
2022 journal article
Omni: automated ensemble with unexpected models against adversarial evasion attack
EMPIRICAL SOFTWARE ENGINEERING, 27(1).
author keywords: Hyperparameter optimization; Ensemble defense; Adversarial evasion attack
arxiv.org (repository)
Source: Web Of Science
Added: December 6, 2021
2022 journal article
Predicting health indicators for open source projects (using hyperparameter optimization)
EMPIRICAL SOFTWARE ENGINEERING, 27(6).
author keywords: Hyperparameter optimization; Project health; Machine learning
Source: Web Of Science
Added: July 5, 2022
2022 journal article
Sequential Model Optimization for Software Effort Estimation
IEEE TRANSACTIONS ON SOFTWARE ENGINEERING, 48(6), 1994–2009.
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).
author keywords: Hyperparameter Optimization; Data pre-processing; Security bug report
Source: Web Of Science
Added: May 3, 2021
