16 citations · 39 across the 5 of their papers we have counts for
6 papers
BiLO-CPDP: Bi-Level Programming for Automated Model Discovery in Cross-Project Defect Prediction
Ke Li, Zilin Xiang, Tao Chen +1
Cross-Project Defect Prediction (CPDP), which borrows data from similar projects by combining a transfer learner with a classifier, have emerged as a promising way to predict softw…
DeepSQLi: Deep Semantic Learning for Testing SQL Injection
Muyang Liu, Ke Li, Tao Chen
Security is unarguably the most serious concern for Web applications, to which SQL injection (SQLi) attack is one of the most devastating attacks. Automatically testing SQLi vulner…
DATESSO: Self-Adapting Service Composition with Debt-Aware Two Levels Constraint Reasoning
Satish Kumar, Tao Chen, Rami Bahsoon +1
The rapidly changing workload of service-based systems can easily cause under-/over-utilization on the component services, which can consequently affect the overall Quality of Serv…
Understanding the Automated Parameter Optimization on Transfer Learning for CPDP: An Empirical Study
Ke Li, Zilin Xiang, Tao Chen +2
Data-driven defect prediction has become increasingly important in software engineering process. Since it is not uncommon that data from a software project is insufficient for trai…
Synergizing Domain Expertise with Self-Awareness in Software Systems: A Patternized Architecture Guideline
Tao Chen, Rami Bahsoon, Xin Yao
To promote engineering self-aware and self-adaptive software systems in a reusable manner, architectural patterns and the related methodology provide an unified solution to handle…
On Using Retrained and Incremental Machine Learning for Modeling Performance of Adaptable Software: An Empirical Comparison
Tao Chen
Given the ever-increasing complexity of adaptable software systems and their commonly hidden internal information (e.g., software runs in the public cloud), machine learning based…