activity
20162021
most citedHyperparameter Optimization for Effort Estimation

32 citations · 97 across the 12 of their papers we have counts for

collaborators

12 papers

cs.SE2021

Faster SAT Solving for Software with Repeated Structures (with Case Studies on Software Test Suite Minimization)

Jianfeng Chen, Xipeng Shen, Tim Menzies

Theorem provers has been used extensively in software engineering for software testing or verification. However, software is now so large and complex that additional architecture i…

cs.SE2020★ 2 cited

Learning to Recognize Actionable Static Code Warnings (is Intrinsically Easy)

Xueqi Yang, Jianfeng Chen, Rahul Yedida +2

Static code warning tools often generate warnings that programmers ignore. Such tools can be made more useful via data mining algorithms that select the "actionable" warnings; i.e.…

cs.SE2019★ 3 cited

Sequential Model Optimization for Software Process Control

Tianpei Xia, Rui Shu, Xipeng Shen +1

Many methods have been proposed to estimate how much effort is required to build and maintain software. Much of that research assumes a ``classic'' waterfall-based approach rather…

cs.SE2019

How to Better Distinguish Security Bug Reports (using Dual Hyperparameter Optimization

Rui Shu, Tianpei Xia, Jianfeng Chen +2

Background: In order that the general public is not vulnerable to hackers, security bug reports need to be handled by small groups of engineers before being widely discussed. But l…

cs.SE2019★ 8 cited

Predicting Breakdowns in Cloud Services (with SPIKE)

Jianfeng Chen, Joymallya Chakraborty, Philip Clark +3

Maintaining web-services is a mission-critical task where any down-time means loss of revenue and reputation (of being a reliable service provider). In the current competitive web…

cs.SE2019★ 1 cited

Building Very Small Test Suites (with Snap)

Jianfeng Chen, Xipeng Shen, Tim Menzies

Software is now so large and complex that additional architecture is needed to guide theorem provers as they try to generate test suites. For example, the SNAP test suite generator…