237 citations · 668 across the 14 of their papers we have counts for
3 papers · 1 filter
Simpler Hyperparameter Optimization for Software Analytics: Why, How, When?
Amritanshu Agrawal, Xueqi Yang, Rishabh Agrawal +3
How can we make software analytics simpler and faster? One method is to match the complexity of analysis to the intrinsic complexity of the data being explored. For example, hyperp…
Communication and Code Dependency Effects on Software Code Quality: An Empirical Analysis of Herbsleb Hypothesis
Suvodeep Majumder, Joymallya Chakraborty, Amritanshu Agrawal +1
Prior literature has suggested that in many projects 80\% or more of the contributions are made by a small called group of around 20% of the development team. Most prior studies de…
How to "DODGE" Complex Software Analytics?
Amritanshu Agrawal, Wei Fu, Di Chen +2
Machine learning techniques applied to software engineering tasks can be improved by hyperparameter optimization, i.e., automatic tools that find good settings for a learner's cont…