237 citations · 2.5k across the 105 of their papers we have counts for
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cs.SE2023
Less, but Stronger: On the Value of Strong Heuristics in Semi-supervised Learning for Software Analytics
Huy Tu, Tim Menzies
In many domains, there are many examples and far fewer labels for those examples; e.g. we may have access to millions of lines of source code, but access to only a handful of warni…
cs.SE2023★ 3 cited
Learning from Very Little Data: On the Value of Landscape Analysis for Predicting Software Project Health
Andre Lustosa, Tim Menzies
When data is scarce, software analytics can make many mistakes. For example, consider learning predictors for open source project health (e.g. the number of closed pull requests in…