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xiaohan2012 committed Nov 26, 2024
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Expand Up @@ -24,12 +24,12 @@ An example showcasing the Rashomon set of rule set models for the [COMPAS](https

## Project overview

- We designed efficient algorithms to explore the Rashomon set of rule-set models for binary classification problems.
- we focus on rule set models, due to their inherent interpretability.
- We designed *efficient algorithms* to explore the Rashomon set of rule-set models for binary classification problems.
- Our focus is on rule set models, due to their inherent *interpretability* 💡.
- We investigated two exploration modes -- *counting* and *uniform sampling* from the Rashomon set.
- Instead of tackling exact counting and uniform sampling, we study the approximate versions of them, which reduces the search space drastically.
- For both problems, we invented theoretically-sound algorithms sped up by effective pruning bounds, and a efficient implementation of it powered by Numba and Ray.
- Compared to off-the-shelf tools (such as [Google OR-tools](https://github.com/google/or-tools)), our implementation is often **>1000x faster**
- For both problems, we invented theoretically-sound algorithms sped up by *effective pruning bounds*, and a efficient implementation of it powered by Numba and Ray.
- Compared to off-the-shelf tools (such as [Google OR-tools](https://github.com/google/or-tools)), our implementation is often **>1000x faster** ⚡⚡⚡

## Environment setup

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