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[Interpretable Model] Add support for Interpretable Decision sets

Open pramitchoudhary opened this issue 6 years ago • 1 comments

This ticket is to extend the coverage for supporting natively interpretable models(Rule-based model). Interpretable Decision sets are similar to Bayesian Rule List(BRL) in-terms of the human understandable IF-ELSE conditional statements. However, unlike BRL the conditional rules are unordered and independent(flat IF-THEN statements). For more information check out the paper mentioned below, "H. Lakkaraju, S. H. Bach, and J. Leskovec. Interpretable decision sets: A joint framework for description and prediction. In Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pages 1675–1684. ACM, 2016." Link

pramitchoudhary avatar Mar 06 '18 18:03 pramitchoudhary

It would be lovely to get this implemented. Any plans?

thoth291 avatar Sep 12 '19 03:09 thoth291