A bayesian framework for learning rule sets for interpretable classification
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
[PDF][PDF] A Bayesian Framework for Learning Rule Sets for Interpretable Classification
T Wang, C Rudin, F Doshi-Velez, Y Liu… - Journal of Machine …, 2017 - jmlr.csail.mit.edu
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
Bayesian Rule Sets for Interpretable Classification
T Wang, C Rudin, F Velez-Doshi, Y Liu… - 2016 IEEE 16th …, 2016 - computer.org
A Rule Set model consists of a small number of short rules for interpretable classification,
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
A Bayesian Framework for Learning Rule Sets for Interpretable Classification
T Wang, C Rudin, F Doshi-Velez, Y Liu… - Journal of machine …, 2017 - iro.uiowa.edu
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
[PDF][PDF] A Bayesian Framework for Learning Rule Sets for Interpretable Classification
T Wang, C Rudin, F Doshi-Velez, Y Liu… - Journal of Machine …, 2017 - scholar.archive.org
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
Bayesian Rule Sets for Interpretable Classification
T Wang, C Rudin, F Velez-Doshi, Y Liu… - 2016 IEEE 16th …, 2016 - ieeexplore.ieee.org
A Rule Set model consists of a small number of short rules for interpretable classification,
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
[PDF][PDF] A Bayesian Framework for Learning Rule Sets for Interpretable Classification
T Wang, C Rudin, F Doshi-Velez, Y Liu… - Journal of Machine …, 2017 - jmlr.org
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
[PDF][PDF] Bayesian Rule Sets for Interpretable Classification
T Wang, C Rudin, F Velez-Doshi, Y Liu, E Klampfl… - researchgate.net
A Rule Set model consists of a small number of short rules for interpretable classification,
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
A Bayesian Framework for Learning Rule Sets for Interpretable Classification
T Wang, C Rudin, F Doshi-Velez, Y Liu… - Journal of Machine …, 2017 - jmlr.csail.mit.edu
We present a machine learning algorithm for building classifiers that are comprised of a
small number of short rules. These are restricted disjunctive normal form models. An …
small number of short rules. These are restricted disjunctive normal form models. An …
Bayesian Rule Sets for Interpretable Classification
T Wang, C Rudin, F Velez-Doshi, Y Liu… - 2016 IEEE 16th …, 2016 - iro.uiowa.edu
A Rule Set model consists of a small number of short rules for interpretable classification,
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …
where an instance is classified as positive if it satisfies at least one of the rules. The rule set …