Results 31 to 40 of about 2,570,670 (174)

A weighted interpretation for the super Catalan numbers [PDF]

open access: yesarXiv, 2014
The super Catalan numbers $T(m,n)=(2m)!(2n)!/2m!n!(m+n)!$ are integers which generalize the Catalan numbers. With the exception of a few values of $m$, no combinatorial interpretation in known for $T(m,n)$. We give a weighted interpretation for $T(m,n)$ and develop a technique that converts this weighted interpretation into a conventional combinatorial
arxiv  

Towards a Research Community in Interpretable Reinforcement Learning: the InterpPol Workshop [PDF]

open access: yesarXiv
Embracing the pursuit of intrinsically explainable reinforcement learning raises crucial questions: what distinguishes explainability from interpretability? Should explainable and interpretable agents be developed outside of domains where transparency is imperative? What advantages do interpretable policies offer over neural networks?
arxiv  

Machine Learning Model Interpretability for Precision Medicine [PDF]

open access: yesarXiv, 2016
Interpretability of machine learning models is critical for data-driven precision medicine efforts. However, highly predictive models are generally complex and are difficult to interpret. Here using Model-Agnostic Explanations algorithm, we show that complex models such as random forest can be made interpretable. Using MIMIC-II dataset, we successfully
arxiv  

Transferrable Plausibility Model - A Probabilistic Interpretation of Mathematical Theory of Evidence [PDF]

open access: yesarXiv, 2017
This paper suggests a new interpretation of the Dempster-Shafer theory in terms of probabilistic interpretation of plausibility. A new rule of combination of independent evidence is shown and its preservation of interpretation is demonstrated.
arxiv  

Interpreting the Customary Rules on Interpretation [PDF]

open access: yesInternational Community Law Review, 2016
International courts have at times interpreted the customary rules on interpretation. This is interesting because what is being interpreted is: i) rules of interpretation, which sounds dangerously tautological, and ii) customary law, the interpretation of which has not been the object of critical analysis.
openaire   +4 more sources

Speculative Staging for Interpreter Optimization [PDF]

open access: yesarXiv, 2013
Interpreters have a bad reputation for having lower performance than just-in-time compilers. We present a new way of building high performance interpreters that is particularly effective for executing dynamically typed programming languages. The key idea is to combine speculative staging of optimized interpreter instructions with a novel technique of ...
arxiv  

The Mythos of Model Interpretability [PDF]

open access: yesarXiv, 2016
Supervised machine learning models boast remarkable predictive capabilities. But can you trust your model? Will it work in deployment? What else can it tell you about the world? We want models to be not only good, but interpretable. And yet the task of interpretation appears underspecified.
arxiv  

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