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2 Journal of Applied Computer Science Methods

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ChR: Dynamic Functional Constraints Checking in R

Grzanek K.

Journal of Applied Computer Science Methods

2017

Vol. 9 No. 1

65--78

Dynamic typing of R programming language may issue some quality problems in large scale data-science and machine-learning projects for which the language is used. Following our efforts on providing gradual typing library for Clojure we come with a package chR - a library that offers functionality of run-time type-related checks in R. The solution is not only a dynamic type checker, it also helps to systematize thinking about types in the language, at the same time offering high expressivenes and full adherence to functional programming style.

Low-Cost Dynamic Constraint Checking for the JVM

Grzanek K.

Journal of Applied Computer Science Methods

2016

Vol. 8 No. 2

115--136

Using formal methods for software verification slowly becomes a standard in the industry. Overall it is a good idea to integrate as many checks as possible with the programming language. This is a major cause of the apparent success of strong typing in software, either performed on the compile time or dynamically, on runtime. Unfortunately, only some of the properties of software may be expressed in the type system of event the most sophisticated programming languages. Many of them must be performed dynamically. This paper presents a flexible library for the dynamically typed, functional programming language running in the JVM environment. This library offers its users a close to zero run-time overhead and strong mathematical background in category theory.