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This paper reviews some programming techniques in R that have proved useful, particularly for substantial projects. These include several versions of object-oriented programming, used in a large number of R packages. The review tries to clarify the origins and ideas behind the various versions, each of which is valuable in the appropriate context. R has also been strongly influenced by the ideas of functional programming and, in particular, by the desire to combine functional with object oriented programming. To clarify how this particular mix of ideas has turned out in the current R language and supporting software, the paper will first review the basic ideas behind object-oriented and functional programming, and then examine the evolution of R with these ideas providing context. Functional programming supports well-defined, defensible software giving reproducible results. Object-oriented programming is the mechanism par excellence for managing complexity while keeping things simple for the user. The two paradigms have been valuable in supporting major software for fitting models to data and numerous other statistical applications. The paradigms have been adopted, and adapted, distinctively in R. Functional programming motivates much of R but R does not enforce the paradigm. Object-oriented programming from a functional perspective differs from that used in non-functional languages, a distinction that needs to be emphasized to avoid confusion. R initially replicated the S language from Bell Labs, which in turn was strongly influenced by earlier program libraries. At each stage, new ideas have been added, but the previous software continues to show its influence in the design as well. Outlining the evolution will further clarify why we currently have this somewhat unusual combination of ideas.

The idea, so common in the ancient writers, is not all a poetic conceit, that the soul of a man is only a fragment of a larger whole, and goes out in search of other souls in which it will find its true completion. We walk among worlds unrealized, until we have learned the secret of love. We know this, and in our sincerest moments admit this, even though we are seeking to fill up our lives with other ambitions and other hopes. In spite of the vulgar materialism of our day, we do feel that the spiritual side of life is the most important, and brings the only true joy. And friendship in its essence is spiritual. It is the free, spontaneous outflow of the heart, and is a gift from the great Giver. (Hugh Black)

2You Can't Win

By Jack Black

'You Can't Win' is an autobiography that was serialized in the San Francisco Call and Post (1925). It became so popular that it was published as a book in 1926. The author recounts his experience as an itinerant, professional thief in the Western US and Canada from the late 1880s until around 1910. Mr. Black reformed his life over time, beginning with his incarceration in a Canadian prison, which afforded him, among other things, access to an excellent library. In later years, he often lectured on the subjects of criminology and prison reform. He disappeared in 1932 and was presumed dead by suicide. (Summary by Brian Fullen)