A Live, Multiple-Representation Probabilistic Programming Environment for Novices

Maria I. Gorinova, Advait Sarkar, A. Blackwell, Don Syme
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引用次数: 15

Abstract

We present a live, multiple-representation novice environment for probabilistic programming based on the Infer.NET language. When compared to a text-only editor in a controlled experiment on 16 participants, our system showed a significant reduction in keystrokes during introductory probabilistic programming exercises, and subsequently, a significant improvement in program description and debugging tasks as measured by task time, keystrokes and deletions.
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面向新手的实时多表示概率编程环境
我们提出了一个基于Infer的概率规划的实时、多表示新手环境。网络语言。在对16名参与者进行的对照实验中,与纯文本编辑器相比,我们的系统在介绍性概率编程练习中显着减少了击键次数,随后,通过任务时间、击键和删除来衡量,程序描述和调试任务有了显着改善。
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