ShortScience.org - Reproducing Intuition
نویسندگان
چکیده
shortscience.org is a platform for post-publication discussion aiming to improving accessibility and reproducibility. Anyone can write summaries for research papers on the site. Interested readers can read these summaries to get multiple perspectives on the given paper, in addition to the author’s, thus gaining better understanding. Many regular contributors are expert machine learning researchers, whose descriptions make papers, and therefore the field of research, more accessible for all. Here we present statistics from the last year of operation and results from a user survey. We conclude that the site is having a reasonable impact on machine learning. We find that users are typically enrolled in Masters or PhD program and are younger than 30. The project will continue efforts to increase community involvement.
منابع مشابه
Quantifying Reproducibility in Computational Biology: The Case of the Tuberculosis Drugome
How easy is it to reproduce the results found in a typical computational biology paper? Either through experience or intuition the reader will already know that the answer is with difficulty or not at all. In this paper we attempt to quantify this difficulty by reproducing a previously published paper for different classes of users (ranging from users with little expertise to domain experts) an...
متن کاملA New Approach for Solving Volterra Integral Equations Using The Reproducing Kernel Method
This paper is concerned with a technique for solving Volterra integral equations in the reproducing kernel Hilbert space. In contrast with the conventional reproducing kernel method, the Gram-Schmidt process is omitted here and satisfactory results are obtained.The analytical solution is represented in the form of series.An iterative method is given to obtain the approximate solution.The conver...
متن کاملA new reproducing kernel method for solving Volterra integro-dierential equations
This paper is concerned with a technique for solving Volterra integro-dierential equationsin the reproducing kernel Hilbert space. In contrast with the conventional reproducing kernelmethod, the Gram-Schmidt process is omitted here and satisfactory results are obtained.The analytical solution is represented in the form of series. An iterative method is given toobtain the...
متن کاملReligious Experience and Mystical Intuition Structurally Compared
This article has no abstract.
متن کاملSolving integral equations of the third kind in the reproducing kernel space
A reproducing kernel Hilbert space restricts the space of functions to smooth functions and has structure for function approximation and some aspects in learning theory. In this paper, the solution of an integral equation of the third kind is constructed analytically using a new method. The analytical solution is represented in the form of series in the reproducing kernel space. Some numerical ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/1707.06684 شماره
صفحات -
تاریخ انتشار 2017