From 56fdba00d25ac6a73ec9d5712bbb981ab1a53171 Mon Sep 17 00:00:00 2001 From: Pietro Franceschi Date: Thu, 26 Oct 2017 11:20:58 +0200 Subject: [PATCH] Update README.rst --- README.rst | 6 +++++- 1 file changed, 5 insertions(+), 1 deletion(-) diff --git a/README.rst b/README.rst index b3180ac..f1a7e8a 100644 --- a/README.rst +++ b/README.rst @@ -124,7 +124,7 @@ Run ``mictools SUBCOMMAND --help`` for the documentation of each specific step. Tutorial -------- We analyze the "Datasaurus" synthetic dataset generated following the approach discussed at https://www.autodeskresearch.com/publications/samestats -(DOI: 10.1145/3025453.3025912). The dataset contains 26 variables linked by 13 relationships +([Matejka2017]_). The dataset contains 26 variables linked by 13 relationships which have the same summary statistics (e.g. the Pearson's correlation), but are very different in appearance. The dataset was modified in order to destroy secondary associations. In this example we test the entire set of possible @@ -260,3 +260,7 @@ None x_shape_x x_shape_y 4.723013e-04 -0.065583 -0.020535 0.566703 Pardis C. Sabeti and Michael Mitzenmacher. Measuring Dependence Powerfully and Equitably. Journal of Machine Learning Research, 2016. +.. [Matejka2017] J. Matejka and G. Fitzmaurice. Same Stats, Different Graphs: + Generating Datasets with Varied Appearance and + Identical Statistics through Simulated Annealing. + ACM SIGCHI Conference on Human Factors in Computing Systems, 2017.