The false nearest neighbors paper that I have been working on during Christmas break has been accepted for presentation and publication at IDETC 2014. The reviews were surprisingly positive and encouraging given that I thought this topic was not that hot. You can view the paper here: DETC2014-34746. Use the following code to get the results shown in paper:

false_neighbors_kd

plot_false_neighbors