We have also discussed about the basic issues related to time series modeling, such as stationarity, parsimony, overfitting, etc. Our discussion about different time series models is supported by giving the experimental forecast results, performed on six real time series datasets. While fitting a ...
To evaluate forecast accuracy as well as to compare among different models fitted to a time series, we have used the five performance measures, viz. MSE, MAD, RMSE, MAPE and Theil's U-statistics. For each of the six datasets, we have shown the obtained forecast diagram which graphically ...
While there isn’t a plethora of available datasets, there are several suitable for different tasks, such as the CelebFaces Attributes Dataset (CelebA, a face attributes dataset with more than 200K celebrity images); the Indoor Scene Recognition dataset (15,620 images of indoor scenes); and the...
Second, introductory courses may vary substantially in the extent to which they depend upon different academic resources. Most obvious is the relative use of verbal versus mathematical skills, with some disciplines depending more on verbal skills and others depending more on mathematical skills. For ex...
It aims to teach the basics of using R as a fast, user-friendly and extremely powerful command-line Geographic Information System (GIS). By the end of the tutorial you should have the confidence and skills needed to convert a diverse range of geographical and non-geographical datasets into ...
At the time of submitting this paper, 12 mini-games are available that have been studied by 80 students (complete datasets). Preliminary results show a positive treatment effect of gameplay on professional awareness, as indicated by a 12% knowledge increase about work practice. Students evaluate ...
bradforddata.txt Add datasets Feb 27, 2016 citation.bib updates to tutorial Nov 21, 2014 intro-spatial-rl.pdf Update pdf with latest version May 18, 2017 movie.txt Add datasets Feb 27, 2016 myscript.R Use = consistently May 27, 2016 r-spatial-ref-card.pdf added all updates following No...
Now you know some R, it's time to turn your attention towards spatial data with R. To that end, this tutorial is organised as follows: Introduction: provides a guide to R's syntax and preparing for the tutorial Spatial data in R: describes basic spatial functions in R Creating and manip...
Experiments based on EEG signals from motor-imagery datasets, in a context of differentiation between binary (left and right-hand) movements, result in an overall classification improvement. The analyzed time-delay data-augmentation method improves the motor-imagery BCI classification accuracy with a ...
Experiments based on EEG signals from motor-imagery datasets, in a context of differentiation between binary (left and right-hand) movements, result in an overall classification improvement. The analyzed time-delay data-augmentation method improves the motor-imagery BCI classification accuracy with a ...