In order to evaluate our approach for generic HAR, we choose datasets containing heterogeneous actions [43] involving the whole body.
This result clearly shows that considering the distance-based features can provide some level of performance improvements over the chosen datasets except the high-dimensional ones.
Due to the weaker contrast of texture in the Asian iris as opposed to the European iris, all experimental subjects from the three chosen datasets are Chinese people to control comparability [52, 53].
Securing two major datasets of the UK National Travel Survey (NTS) and Tyne and Wear household travel survey, as well as the level of detail that the chosen datasets offer, made it possible to ascertain the complexity of commuter travel at its fundamental level.
Then, the experiments using naïve Bayes, k-NN, and SVM classifiers over ten various domain datasets show that concatenating the original features with the distance-based features can provide some level of classification improvements over the chosen datasets except high-dimensional image related datasets.
All of the chosen datasets reported genes differentially expressed compared to a normal reference except for Tothill et al. [16].
We chose datasets with at least 29 experiments in order to have multiple measurements in each dataset.
As expected (see also Patterson et al. 2006), each of the chosen datasets depicted in Figure 2 (after having applied PSIKO to them) corresponds to a 2-simplex with the dots inside the simplex representing the dataset's accessions.
Features in this version will include an extensive search interface allowing users to choose datasets and/or files for download/export by dataset type, file format, sample, species, DOI, external accession etc.
Hit lists generated by the user can be summarized to show the distribution of hits across plates and wells, again in order to provide the user with some indication of the quality of their chosen datasets.
