According to Google, the number and type of datasets included in the search engine will continue to grow as more dataset providers adopt the company's metadata guidelines.
The approaches are classified based on the various aspects of optimization, various possible problem formulations, and types of datasets modeled.
This inverse-power-law learning behaviour appears to be universal and is observed for many classifiers and types of datasets and it could be a possible way also in our proof-of-concept study to predict the performance of the classifier when trained with additional samples (will the accuracy of the SMO improve significantly? Is the effort to collect additional samples worthwhile?).
Several previously published algorithms predict the function of a gene from its sequence, protein interaction networks, gene expression data and phylogenetic data [ 16- 19] (see [ 11] for an extensive survey on different protein function methods and types of datasets).
Considering that datasets from different species and types of datasets may have different effects on the performance of imputation algorithms, we chose thirteen different datasets from two species (Saccharomyces cerevisiae and Homo sapiens), which could be categorized into three different types (time series, non-time series and mixed type), for our analyses.
It is more important that, compared with text classification algorithms, performance of the DCF-DLPE algorithm is independent of the size and type of the dataset.
Consequently, we now have a unique dataset, in which both gene expressions and genotypes are measured at once for each individual, and this type of dataset, which we use in this article, is increasing in these few years, which makes our approach very promising (Dixon et al., 2007; Myers et al., 2007; Schadt et al., 2008).
The third and final type of dataset, called the "station demo set," was used for a practical demonstration at the station site.
Currently, the number and type of publicly-accessible datasets related to health services research are too abundant to take stock of.
The differences in experimental setups (cell lines or tumours, duplicates printed on the same slide or different slides, and various sizes) give more reliable evaluation of the method, and might help identify the type of dataset for which the method is most useful.
