Research Area:  Digital Forensics

Abstract:

This paper targets two main goals. First, we want to provide an overview of available datasets that can be used by researchers and where to find them. Second, we want to stress the importance of sharing datasets to allow researchers to replicate results and improve the state of the art. To answer the first goal, we analyzed 715 peer-reviewed research articles from 2010 to 2015 with focus and relevance to digital forensics to see what datasets are available and focused on three major aspects: (1) the origin of the dataset (e.g., real world vs. synthetic), (2) if datasets were released by researchers and (3) the types of datasets that exist. Additionally, we broadened our results to include the outcome of online search results. We also discuss what we think is missing. Overall, our results show that the majority of datasets are experiment generated (56.4%) followed by real world data (36.7%). On the other hand, 54.4% of the articles use existing datasets while the rest created their own. In the latter case, only 3.8% actually released their datasets. Finally, we conclude that there are many datasets for use out there but finding them can be challenging.

Keywords:  

Author(s) Name:  Cinthya Grajeda, Frank Breitinger, Ibrahim Baggili

Publisher name:  ELSEVIER

DOI:  10.1016/j.diin.2017.06.004

Volume Information:  Volume 22, Supplement, August 2017, Pages S94-S105

Paper Link:   https://www.sciencedirect.com/science/article/pii/S1742287617301913