0000000001113774
AUTHOR
Oya Deniz Beyan
Six Recommendations for Implementation of FAIR Practice
This report analyses the state of FAIR practices within diverse research communities and FAIR-related policies in different countries and offers six practical recommendations on how FAIR can be turned into practice. These recommendations are aimed primarily at decision making entities of the European Open Science Cloud (EOSC), as well as research funders: 1. Fund awareness-raising, training, education and community-specific support. 2. Fund development, adoption and maintenance of community standards, tools and infrastructure. 3. Incentivise development of community governance. 4. Translate FAIR guidelines for other digital objects. 5. Reward and recognise improvements of FAIR practice. 6. …
Mining Maximal Frequent Patterns in Transactional Databases and Dynamic Data Streams: A Spark-based Approach
Mining maximal frequent patterns (MFPs) in transactional databases (TDBs) and dynamic data streams (DDSs) is substantially important for business intelligence. MFPs, as the smallest set of patterns, help to reveal customers’ purchase rules and market basket analysis (MBA). Although, numerous studies have been carried out in this area, most of them extend the main-memory based Apriori or FP-growth algorithms. Therefore, these approaches are not only unscalable but also lack parallelism. Consequently, ever increasing big data sources requirements cannot be met. In addition, mining performance in some existing approaches degrade drastically due to the presence of null transactions. We, therefo…