Data Centred Intelligent Geosciences: Research Agenda and Opportunities, Position Paper
This is an incremental position paper proposing a research agenda for improving data curation in geosciences.
The paper outlines a vision for establishing best practices and novel approaches to curate data-centric knowledge in geosciences, addressing open methodological questions in model building, assessment, prediction, and forecasting workflows.
This paper describes and discusses our vision to develop and reason about best practices and novel ways of curating data-centric geosciences knowledge (data, experiments, models, methods, conclusions, and interpretations). This knowledge is produced from applying statistical modelling, Machine Learning, and modern data analytics methods on geo-data collections. The problems address open methodological questions in model building, models' assessment, prediction, and forecasting workflows.