Provenance Management: Challenges and Opportunities
نویسنده
چکیده
Computing has been an enormous accelerator to science and industry alike and it has led to an information explosion in many different fields. The unprecedented volume of data acquired from sensors, derived by simulations and data analysis processes, accumulated in warehouses, and often shared on the Web, has given rise to a new field of research: provenance management. Provenance (also referred to as audit trail, lineage, and pedigree) captures information about the steps used to generate a given data product. Such information provides important documentation that is key to preserve data, to determine the data's quality and authorship, to understand, reproduce, as well as validate results. Provenance solutions are needed in many different domains and applications, from environmental science and physics simulations, to business processes and data integration in warehouses. In this talk, we survey recent research results and outline challenges involved in building provenance management systems. We also discuss emerging applications that are enabled by provenance and outline open problems and new directions for database-related research.
منابع مشابه
The lifecycle of provenance metadata and its associated challenges and opportunities
This chapter outlines some of the challenges and opportunities associated with adopting provenance principles [CFLV12] and standards [MGC15] in a variety of disciplines, including data publication and reuse, and information sciences.
متن کاملRecent Advances in Computer Architecture: The Opportunities and Challenges for Provenance
In recent years several hardware and systems fields have made advances in technology that open new opportunities and challenges for provenance systems. In this paper we look at such technologies and discuss the implications they have for provenance. First, we discuss processor and memory controller technologies that enable fine-grained lineage capture, resulting in more precise and accurate pro...
متن کاملProposing a model for entrepreneurship opportunities and challenges in online social networks in Iran
Human life has been affected by new communications in recent years. The development of cyberspace has led to businesses embracing social networks. The appearance of the cyberspace and features offered by information technology (IT) has provided hope, wishes, opportunities, and challenges for business owners. Organizations create opportunities for improving productivity, market share and value, ...
متن کاملChallenges in Managing Implicit and Abstract Provenance Data: Experiences with ProvManager
Running scientific workflows in distributed and heterogeneous environments has been motivating the definition of provenance gathering approaches that are loosely coupled to workflow management systems. We have developed a provenance management system named ProvManager to manage provenance data in distributed and heterogeneous environments independent of a specific Scientific Workflow Management...
متن کاملA Systematic Review Opportunities and Challenges of Tele-cardiology in Health Care Systems
Aim: Telecardiology provides a useful diagnostic tool for accurate and rapid diagnosis of patients with cardiac disorders to specialist and general practitioners. In this study, a systematic review was conducted to identify effective components and approaches in Telecardiology, such as the opportunities and challenges of applying this system in different domains. Information sources or data: T...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2007