Big Data and Visualization: Methods, Challenges and Technology Progress
نویسندگان
چکیده
Big Data analytics plays a key role through reducing the data size and complexity in Big Data applications. Visualization is an important approach to helping Big Data get a complete view of data and discover data values. Big Data analytics and visualization should be integrated seamlessly so that they work best in Big Data applications. Conventional data visualization methods as well as the extension of some conventional methods to Big Data applications are introduced in this paper. The challenges of Big Data visualization are discussed. New methods, applications, and technology progress of Big Data visualization are presented.
منابع مشابه
Big Data and IT Network Data Visualization
Visualization with graphs is popular in the data analysis of Information Technology (IT) networks or computer networks. An IT network is often modelled as a graph with hosts being nodes and traffic being flows on many edges. General visualization methods are introduced in this paper. Applications and technology progress of visualization in IT network analysis and big data in IT network visualiz...
متن کاملBig Data Driven Supply Chain Management and Business Administration
Corresponding Author: Lidong Wang Department of Engineering Technology, Mississippi Valley State University, USA Email: [email protected] Abstract: Big Data helps improve visibility throughout the supply chain, provides an integrated view of operational performance and customer interaction and gives businesses real-time insights that help make critical decisions. Big Data also has a p...
متن کاملDimensionality reduction for financial data visualization
Various data mining methods are used for examining large financial data sets to uncover hidden and useful information. Ability to access big data sources raises new challenges related with capabilities to handle such enormous amounts of data. This research focuses on big financial data visualization that is based on dimensionality reduction methods. We use data set that contains financial ratio...
متن کاملBig Data in Medical Applications and Health Care
Corresponding Author: Lidong Wang Department of Engineering Technology, Mississippi Valley State University, USA Email: [email protected] Abstract: Big Data can unify all patient related data to get a 360-degree view of the patient to analyze and predict outcomes. It can improve clinical practices, new drug development and health care financing process. It offers a lot of benefits suc...
متن کاملCharacterizing Big Data Management
Big data management is a reality for an increasing number of organizations in many areas and represents a set of challenges involving big data modeling, storage and retrieval, analysis and visualization. However, technological resources, people and processes are crucial to facilitate the management of big data in any kind of organization, allowing information and knowledge from a large volume o...
متن کامل