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Data Visualization and Statistical Graphics in Big Data Analysis

delete2016-06-01
delete16
PRE
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D
Dianne Cook *
E
Eun Kyung Lee
M
Mahbubul Majumder
DOI:10.1146/annurev-statistics-041715-033420delete
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摘要

摘要

En 中文
This article discusses the role of data visualization in the process of analyzing big data. We describe the historical origins of statistical graphics, from the birth of exploratory data analysis to the impacts of statistical graphics on practice today. We present examples of contemporary data visualizations in the process of exploring airline traffic, global standardized test scores, election monitoring, Wikipedia edits, the housing crisis as observed in San Francisco, and the mining of credit card databases. We provide a review of recent literature. Good data visualization yields better models and predictions and allows for the discovery of the unexpected.
Keyword:
exploratory data analysis
information visualization
visual analytics
high-dimensional data
interactive graphics
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期刊

Annual Review of Statistics and Its Application 封面图
Annual Review of Statistics and Its Application
IF:
8.7
论文数:
211
被引数:
2.4K

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M
Monash University
学者数:
5.4W
论文数: 5.4W
被引数: 79
E
Ewha Womans University
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1.2W
论文数: 1.1W
被引数: 1.2W
University of Nebraska System 封面图
University of Nebraska System
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2.7W
论文数: 2.3W
被引数: 58
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