From Big Data to Information: Statistical Issues Through a Case Study

被引:0
作者
Signorelli, Serena [1 ]
Biffignandi, Silvia [1 ]
机构
[1] Univ Bergamo, Via Caniana 2, I-24127 Bergamo, Italy
来源
CLASSIFICATION, (BIG) DATA ANALYSIS AND STATISTICAL LEARNING | 2018年
关键词
Big Data; Quality; Representativeness; Communication; Mobility;
D O I
10.1007/978-3-319-55708-3_1
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
The present paper gives a short overview of the use of Big Data for statistical purposes. The introduction of different classifications of Big Data highlights the problems that arise when trying to use them in a statistical way. After that, a small-scale case study is presented by critically highlighting problems and solutions arising out of the transition from Big Data to information; it combines Census data from the Italian NSI with a telecommunication provider dataset.
引用
收藏
页码:3 / 11
页数:9
相关论文
共 9 条
[1]  
Biemer P. P., 2014, DROPPING S TSE APPL
[2]   Total Survey Error: Design, Implementation, and Evaluation [J].
Biemer, Paul P. .
PUBLIC OPINION QUARTERLY, 2010, 74 (05) :817-848
[3]  
Elliott M.R., 2009, SURVEY PRACTICE, V2, P1, DOI DOI 10.29115/SP-2009-0025
[4]   Challenges of Big Data analysis [J].
Fan, Jianqing ;
Han, Fang ;
Liu, Han .
NATIONAL SCIENCE REVIEW, 2014, 1 (02) :293-314
[5]   BIG DATA IN SURVEY RESEARCH [J].
Japec, Lilli ;
Kreuter, Frauke ;
Berg, Marcus ;
Biemer, Paul ;
Decker, Paul ;
Lampe, Cliff ;
Lane, Julia ;
O'Neil, Cathy ;
Usher, Abe .
PUBLIC OPINION QUARTERLY, 2015, 79 (04) :839-880
[6]  
Kitchin Rob, 2015, Statistical Journal of the IAOS, V31, P471, DOI 10.3233/SJI-150906
[7]  
Laney D., 2001, 6 META GROUP, V6
[8]  
OECD, 2012, QUAL FRAM GUID OECD
[9]  
Saha B, 2014, PROC INT CONF DATA, P1294, DOI 10.1109/ICDE.2014.6816764