Exploratory Chronotopic Data Analysis

被引:6
|
作者
Adams, Benjamin [1 ]
Gahegan, Mark [1 ]
机构
[1] Univ Auckland, Ctr eRes, Auckland, New Zealand
关键词
Place; Time; Chronology; Historical geographic information science; Big data; Volunteered geographic information; SPACE; TIME; ISSUES;
D O I
10.1007/978-3-319-45738-3_16
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The intrinsic connection between place, space, and time in narrative texts is the subject of chronotopic literary analysis. We take the notion of the chronotope and apply it to exploratory analysis of unstructured big data. Exploratory chronotopic data analysis provides a data-driven perspective on how place, space, and time are connected in large, crowdsourced text collections. In this study, we processed the English Wikipedia text to find all co-occurrences of named places and dates and discovered that times are linked to places in a large majority of cases. We analyzed these millions of connections between places and dates and discovered a number of interesting trends. Because of the scale of the data involved, we suggest that chronotopic data analysis will lead to the development of new data models and methods for geographic information science and related fields, such as digital humanities.
引用
收藏
页码:243 / 258
页数:16
相关论文
共 50 条
  • [21] Exploratory data analysis in functional neuroimaging
    Somorjai, RL
    ARTIFICIAL INTELLIGENCE IN MEDICINE, 2002, 25 (01) : 1 - 3
  • [22] Exploratory data analysis with MATLAB.
    Davis-Stober, Clintin
    Broomell, Stephen
    Lorenz, Florian
    PSYCHOMETRIKA, 2007, 72 (01) : 107 - 108
  • [23] Exploratory analysis of textual data streams
    Castano, Silvana
    Ferrara, Alfio
    Montanelli, Stefano
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2017, 68 : 391 - 406
  • [24] Exploratory data analysis with interactive evolution
    Malinchik, S
    Bonabeau, E
    GENETIC AND EVOLUTIONARY COMPUTATION GECCO 2004 , PT 2, PROCEEDINGS, 2004, 3103 : 1151 - 1161
  • [25] Exploratory Analysis of Visual Search Data
    Stracuzzi, David J.
    Speed, Ann
    Silva, Austin
    Haass, Michael
    Trumbo, Derek
    FOUNDATIONS OF AUGMENTED COGNITION, AC 2015, 2015, 9183 : 537 - 547
  • [26] MAExplorer – microarray exploratory data analysis
    Peter Lemkin
    Greggory Thornwall
    Ulli Wagner
    Lothar Henninghausen
    Nature Genetics, 1999, 23 (Suppl 3) : 57 - 57
  • [27] Exploratory Data Analysis for GMTI Radar
    Daestner, Kaeye
    Roseneckh-Koehler, Bastian von Hassler Zu
    Schmid, Elke
    Opitz, Felix
    2017 18TH INTERNATIONAL RADAR SYMPOSIUM (IRS), 2017,
  • [28] EXPLORATORY ANALYSIS OF MARKETING DATA - REPLY
    ARMSTRON.JS
    JOURNAL OF MARKETING RESEARCH, 1971, 8 (04) : 511 - 513
  • [29] Exploratory data analysis with MATLAB.
    Clintin Davis-Stober
    Stephen Broomell
    Florian Lorenz
    Psychometrika, 2007, 72 : 107 - 108
  • [30] Exploratory analysis of hyperspectral imaging data
    Olarini, Alessandra
    Cocchi, Marina
    Motto-Ros, Vincent
    Duponchel, Ludovic
    Ruckebusch, Cyril
    CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2024, 252