Text Data Pre-Processing for Time-series Modelling

被引:0
|
作者
Pomenkova, Jitka [1 ]
Korab, Petr [2 ]
Strba, David [3 ]
机构
[1] Brno Univ Technol, Dept Radio Elect, Brno, Czech Republic
[2] Zeppelin Univ, Lentiamo, Czech Republic
[3] Lentiamo, Prague, Czech Republic
来源
2023 33RD INTERNATIONAL CONFERENCE RADIOELEKTRONIKA, RADIOELEKTRONIKA | 2023年
关键词
text mining; natural language processing; time-series modeling; data pre-processing; PRICES;
D O I
10.1109/RADIOELEKTRONIKA57919.2023.10109034
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The paper proposes an algorithm of text data representation for time-series econometric modeling. We link two areas in empirical econometrics, text mining and time-series modeling, and provide a multi-step methodology for processing qualitative text data for quantitative time-series models. We also present an empirical example of text data processing of research article meta-data in economics and show its applicability to sentiment analysis using annual data from 1933 - 2015
引用
收藏
页数:6
相关论文
共 50 条
  • [21] The Role of Text Pre-processing in Sentiment Analysis
    Haddi, Emma
    Liu, Xiaohui
    Shi, Yong
    FIRST INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND QUANTITATIVE MANAGEMENT, 2013, 17 : 26 - 32
  • [22] Streamlining Text Pre-Processing and Metrics Extraction
    Alvarez-Garcia, Elena
    Garcia-Costa, Daniel
    Grimaldo, Francisco
    ARTIFICIAL INTELLIGENCE RESEARCH AND DEVELOPMENT, 2022, 356 : 55 - 58
  • [23] Design and evaluation of text pre-processor: A tool for text pre-processing
    Rauth, Amit Prasad
    Pal, Anjan
    Advances in Modelling and Analysis A, 2017, 54 (02): : 169 - 184
  • [24] Overview and Application of Text Data Pre-Processing Techniques for Text Mining on Health News Tweets
    Chaudhary, Gauri
    Kshirsagar, Manali
    HELIX, 2018, 8 (05): : 3764 - 3768
  • [25] Learning Optimal Time Series Combination and Pre-Processing by Smart Joins
    Gil, Amaia
    Quartulli, Marco
    Olaizola, Igor G.
    Sierra, Basilio
    APPLIED SCIENCES-BASEL, 2020, 10 (18):
  • [26] Distribution and time-series modelling of ordinal circular data
    Jha, J.
    Biswas, A.
    ENVIRONMETRICS, 2018, 29 (02)
  • [27] METHODS OF PRE-PROCESSING TEXT DATA IN THE TASK OF ANALYZING THE EMOTIONAL STATE OF USERS
    Savenkov, Pavel Anatolyevich
    Voloshko, Anna Gennadievna
    Ivutin, Alexey Nikolaevich
    PROCEEDINGS OF THE TULA STATES UNIVERSITY-SCIENCES OF EARTH, 2024, 2
  • [28] MetaPro: A computational metaphor processing model for text pre-processing
    Mao, Rui
    Li, Xiao
    Ge, Mengshi
    Cambria, Erik
    INFORMATION FUSION, 2022, 86-87 : 30 - 43
  • [29] Air quality data pre-processing: A novel algorithm to impute missing values in univariate time series
    Wijesekara, Lakmini
    Liyanage, Liwan
    2021 IEEE 33RD INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE (ICTAI 2021), 2021, : 996 - 1001
  • [30] On Pre-processing Algorithms for Data Stream
    Duda, Piotr
    Jaworski, Maciej
    Pietruczuk, Lena
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT II, 2012, 7268 : 56 - 63