An empirical text categorizing computational model based on stylistic aspects

被引:5
|
作者
Michos, SE
Stamatatos, E
Fakotakis, N
Kokkinakis, G
机构
关键词
D O I
10.1109/TAI.1996.560403
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The presented work is strongly motivated by the need of categorizing unrestricted texts in terms of functional style (FS) in order to attain a satisfying outcome in style processing. Towards this aim, it is given a three-level description of FS that comprises: (a) the basic categories of FS, (b) the main features that characterize each one of the above categories, and (c) the linguistic identifiers that act as style markers in texts for the identification of the above features. Special emphasis is put on the problems that faced the computational implementation of the aforementioned findings as well as the selection of the most appropriate stylometrics (i.e., stylistic scores) to achieve better results on text categorization. This approach is language independent, empirically-driven, and can be used in various applications including grammar and style checking, natural language generation, style verification in real-world texts, and recognition of style shift between adjacent portions of text.
引用
收藏
页码:71 / 77
页数:7
相关论文
共 50 条
  • [31] The Model Fidelity Hierarchy: From Text to Conceptual, Computational, and Executable Model
    Levi-Soskin, Natali
    Jbara, Ahmad
    Dori, Dov
    IEEE SYSTEMS JOURNAL, 2021, 15 (01): : 1287 - 1298
  • [34] A Credit Evaluation Model For Small Micro-enterprises Based On Text Mining And Empirical Study
    Wang, Cong
    Yang, Deli
    FIFTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2014, : 398 - 402
  • [35] Comprehension of Simple Quantifiers: Empirical Evaluation of a Computational Model
    Szymanik, Jakub
    Zajenkowski, Marcin
    COGNITIVE SCIENCE, 2010, 34 (03) : 521 - 532
  • [36] Nutritional and Lifestyle Features in a Mediterranean Cohort: An Epidemiological Instrument for Categorizing Metabotypes Based on a Computational Algorithm
    Garcia-Perea, Aquilino
    Fernandez-Cruz, Edwin
    de la O-pascual, Victor
    Gonzalez-Zorzano, Eduardo
    Moreno-Aliaga, Maria J.
    Tur, Josep A.
    Martinez, J. Alfredo
    MEDICINA-LITHUANIA, 2024, 60 (04):
  • [37] A Study on Chinese Quantitative Stylistic Features and Relation Among Different Styles Based on Text Clustering
    Hou, Renkui
    Yang, Jiang
    Jiang, Minghu
    JOURNAL OF QUANTITATIVE LINGUISTICS, 2014, 21 (03) : 246 - 280
  • [38] Computational reputation model based on selecting consensus choices: An empirical study on semantic wiki platform
    Jung, Jason J.
    EXPERT SYSTEMS WITH APPLICATIONS, 2012, 39 (10) : 9002 - 9007
  • [39] A Computational Model to Predict Aesthetic Quality of Text Elements of GUI
    Maity, Ranjan
    Madrosiya, Akshay
    Bhattacharya, Samit
    PROCEEDING OF THE SEVENTH INTERNATIONAL CONFERENCE ON INTELLIGENT HUMAN COMPUTER INTERACTION (IHCI 2015), 2016, 84 : 152 - 159
  • [40] Computational aspects of the coarsening at random model and the Shapley value
    Li, Baokun
    Wang, Tonghui
    INFORMATION SCIENCES, 2007, 177 (16) : 3260 - 3270