An investigation of music analysis by the application of grammar-based compressors

被引:1
|
作者
Humphreys, David [1 ]
Sidorov, Kirill [1 ]
Jones, Andrew [1 ]
Marshall, David [1 ]
机构
[1] Cardiff Univ, Sch Comp Sci & Informat, Cardiff, Wales
关键词
Grammar-based compression; music analysis; classification; MELODIC SEGMENTATION; REPEATED PATTERNS; SEQUENCES; CLASSIFICATION; PERFORMANCE; SIMILARITY; ALGORITHMS;
D O I
10.1080/09298215.2021.1978505
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Many studies have presented computational models of musical structure, as an important aspect of musicological analysis. However, the use of grammar-based compressors to automatically recover such information is a relatively new and promising technique. We investigate their performance extensively using a collection of nearly 8000 scores, on tasks including error detection, classification, and segmentation, and compare this with a range of more traditional compressors. Further, we detail a novel method for locating transcription errors based on grammar compression. Despite its lack of domain knowledge, we conclude that grammar-based compression offers competitive performance when solving a variety of musicological tasks.
引用
收藏
页码:312 / 341
页数:30
相关论文
共 50 条
  • [1] Entropy Bounds for Grammar-Based Tree Compressors
    Hucke, Danny
    Lohrey, Markus
    Benkner, Louisa Seelbach
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2021, 67 (11) : 7596 - 7615
  • [2] Entropy Bounds for Grammar-Based Tree Compressors
    Hucke, Danny
    Lohrey, Markus
    Benkner, Louisa Seelbach
    [J]. 2019 IEEE INTERNATIONAL SYMPOSIUM ON INFORMATION THEORY (ISIT), 2019, : 1687 - 1691
  • [3] Grammar-based compression and its use in symbolic music analysis
    Mondol, Tiasa
    Brown, Daniel G.
    [J]. JOURNAL OF MATHEMATICS AND MUSIC, 2023, 17 (01) : 133 - 150
  • [4] A grammar-based approach to synonym analysis
    Bulonkov, MA
    Kochetov, DV
    [J]. PROGRAMMING AND COMPUTER SOFTWARE, 1996, 22 (03) : 126 - 133
  • [5] Grammar-based Fuzzing
    Sargsyan, Sevak
    Kurmangaleev, Shamil
    Mehrabyan, Matevos
    Mishechkin, Maksim
    Ghukasyan, Tsolak
    Asryan, Sergey
    [J]. 2018 IVANNIKOV MEMORIAL WORKSHOP (IVMEM 2018), 2018, : 32 - 35
  • [6] Performance analysis of grammar-based codes revisited
    He, DK
    Yang, EH
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2004, 50 (07) : 1524 - 1535
  • [7] Grammar-Based Evolution of Polyominoes
    Megane, Jessica
    Medvet, Eric
    Lourenco, Nuno
    Machado, Penousal
    [J]. GENETIC PROGRAMMING, EUROGP 2024, 2024, 14631 : 56 - 72
  • [8] Grammar-based Encoding of Facades
    Haegler, Simon
    Wonka, Peter
    Arisona, Stefan Mueller
    Van Gool, Luc
    Mueller, Pascal
    [J]. COMPUTER GRAPHICS FORUM, 2010, 29 (04) : 1479 - 1487
  • [9] Application of grammar-based codes for lossless compression of digital mammograms
    Li, Xiaoli
    Krishnan, Sridhar
    Ma, Ngok-Wah
    [J]. JOURNAL OF ELECTRONIC IMAGING, 2006, 15 (01)
  • [10] Grammar-Based Tree Compression
    Lohrey, Markus
    [J]. DEVELOPMENTS IN LANGUAGE THEORY (DLT 2015), 2015, 9168 : 46 - 57