Soft precision and recall

被引：31
作者：
Franti, Pasi [1 ]
Mariescu-Istodor, Radu [2 ]
机构：
[1] Univ Eastern Finland, Sch Comp, Joensuu 80101, Finland
[2] Karel Univ Appl Sci, Joensuu 80200, Finland
来源：
PATTERN RECOGNITION LETTERS | 2023年 / 167卷
关键词：
Soft measures; Evaluation; Precision; Recall; F-score;
D O I：
10.1016/j.patrec.2023.02.005
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
Precision and recall are classical measures used in machine learning. However, they are based on exact matching. This results in binary classification where the predicted item is either a true or false positive despite inexact matching is often preferred in pattern recognition. To address this problem, we introduce soft variants of precision and recall based on application-specific similarity measure. 2022 Elsevier Ltd. All rights reserved.
引用
收藏
页码：115 / 121
页数：7
相关论文
共 16 条
  • [1] Framework for syntactic string similarity measures
    Gali, Najlah
    Mariescu-Istodor, Radu
    Hostettler, Damien
    Franti, Pasi
    [J]. EXPERT SYSTEMS WITH APPLICATIONS, 2019, 129 : 169 - 185
  • [2] Jimenez S., 2010, P INT S STRING PROCE
  • [3] Jimenez S., 2008, THESIS NATL U COLOMB
  • [4] Gesture Input for GPS Route Search
    Mariescu-Istodor, Radu
    Franti, Pasi
    [J]. STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, S+SSPR 2016, 2016, 10029 : 439 - 449
  • [5] Metrics for Polyphonic Sound Event Detection
    Mesaros, Annamaria
    Heittola, Toni
    Virtanen, Tuomas
    [J]. APPLIED SCIENCES-BASEL, 2016, 6 (06):
  • [6] Mikolov T., 2013, ADV NEURAL INFORM PR, P3111, DOI [DOI 10.1162/JMLR.2003.3.4-5.951, DOI 10.48550/ARXIV.1310.4546]
  • [7] Mikolov T, 2013, Arxiv, DOI arXiv:1301.3781
  • [8] Beyond Precision and Recall: Understanding Uses (and Misuses) of Similarity Hashes in Binary Analysis
    Pagani, Fabio
    Dell'Amico, Matteo
    Balzarotti, Davide
    [J]. PROCEEDINGS OF THE EIGHTH ACM CONFERENCE ON DATA AND APPLICATION SECURITY AND PRIVACY (CODASPY'18), 2018, : 354 - 365
  • [9] Rezaei M., 2015, P FO IEEEWICACM INT
  • [10] Set Matching Measures for External Cluster Validity
    Rezaei, Mohammad
    Franti, Pasi
    [J]. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2016, 28 (08) : 2173 - 2186
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