Soft precision and recall

被引：39

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

页码：115 / 121

页数：7

共 16 条

[1] Framework for syntactic string similarity measures [J].

Gali, Najlah ;

Mariescu-Istodor, Radu ;

Hostettler, Damien ;

Franti, Pasi .

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 [J].

Mariescu-Istodor, Radu ;

Franti, Pasi .

STRUCTURAL, SYNTACTIC, AND STATISTICAL PATTERN RECOGNITION, S+SSPR 2016, 2016, 10029 :439-449

[5] Metrics for Polyphonic Sound Event Detection [J].

Mesaros, Annamaria ;

Heittola, Toni ;

Virtanen, Tuomas .

APPLIED SCIENCES-BASEL, 2016, 6 (06)

[6]

Mikolov T., 2013, Advances in neural information processing systems, P3111

[7]

Mikolov T, 2013, Arxiv, DOI [arXiv:1301.3781, 10.48550/ARXIV.1301.3781, 10.48550/arXiv.1301.3781]

[8] Beyond Precision and Recall: Understanding Uses (and Misuses) of Similarity Hashes in Binary Analysis [J].

Pagani, Fabio ;

Dell'Amico, Matteo ;

Balzarotti, Davide .

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 [J].

Rezaei, Mohammad ;

Franti, Pasi .

IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 2016, 28 (08) :2173-2186

← 1 2 →