Frouros: An open-source Python']Python library for drift detection in machine learning systems

被引：1

作者：

Sisniega, Jaime Cespedes ^{[1
]}

Garcia, alvaro Lopez ^{[1
]}

机构：

[1] Spanish Natl Res Council IFCA CSIC UC, Inst Phys Cantabria, Avda Castros S-N, Santander 39005, Spain

来源：

SOFTWAREX | 2024年 / 26卷

关键词：

Machine learning; Drift detection; Concept drift; Data drift; !text type='Python']Python[!/text; DIVERGENCE; VARIABLES; DISTANCE; ONLINE;

D O I：

10.1016/j.softx.2024.101733

中图分类号：

TP31 [计算机软件];

学科分类号：

081202 ; 0835 ;

摘要：

Frouros is an open-source Python library capable of detecting drift in machine learning systems. It provides a combination of classical and more recent algorithms for drift detection, covering both concept and data drift. We have designed it to be compatible with any machine learning framework and easily adaptable to real-world use cases. The library is developed following best development and continuous integration practices to ensure ease of maintenance and extensibility.

引用

页数：8

共 50 条

[31] Machine Learning Techniques For Python']Python Source Code Vulnerability Detection
Farasat, Talaya
Posegga, Joachim
[J]. PROCEEDINGS OF THE FOURTEENTH ACM CONFERENCE ON DATA AND APPLICATION SECURITY AND PRIVACY, CODASPY 2024, 2024, : 151 - 153
[32] DRLinFluids: An open-source Python']Python platform of coupling deep reinforcement learning and OpenFOAM
Wang, Qiulei
Yan, Lei
Hu, Gang
Li, Chao
Xiao, Yiqing
Xiong, Hao
Rabault, Jean
Noack, Bernd R.
[J]. PHYSICS OF FLUIDS, 2022, 34 (08)
[33] Padasip: An open-source Python']Python toolbox for adaptive filtering
Cejnek, Matous
Vrba, Jan
[J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2022, 65
[34] Open-source coupled aerostructural optimization using Python']Python
Jasa, John P.
Hwang, John T.
Martins, Joaquim R. R. A.
[J]. STRUCTURAL AND MULTIDISCIPLINARY OPTIMIZATION, 2018, 57 (04) : 1815 - 1827
[35] Application of Open-Source, Python']Python-Based Tools for the Simulation of Electrochemical Systems
Molel, Evans Leshinka
Fuller, Thomas F.
[J]. JOURNAL OF THE ELECTROCHEMICAL SOCIETY, 2023, 170 (10)
[36] OpenSoundscape: An open-source bioacoustics analysis package for Python']Python
Lapp, Sam
Rhinehart, Tessa
Freeland-Haynes, Louis
Khilnani, Jatin
Syunkova, Alexandra
Kitzes, Justin
[J]. METHODS IN ECOLOGY AND EVOLUTION, 2023, 14 (09): : 2321 - 2328
[37] HYSUPP: AN OPEN-SOURCE HYPERSPECTRAL UNMIXING PYTHON']PYTHON PACKAGE
Rasti, Behnood
Zouaoui, Alexandre
Mairal, Julien
Chanussot, Jocelyn
[J]. IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 1134 - 1137
[38] Python']Python Indian Weather Radar Toolkit (pyiwr): An open-source Python']Python library for processing, analyzing and visualizing weather radar data
Singh, Nitig
Tyagi, Vaibhav
Das, Saurabh
Sahoo, Udaya Kumar
Kundu, Shyam Sundar
[J]. JOURNAL OF COMPUTATIONAL SCIENCE, 2024, 81
[39] pyxopto: An Open-Source Python']Python Library with Utilities for Fast Light Propagation Modeling in Turbid Media
Naglic, Peter
Zelinskyi, Yevhen
Pernus, Franjo
Likar, Bostjan
Burmen, Miran
[J]. DIFFUSE OPTICAL SPECTROSCOPY AND IMAGING VIII, 2021, 11920
[40] An open source Python']Python library for environmental isotopic modelling
Hassanzadeh, Ashkan
Valdivielso, Sonia
Vazquez-Sune, Enric
Criollo, Rotman
Corbella, Merce
[J]. SCIENTIFIC REPORTS, 2023, 13 (01)

← 1 2 3 4 5 →