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Active learning for data streams: a survey
v1v2v3v4 (latest)

Active learning for data streams: a survey

Machine-mediated learning (ML), 2023
17 February 2023
Davide Cacciarelli
M. Kulahci
ArXiv (abs)PDFHTMLGithub (44★)

Papers citing "Active learning for data streams: a survey"

22 / 22 papers shown
How to Purchase Labels? A Cost-Effective Approach Using Active Learning Markets
How to Purchase Labels? A Cost-Effective Approach Using Active Learning Markets
Xiwen Huang
Pierre Pinson
96
0
0
25 Nov 2025
A Feedback-Control Framework for Efficient Dataset Collection from In-Vehicle Data Streams
A Feedback-Control Framework for Efficient Dataset Collection from In-Vehicle Data Streams
Philipp Reis
Philipp Rigoll
Christian Steinhauser
Jacob Langner
Eric Sax
221
1
0
05 Nov 2025
An Adaptive Sampling Framework for Detecting Localized Concept Drift under Label Scarcity
An Adaptive Sampling Framework for Detecting Localized Concept Drift under Label Scarcity
Junghee Pyeon
Davide Cacciarelli
Kamran Paynabar
106
0
0
04 Nov 2025
Data-driven jet fuel demand forecasting: A case study of Copenhagen Airport
Data-driven jet fuel demand forecasting: A case study of Copenhagen Airport
Alessandro Contini
Davide Cacciarelli
M. Kulahci
86
0
0
04 Nov 2025
SAGE: Sample-Aware Guarding Engine for Robust Intrusion Detection Against Adversarial Attacks
SAGE: Sample-Aware Guarding Engine for Robust Intrusion Detection Against Adversarial Attacks
Jing Chen
Onat Gungor
Zhengli Shang
T. Rosing
AAML
147
0
0
09 Sep 2025
Metric Matters: A Formal Evaluation of Similarity Measures in Active Learning for Cyber Threat Intelligence
Metric Matters: A Formal Evaluation of Similarity Measures in Active Learning for Cyber Threat Intelligence
Sidahmed Benabderrahmane
Talal Rahwan
94
0
0
26 Aug 2025
Drift-aware Collaborative Assistance Mixture of Experts for Heterogeneous Multistream Learning
Drift-aware Collaborative Assistance Mixture of Experts for Heterogeneous Multistream Learning
En Yu
Jie Lu
Kun Wang
Xiaoyu Yang
G. Zhang
212
14
0
03 Aug 2025
CLEVER: Stream-based Active Learning for Robust Semantic Perception from Human Instructions
CLEVER: Stream-based Active Learning for Robust Semantic Perception from Human InstructionsIEEE Robotics and Automation Letters (IEEE RA-L), 2025
Jongseok Lee
Timo Birr
Rudolph Triebel
Tamim Asfour
255
2
0
21 Jul 2025
Grower-in-the-Loop Interactive Reinforcement Learning for Greenhouse Climate Control
Grower-in-the-Loop Interactive Reinforcement Learning for Greenhouse Climate Control
Maxiu Xiao
Jianglin Lan
Jingxing Yu
Eldert van Henten
Qiuju Xie
Congcong Sun
OffRLAI4CE
417
0
0
29 May 2025
PEAKS: Selecting Key Training Examples Incrementally via Prediction Error Anchored by Kernel Similarity
PEAKS: Selecting Key Training Examples Incrementally via Prediction Error Anchored by Kernel Similarity
Mustafa Burak Gurbuz
Xingyu Zheng
C. Dovrolis
OOD
688
0
0
07 Apr 2025
ALPET: Active Few-shot Learning for Citation Worthiness Detection in Low-Resource Wikipedia Languages
ALPET: Active Few-shot Learning for Citation Worthiness Detection in Low-Resource Wikipedia LanguagesExpert systems with applications (ESWA), 2025
Aida Halitaj
Arkaitz Zubiaga
286
3
0
05 Feb 2025
An Efficient Outlier Detection Algorithm for Data Streaming
An Efficient Outlier Detection Algorithm for Data Streaming
Rui Hu
Chen
Longji Xu
148
3
0
03 Jan 2025
Stream-Based Active Learning for Process Monitoring
Stream-Based Active Learning for Process Monitoring
Christian Capezza
A. Lepore
Kamran Paynabar
236
4
0
19 Nov 2024
MelissaDL x Breed: Towards Data-Efficient On-line Supervised Training of
  Multi-parametric Surrogates with Active Learning
MelissaDL x Breed: Towards Data-Efficient On-line Supervised Training of Multi-parametric Surrogates with Active Learning
Sofya Dymchenko
Abhishek Purandare
Bruno Raffin
AI4CE
312
0
0
08 Oct 2024
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental
  Learning for Limited Biomedical Samples via Semantic Expansion
From Uncertainty to Clarity: Uncertainty-Guided Class-Incremental Learning for Limited Biomedical Samples via Semantic Expansion
Yifei Yao
Hanrong Zhang
227
2
0
12 Sep 2024
Fair Streaming Feature Selection
Fair Streaming Feature Selection
Zhangling Duan
Tianci Li
Xingyu Wu
Zhaolong Ling
Jingye Yang
Zhaohong Jia
AI4TS
306
3
0
20 Jun 2024
A Survey on Deep Active Learning: Recent Advances and New Frontiers
A Survey on Deep Active Learning: Recent Advances and New Frontiers
Dongyuan Li
Zhen Wang
Yankai Chen
Xue Liu
Weiping Ding
Manabu Okumura
560
118
0
01 May 2024
Online Active Learning For Sound Event Detection
Online Active Learning For Sound Event Detection
Mark Lindsey
Ankit Shah
Francis Kubala
R. M. Stern
141
1
0
25 Sep 2023
On the Query Strategies for Efficient Online Active Distillation
On the Query Strategies for Efficient Online Active Distillation
Michele Boldo
Enrico Martini
Mirco De Marchi
Stefano Aldegheri
Nicola Bombieri
268
1
0
04 Sep 2023
Robust online active learning
Robust online active learningQuality and Reliability Engineering International (QREI), 2023
Davide Cacciarelli
M. Kulahci
J. Tyssedal
495
15
0
01 Feb 2023
Online Active Learning for Soft Sensor Development using Semi-Supervised
  Autoencoders
Online Active Learning for Soft Sensor Development using Semi-Supervised Autoencoders
Davide Cacciarelli
M. Kulahci
J. Tyssedal
232
11
0
26 Dec 2022
Contextual Diversity for Active Learning
Contextual Diversity for Active LearningEuropean Conference on Computer Vision (ECCV), 2020
Sharat Agarwal
H. Arora
Saket Anand
Chetan Arora
595
229
0
13 Aug 2020
1
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