- 2024
- Suchismit Mahapatra, Varun Chandola:
Learning manifolds from non-stationary streams. J. Big Data 11(1): 42 (2024) - Nico Migenda, Ralf Möller, Wolfram Schenck:
NGPCA: Clustering of high-dimensional and non-stationary data streams. Softw. Impacts 20: 100635 (2024) - Ature Angbera, Huah Yong Chan:
An adaptive XGBoost-based optimized sliding window for concept drift handling in non-stationary spatiotemporal data streams classifications. J. Supercomput. 80(6): 7781-7811 (2024) - 2023
- Tianyu Wang, Mian Li
, Ruixiang Zheng, Changbing Cai, Yangbing Lou, Siqi Zhu:
Towards continual knowledge transfer in modeling manufacturing processes under non-stationary data streams. Appl. Intell. 53(23): 29393-29413 (2023) - Conor Fahy
, Shengxiang Yang
, Mario Gongora:
Scarcity of Labels in Non-Stationary Data Streams: A Survey. ACM Comput. Surv. 55(2): 40:1-40:39 (2023) - Kuangyan Zhang, Tuyi Zhang, Sanmin Liu:
A novel ensemble framework driven by diversity and cooperativity for non-stationary data stream classification. Data Knowl. Eng. 148: 102232 (2023) - Valerie Vaquet, Fabian Hinder, Johannes Brinkrolf, Barbara Hammer:
Combining self-labeling and demand based active learning for non-stationary data streams. CoRR abs/2302.04141 (2023) - 2022
- Ioar Casado, Aritz Pérez:
Dirichlet process mixture models for non-stationary data streams. ICDM 2022: 873-878 - Ioar Casado, Aritz Pérez:
Dirichlet process mixture models for non-stationary data streams. CoRR abs/2210.06872 (2022) - 2021
- Shirin Khezri
, Jafar Tanha
, Ali Ahmadi, Arash Sharifi
:
A novel semi-supervised ensemble algorithm using a performance-based selection metric to non-stationary data streams. Neurocomputing 442: 125-145 (2021) - Nalini Nagendhiran, Lakshmanan Kuppusamy:
Adaptive Drift Detection Mechanism for Non-Stationary Data Stream. J. Inf. Knowl. Manag. 20(1): 2150008 (2021) - Namuk Park, Songkuk Kim:
FlexSketch: Estimation of Probability Density for Stationary and Non-Stationary Data Streams. Sensors 21(4): 1080 (2021) - Wenlu Dong, Shang Gao, Xibei Yang, Hualong Yu
:
An Exploration of Online Missing Value Imputation in Non-stationary Data Stream. SN Comput. Sci. 2(1): 57 (2021) - Xiulin Zheng, Peipei Li:
An Efficient Framework for Multi-Label Learning in Non-stationary Data Stream. ICBK 2021: 149-156 - Matthias De Lange, Tinne Tuytelaars
:
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams. ICCV 2021: 8230-8239 - Ekhine Irurozki
, Aritz Pérez
, Jesus L. Lobo
, Javier Del Ser
:
Rank Aggregation for Non-stationary Data Streams. ECML/PKDD (3) 2021: 297-313 - Valerie Vaquet
, Fabian Hinder, Jonas Vaquet, Johannes Brinkrolf
, Barbara Hammer
:
Online Learning on Non-Stationary Data Streams for Image Recognition using Deep Embeddings. SSCI 2021: 1-7 - 2020
- Manal Almuammar:
Developing learning methods for non-stationary and imbalanced data streams. University of Essex, Colchester, UK, 2020 - Hossein Ghomeshi:
Hybrid metaheuristic methods for ensemble classification in non-stationary data streams. Birmingham City University, UK, 2020 - Zeineb Hammami, Moamar Sayed Mouchaweh, Wiem Mouelhi, Lamjed Ben Said
:
Neural networks for online learning of non-stationary data streams: a review and application for smart grids flexibility improvement. Artif. Intell. Rev. 53(8): 6111-6154 (2020) - Shirin Khezri
, Jafar Tanha
, Ali Ahmadi
, Arash Sharifi
:
STDS: self-training data streams for mining limited labeled data in non-stationary environment. Appl. Intell. 50(5): 1448-1467 (2020) - Agustín Alejandro Ortiz Díaz, Isvani Inocencio Frías Blanco, Laura Maria Palomino Mariño, Fabiano Baldo:
An Online Tree-Based Approach for Mining Non-Stationary High-Speed Data Streams. RITA 27(1): 36-47 (2020) - Pawel Zyblewski
, Pawel Ksieniewicz
, Michal Wozniak
:
Combination of Active and Random Labeling Strategy in the Non-stationary Data Stream Classification. ICAISC (1) 2020: 576-585 - Yimin Wen, Qi Zhou, Yun Xue, Chao Feng:
Transfer Learning for Semi-supervised Classification of Non-stationary Data Streams. ICONIP (5) 2020: 468-477 - Wenbin Zhang, Mingli Zhang, Ji Zhang, Zhen Liu, Zhiyuan Chen, Jianwu Wang, Edward Raff
, Enza Messina:
Flexible and Adaptive Fairness-aware Learning in Non-stationary Data Streams. ICTAI 2020: 399-406 - Arthur Costa Gorgônio
, Anne Magály de Paula Canuto, Karliane M. O. Vale
, Flavius L. Gorgônio
:
A Semi-supervised Based Framework for Data Stream Classification in Non-Stationary Environments. IJCNN 2020: 1-8 - Lukasz Korycki, Bartosz Krawczyk:
Online Oversampling for Sparsely Labeled Imbalanced and Non-Stationary Data Streams. IJCNN 2020: 1-8 - Matthias De Lange, Tinne Tuytelaars:
Continual Prototype Evolution: Learning Online from Non-Stationary Data Streams. CoRR abs/2009.00919 (2020) - 2019
- Aref Majdara, Saeid Nooshabadi:
Online density estimation over high-dimensional stationary and non-stationary data streams. Data Knowl. Eng. 123 (2019) - Amin Ullah
, Khan Muhammad
, Ijaz Ul Haq, Sung Wook Baik:
Action recognition using optimized deep autoencoder and CNN for surveillance data streams of non-stationary environments. Future Gener. Comput. Syst. 96: 386-397 (2019)