Citations (25)
Keep up to date with the latest research on this topic with citation updates for this article.
Read on this site (1)
Yüksel Özkan, Mert Demirarslan & Aslı Suner. (2022) Effect of data preprocessing on ensemble learning for classification in disease diagnosis. Communications in Statistics - Simulation and Computation 0:0, pages 1-21.
Read now
Read now
Articles from other publishers (24)
Hoang V. Vo, Hanh P. Du & Hoa N. Nguyen. (2024) APELID: Enhancing real-time intrusion detection with augmented WGAN and parallel ensemble learning. Computers & Security 136, pages 103567.
Crossref
Crossref
José A. Sáez. (2023) Noise simulation in classification with the noisemodel R package: Applications analyzing the impact of errors with chemical data. Journal of Chemometrics.
Crossref
Crossref
Irfan Javid, Rozaida Ghazali, Muhammad Zulqarnain & Norlida Hassan. (2023) Data pre-processing for cardiovascular disease classification: A systematic literature review. Journal of Intelligent & Fuzzy Systems 44:1, pages 1525-1545.
Crossref
Crossref
José A. Sáez. (2022) Noise Models in Classification: Unified Nomenclature, Extended Taxonomy and Pragmatic Categorization. Mathematics 10:20, pages 3736.
Crossref
Crossref
Irfan Javid, Ahmed Khalaf Zager Alsaedi, Rozaida Ghazali, Yana Mazwin Mohmad Hassim & Muhammad Zulqarnain. (2022) Optimally organized GRU-deep learning model with Chi2 feature selection for heart disease prediction. Journal of Intelligent & Fuzzy Systems 42:4, pages 4083-4094.
Crossref
Crossref
José A. Sáez & Emilio Corchado. (2022) ANCES: A novel method to repair attribute noise in classification problems. Pattern Recognition 121, pages 108198.
Crossref
Crossref
Ian A. Scott. (2021) Demystifying machine learning: a primer for physicians. Internal Medicine Journal 51:9, pages 1388-1400.
Crossref
Crossref
Haihua Chen, Jiangping Chen & Junhua Ding. (2021) Data Evaluation and Enhancement for Quality Improvement of Machine Learning. IEEE Transactions on Reliability 70:2, pages 831-847.
Crossref
Crossref
Junhua Ding, Xin-Hua Hu & Venkat Gudivada. (2021) A Machine Learning Based Framework for Verification and Validation of Massive Scale Image Data. IEEE Transactions on Big Data 7:2, pages 451-467.
Crossref
Crossref
Haiyang Su, Xinxing Li, Lin Huang, Jing Cao, Mengji Zhang, Vadanasundari Vedarethinam, Wen Di, Zhiqian Hu & Kun Qian. (2021) Plasmonic Alloys Reveal a Distinct Metabolic Phenotype of Early Gastric Cancer. Advanced Materials 33:17, pages 2007978.
Crossref
Crossref
Juan Martin, Jose A. Saez & Emilio Corchado. (2021) On the Regressand Noise Problem: Model Robustness and Synergy With Regression-Adapted Noise Filters. IEEE Access 9, pages 145800-145816.
Crossref
Crossref
Lucas Lo Vercio, Kimberly Amador, Jordan J Bannister, Sebastian Crites, Alejandro Gutierrez, M. Ethan MacDonald, Jasmine Moore, Pauline Mouches, Deepthi Rajashekar, Serena Schimert, Nagesh Subbanna, Anup Tuladhar, Nanjia Wang, Matthias Wilms, Anthony Winder & Nils D Forkert. (2020) Supervised machine learning tools: a tutorial for clinicians. Journal of Neural Engineering 17:6, pages 062001.
Crossref
Crossref
H. Benhar, A. Idri & J.L. Fernández-Alemán. (2020) Data preprocessing for heart disease classification: A systematic literature review. Computer Methods and Programs in Biomedicine 195, pages 105635.
Crossref
Crossref
Maryam Samami, Ebrahim Akbari, Moloud Abdar, Pawel Plawiak, Hossein Nematzadeh, Mohammad Ehsan Basiri & Vladimir Makarenkov. (2020) A mixed solution-based high agreement filtering method for class noise detection in binary classification. Physica A: Statistical Mechanics and its Applications 553, pages 124219.
Crossref
Crossref
Haizhen Zhu, Mingqing Xiao, Xin Zhao, Xilang Tang, Longhao Yang, Weijie Kang & Zhaozheng Liu. (2020) A structure optimization method for extended belief-rule-based classification system. Knowledge-Based Systems 203, pages 106096.
Crossref
Crossref
Hamideh Hajiabadi, Vahide Babaiyan, Davood Zabihzadeh & Moein Hajiabadi. (2020) Combination of loss functions for robust breast cancer prediction. Computers & Electrical Engineering 84, pages 106624.
Crossref
Crossref
Haizhen Zhu, Mingqing Xiao, Longhao Yang, Xilang Tang, Yajun Liang & Jianfeng Li. (2020) A minimum centre distance rule activation method for extended belief rule-based classification systems. Applied Soft Computing 91, pages 106214.
Crossref
Crossref
Junhua Ding, Xinchuan Li, Xiaojun Kang & Venkat N. Gudivada. (2019) A Case Study of the Augmentation and Evaluation of Training Data for Deep Learning. Journal of Data and Information Quality 11:4, pages 1-22.
Crossref
Crossref
Zerhari Btissam, Ait Lahcen Ayoub & Mouline Salma. (2019) MIPCNF: Multi-iterative partitioning class noise filter. Journal of Intelligent & Fuzzy Systems, pages 1-12.
Crossref
Crossref
Luís P.F. Garcia, Jens Lehmann, André C.P.L.F. de Carvalho & Ana C. Lorena. (2019) New label noise injection methods for the evaluation of noise filters. Knowledge-Based Systems 163, pages 693-704.
Crossref
Crossref
A. Idri, H. Benhar, J.L. Fernández-Alemán & I. Kadi. (2018) A systematic map of medical data preprocessing in knowledge discovery. Computer Methods and Programs in Biomedicine 162, pages 69-85.
Crossref
Crossref
Junhua Ding, XinChuan Li & Venkat N. Gudivada. (2017) Augmentation and evaluation of training data for deep learning. Augmentation and evaluation of training data for deep learning.
Sergiy Vilkomir, Jiabin Wang, Nam Le Thai & Junhua Ding. (2017) Combinatorial Methods of Feature Selection for Cell Image Classification. Combinatorial Methods of Feature Selection for Cell Image Classification.
Junhua Ding, Jiabin Wang, Xiaojun Kang & Xin-Hua Hu. (2017) Building an SVM Classifier for Automated Selection of Big Data. Building an SVM Classifier for Automated Selection of Big Data.