Multi-Class Imbalanced Data Classification: A Systematic Mapping Study

QR Code

Multi-Class Imbalanced Data Classification: A Systematic Mapping Study

Multi-class data classification is distinguished as a significant and challenging research topic in contemporary machine learning, particularly when concerning imbalanced data sets. Hence, a thorough investigation of multi-class imbalanced data classification is becoming increasingly pertinent. In t...

Full description

Bibliographic Details
Published in:	Engineering, Technology and Applied Science Research
Main Author:	Wang Y.; Rosli M.M.; Musa N.; Li F.
Format:	Article
Language:	English
Published:	Dr D. Pylarinos 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85196059492&doi=10.48084%2fetasr.7206&partnerID=40&md5=a9f9d75d9111bd0a4c2d14a705d8535d

Similar Items

A class skew-insensitive ACO-based decision tree algorithm for imbalanced data sets
by: Mohd Razali M.H.B.; Saian R.B.; Wah Y.B.; Ku-Mahamud K.R.
Published: (2021)

Performance of ACO-based Decision Tree Algorithm with Imbalanced Class Data Sets - A Heuristic Approach
by: Razali M.H.M.; Saian R.; Moktar B.; Wah Y.B.; Ku-Mahamud K.R.
Published: (2022)

AN OPTIMIZED SUPPORT VECTOR MACHINE WITH GENETIC ALGORITHM FOR IMBALANCED DATA CLASSIFICATION
by: Shamsudin H.; Yusof U.K.; Haijie Y.; Isa I.S.
Published: (2023)

A Comprehensive Analysis of a Framework for Rebalancing Imbalanced Medical Data Using an Ensemble-based Classifier
by: Edward J.; Rosli M.M.; Seman A.
Published: (2024)

Multi-class Classification for Breast Cancer with High Dimensional Microarray Data Using Machine Learning Classifier
by: Abdullah M.N.; Yap B.W.; Sapri N.N.F.F.; Wan Yaacob W.F.
Published: (2023)

Paddy Diseases Multi-Class Classification using CNN Variants
by: Aziz D.I.A.B.A.; Yusoff M.; Ibrahim N.; Alazaidah R.
Published: (2023)

Basal Stem Rot Disease Classification by Machine Learning Using Thermal Images and an Imbalanced Data Approach
by: Hashim I.C.; Shariff A.R.M.; Bejo S.K.; Muharam F.M.; Ahmad K.
Published: (2023)

A Comprehensive Analysis of a Framework for Rebalancing Imbalanced Medical Data Using an Ensemble-based Classifier
by: Edward, et al.
Published: (2024)

Comparisons of ADABOOST, KNN, SVM and logistic regression in classification of imbalanced dataset
by: Rahman H.A.A.; Wah Y.B.; He H.; Bulgiba A.
Published: (2015)

Comparing the performance of adaboost, xgboost, and logistic regression for imbalanced data
by: Shahri N.H.N.B.M.; Lai S.B.S.; Mohamad M.B.; Rahman H.A.B.A.; Rambli A.B.
Published: (2021)

An Improved Pheromone-Based Kohonen Self-Organising Map in Clustering and Visualising Balanced and Imbalanced Datasets
by: Ahmad A.; Yusof R.; Zulkifli N.S.A.; Ismail M.N.
Published: (2021)

Multi-class support vector machine for human posture classification using a simplified shock graph
by: Shahbudin S.; Hussain A.; Tahir N.M.; Samad S.A.
Published: (2008)

A Comparative Analysis of Combination of CNN-Based Models with Ensemble Learning on Imbalanced Data
by: Gao X.; Jamil N.; Ramli M.I.; Ariffin S.M.Z.S.Z.
Published: (2024)

Comparison of ensemble hybrid sampling with bagging and boosting machine learning approach for imbalanced data
by: Malek N.H.A.; Yaacob W.F.W.; Wah Y.B.; Md Nasir S.A.; Shaadan N.; Indratno S.W.
Published: (2023)

Reduced Noise SMOTE in Machine Learning Model: Application in Water Quality Classification with Imbalanced Datasets
by: Nasaruddin N.; Masseran N.; Idris W.M.R.; Ul-Saufie A.Z.
Published: (2024)

Bayesian Optimization Cost-Sensitive XGBoost Learning Algorithm for Imbalanced Data in Semiconductor Industry
by: Shamsudin, et al.
Published: (2023)

Weed classification using one class support vector machine
by: Shahbudin S.; Zamri M.; Kassim M.; Abdullah S.A.C.; Suliman S.I.
Published: (2017)

Multi rotor UAV at different altitudes for slope mapping studies
by: Tahar K.N.
Published: (2015)

A mapping study on blood glucose recommender system for patients with gestational diabetes mellitus
by: Rosli S.M.; Rosli M.M.; Nordin R.
Published: (2019)

A Flipped Class to Support the Success of At-Risk Students
by: Li Voon, et al.
Published: (2024)

Initiation of Cassava Callus Culture and Its Prospect for Starch Production: A Systematic Mapping Study
by: Sofri N.S.N.M.; Puad N.I.M.; Sabri N.N.A.N.A.; Ubaidah A.S.A.; Hamzah F.; Abduh M.Y.
Published: (2024)

Deep Learning-Based High Performance Intrusion Detection System for Imbalanced Datasets
by: Ahmed F.; Gunawan T.S.; Nordin A.N.; Rahim R.A.; Zain Z.M.; Zaki Hamidi E.A.
Published: (2023)

A multispectral bayesian classification method for increased acoustic discrimination of seabed sediments using multi-frequency multibeam backscatter data
by: Gaida T.C.; Ali T.A.T.; Snellen M.; Amiri-Simkooei A.; van Dijk T.A.G.P.; Simons D.G.
Published: (2018)

A Systematic Mapping: Exploring Internet of Everything Technologies and Innovations
by: Mohd Ali F.; Md Yunus N.A.; Mohamed N.N.; Mat Daud M.; A. Sundararajan E.
Published: (2023)

Multi-Label Classification of Pure Code
by: Gao, et al.
Published: (2024)

Multi-Label Classification of Pure Code
by: Gao B.; Qin H.; Ma X.
Published: (2024)

Classification of Breast Cancer Subtypes using Microarray RNA Expression Data
by: Suhiman M.S.; Deni S.M.; Japeri A.Z.U.-S.M.; Asmat A.; Wang L.
Published: (2025)

A robust transmission line fault classification scheme using class-dependent feature and 2-Tier multilayer perceptron network
by: Mahmud M.N.; Ibrahim M.N.; Osman M.K.; Hussain Z.
Published: (2018)

Intra-class variation representation for on-line signature verification using wavelet and fractal analysis
by: Liew L.H.; Lee B.Y.; Wang Y.C.
Published: (2017)

A Review of Image and Text Feature Extraction Methods in Fake News Detection Tasks
by: Li F.; Rosli M.M.; Wang Y.
Published: (2024)

DATA INVESTIGATION OF PK-LQP AIRPLANE VERTICAL DEVIATION USING CLASS 1 AND TIER 1 DATASETS
by: Passarella R.; Nurmaini S.; Rachmatullah M.N.; Veny H.; Ubaya H.; Firdaus F.
Published: (2024)

A Teaching Evaluation Model Based on SVM Multi Classification
by: Pan C.; Hoon T.S.; Hashim K.S.
Published: (2024)

Mapping of Temporally Dynamic Tropical Forest and Plantations Canopy Height in Borneo Utilizing TanDEM-X InSAR and Multi-sensor Remote Sensing Data
by: Suab S.A.; Supe H.; Louw A.S.; Avtar R.; Korom A.; Xinyu C.
Published: (2024)

DATA INVESTIGATION OF PK-LQP AIRPLANE VERTICAL DEVIATION USING CLASS 1 AND TIER 1 DATASETS
by: Passarella, et al.
Published: (2024)

Global Mapping of Traditional Chinese Medicine into Bioactivity Space and Pathways Annotation Improves Mechanistic Understanding and Discovers Relationships between Therapeutic Action (Sub)classes
by: Mohamad Zobir S.Z.; Mohd Fauzi F.; Liggi S.; Drakakis G.; Fu X.; Fan T.-P.; Bender A.
Published: (2016)

Loss of human leucocyte antigen class I and gain of class II expression are early events in carcinogenesis: Clues from a study of Barrett's oesophagus
by: Rajendra S.; Ackroyd R.; Karim N.; Mohan C.; Ho J.J.; Kutty M.K.
Published: (2006)

Comparative study of landslides susceptibility mapping methods: Multi-Criteria Decision Making (MCDM) and Artificial Neural Network (ANN)
by: Salleh S.A.; Abd Rahman A.S.A.; Othman A.N.; Wan Mohd W.M.N.
Published: (2018)

Improving Hate Speech Detection Using Double-Layers Hybrid CNN-RNN Model on Imbalanced Dataset
by: Riyadi, et al.
Published: (2024)

Text classification on user feedback: a systematic literatures review
by: Sidek Z.; Ahmad S.S.S.; Kumar Y.J.; Teo N.H.I.
Published: (2024)

Islamic Character Education: Mapping and Networking Data Using Bibliometric Analysis
by: Kistoro H.C.A.; Zamroni; Istiyono E.; Latipah E.; Burhan N.M.
Published: (2023)