Granular Classification for Imbalanced Datasets: A Minkowski Distance-Based Method
The problem of classification for imbalanced datasets is frequently encountered in practical applications. The data to be classified in this problem are skewed, i.e., the samples of one class (the minority class) are much less than those of other classes (the majority class). When dealing with imbal...
| 出版年: | Algorithms |
|---|---|
| 主要な著者: | Chen Fu, Jianhua Yang |
| フォーマット: | 論文 |
| 言語: | 英語 |
| 出版事項: |
MDPI AG
2021-02-01
|
| 主題: | |
| オンライン・アクセス: | https://www.mdpi.com/1999-4893/14/2/54 |
類似資料
Distance-based Information Granularity and Hierarchical Structure for an Intuitionistic Fuzzy Granular Space
著者:: Bing Huang, 等
出版事項: (2016-06-01)
著者:: Bing Huang, 等
出版事項: (2016-06-01)
Interval Granular Fuzzy Models: Concepts and Development
著者:: Dan Shan, 等
出版事項: (2019-01-01)
著者:: Dan Shan, 等
出版事項: (2019-01-01)
Optimization of data resampling through GA for the classification of imbalanced datasets
著者:: Filippo Galli, 等
出版事項: (2019-10-01)
著者:: Filippo Galli, 等
出版事項: (2019-10-01)
Using deep learning for trajectory classification in imbalanced dataset
著者:: Nicksson Ckayo Arrais de Freitas, 等
出版事項: (2021-04-01)
著者:: Nicksson Ckayo Arrais de Freitas, 等
出版事項: (2021-04-01)
Multiple Classifier System for Handling Imbalanced and Overlapping Datasets on Multiclass Classification
著者:: Dessy Siahaan, 等
出版事項: (2024-05-01)
著者:: Dessy Siahaan, 等
出版事項: (2024-05-01)
Adaptive Sampling Framework for Imbalanced DDoS Traffic Classification
著者:: Hongjoong Kim, 等
出版事項: (2025-06-01)
著者:: Hongjoong Kim, 等
出版事項: (2025-06-01)
An improved SMOTE algorithm for enhanced imbalanced data classification by expanding sample generation space
著者:: Ying Li, 等
出版事項: (2025-07-01)
著者:: Ying Li, 等
出版事項: (2025-07-01)
Developing a classification Method for Imbalanced Dataset Using Multi-Objective Evolutionary Algorithms
著者:: amir daneshvar, 等
出版事項: (2019-12-01)
著者:: amir daneshvar, 等
出版事項: (2019-12-01)
A Wasserstein Distance-Based Cost-Sensitive Framework for Imbalanced Data Classification
著者:: R. Feng, 等
出版事項: (2023-09-01)
著者:: R. Feng, 等
出版事項: (2023-09-01)
Data-Centric Optimization Approach for Small, Imbalanced Datasets
著者:: Vladislav Tanov
出版事項: (2023-01-01)
著者:: Vladislav Tanov
出版事項: (2023-01-01)
Maturity Classification of “Hupingzao” Jujubes with an Imbalanced Dataset Based on Improved MobileNet V2
著者:: Haixia Sun, 等
出版事項: (2022-08-01)
著者:: Haixia Sun, 等
出版事項: (2022-08-01)
Vehicle Classification Using an Imbalanced Dataset Based on a Single Magnetic Sensor
著者:: Chang Xu, 等
出版事項: (2018-05-01)
著者:: Chang Xu, 等
出版事項: (2018-05-01)
A Boundary-Information-Based Oversampling Approach to Improve Learning Performance for Imbalanced Datasets
著者:: Der-Chiang Li, 等
出版事項: (2022-02-01)
著者:: Der-Chiang Li, 等
出版事項: (2022-02-01)
Application of the Minkowski Distance Similarity Method in Case-Based Reasoning for Stroke Diagnosis
著者:: Angelina Rumuy, 等
出版事項: (2023-11-01)
著者:: Angelina Rumuy, 等
出版事項: (2023-11-01)
Informational Granules in Interactive Granular Computing †
著者:: Andrzej Skowron
出版事項: (2023-08-01)
著者:: Andrzej Skowron
出版事項: (2023-08-01)
A Submodular Optimization Framework for Imbalanced Text Classification With Data Augmentation
著者:: Eyor Alemayehu, 等
出版事項: (2023-01-01)
著者:: Eyor Alemayehu, 等
出版事項: (2023-01-01)
Impact of Imbalanced Datasets Preprocessing in the Performance of Associative Classifiers
著者:: Adolfo Rangel-Díaz-de-la-Vega, 等
出版事項: (2020-04-01)
著者:: Adolfo Rangel-Díaz-de-la-Vega, 等
出版事項: (2020-04-01)
Majority clustering for imbalanced image classification
著者:: Keshav Sharma, 等
出版事項: (2025-06-01)
著者:: Keshav Sharma, 等
出版事項: (2025-06-01)
Yielding Multi-Fold Training Strategy for Image Classification of Imbalanced Weeds
著者:: Vo Hoang Trong, 等
出版事項: (2021-04-01)
著者:: Vo Hoang Trong, 等
出版事項: (2021-04-01)
A Hybrid MultiLayer Perceptron Under-Sampling with Bagging Dealing with a Real-Life Imbalanced Rice Dataset
著者:: Moussa Diallo, 等
出版事項: (2021-07-01)
著者:: Moussa Diallo, 等
出版事項: (2021-07-01)
Research development on granular computing theory and method for big data
著者:: Jiye LIANG, 等
出版事項: (2016-07-01)
著者:: Jiye LIANG, 等
出版事項: (2016-07-01)
Augmentation of Soft Partition with a Granular Prototype Based Fuzzy C-Means
著者:: Ruixin Wang, 等
出版事項: (2024-05-01)
著者:: Ruixin Wang, 等
出版事項: (2024-05-01)
Bounded–abstaining classification for breast tumors in imbalanced ultrasound images
著者:: Guan Hongjiao, 等
出版事項: (2020-06-01)
著者:: Guan Hongjiao, 等
出版事項: (2020-06-01)
A Design and Its Application of Multi-Granular Fuzzy Model with Hierarchical Tree Structures
著者:: Chan-Uk Yeom, 等
出版事項: (2023-10-01)
著者:: Chan-Uk Yeom, 等
出版事項: (2023-10-01)
Performance of Machine Learning Algorithms on Imbalanced Sentiment Datasets Without Balancing Techniques
著者:: Dina Wulan Yekti rahayu, 等
出版事項: (2025-06-01)
著者:: Dina Wulan Yekti rahayu, 等
出版事項: (2025-06-01)
TWO-WAY METRIC LEARNING WITH MAJORITY AND MINORITY SUBSETS FOR CLASSIFICATION OF LARGE EXTREMELY IMBALANCED FACE DATASET
著者:: Ashu Kaushik, 等
出版事項: (2021-12-01)
著者:: Ashu Kaushik, 等
出版事項: (2021-12-01)
Supervised Density-Based Metric Learning Based on Bhattacharya Distance for Imbalanced Data Classification Problems
著者:: Atena Jalali Mojahed, 等
出版事項: (2024-09-01)
著者:: Atena Jalali Mojahed, 等
出版事項: (2024-09-01)
Adaptation Proposed Methods for Handling Imbalanced Datasets based on Over-Sampling Technique
著者:: Liqaa M. Shoohi, 等
出版事項: (2020-04-01)
著者:: Liqaa M. Shoohi, 等
出版事項: (2020-04-01)
Further characterizations and representations of the Minkowski inverse in Minkowski space
著者:: Jiale Gao, 等
出版事項: (2023-07-01)
著者:: Jiale Gao, 等
出版事項: (2023-07-01)
MKC-SMOTE: A Novel Synthetic Oversampling Method for Multi-Class Imbalanced Data Classification
著者:: Jiao Wang, 等
出版事項: (2024-01-01)
著者:: Jiao Wang, 等
出版事項: (2024-01-01)
An Outlier Detection Algorithm Based on Multimodal Granular Distances
著者:: Tiancai Huang, 等
出版事項: (2025-09-01)
著者:: Tiancai Huang, 等
出版事項: (2025-09-01)
Study of the Application of Text Augmentation with Paraphrasing to Overcome Imbalanced Data in Indonesian Text Classification
著者:: Mutiara Indryan Sari, 等
出版事項: (2025-04-01)
著者:: Mutiara Indryan Sari, 等
出版事項: (2025-04-01)
Equalizing imbalanced imprecise datasets for genetic fuzzy classifiers
著者:: AnaM. Palacios, 等
出版事項: (2012-04-01)
著者:: AnaM. Palacios, 等
出版事項: (2012-04-01)
The Distance-Based Balancing Ensemble Method for Data With a High Imbalance Ratio
著者:: Dong Chen, 等
出版事項: (2019-01-01)
著者:: Dong Chen, 等
出版事項: (2019-01-01)
Anti-noise twin-hyperspheres with density fuzzy for binary classification to imbalanced data with noise
著者:: Jian Zheng
出版事項: (2023-07-01)
著者:: Jian Zheng
出版事項: (2023-07-01)
APAROS: A Clustering-Based Hybrid Approach for Handling Overlapped Regions in Imbalanced Datasets
著者:: Annam Nandini, 等
出版事項: (2025-01-01)
著者:: Annam Nandini, 等
出版事項: (2025-01-01)
Constrained Oversampling: An Oversampling Approach to Reduce Noise Generation in Imbalanced Datasets With Class Overlapping
著者:: Changhui Liu, 等
出版事項: (2022-01-01)
著者:: Changhui Liu, 等
出版事項: (2022-01-01)
A Class of Association Measures for Categorical Variables Based on Weighted Minkowski Distance
著者:: Qingyang Zhang
出版事項: (2019-10-01)
著者:: Qingyang Zhang
出版事項: (2019-10-01)
QuantImPy: Minkowski functionals and functions with Python
著者:: Arnout M.P. Boelens, 等
出版事項: (2021-12-01)
著者:: Arnout M.P. Boelens, 等
出版事項: (2021-12-01)
An Approach for Mining Imbalanced Datasets Combining Specialized Oversampling and Undersampling Methods
著者:: Joanna Jedrzejowicz, 等
出版事項: (2023-01-01)
著者:: Joanna Jedrzejowicz, 等
出版事項: (2023-01-01)
類似資料
-
Distance-based Information Granularity and Hierarchical Structure for an Intuitionistic Fuzzy Granular Space
著者:: Bing Huang, 等
出版事項: (2016-06-01) -
Interval Granular Fuzzy Models: Concepts and Development
著者:: Dan Shan, 等
出版事項: (2019-01-01) -
Optimization of data resampling through GA for the classification of imbalanced datasets
著者:: Filippo Galli, 等
出版事項: (2019-10-01) -
Using deep learning for trajectory classification in imbalanced dataset
著者:: Nicksson Ckayo Arrais de Freitas, 等
出版事項: (2021-04-01) -
Multiple Classifier System for Handling Imbalanced and Overlapping Datasets on Multiclass Classification
著者:: Dessy Siahaan, 等
出版事項: (2024-05-01)
