Cargando…

Deep Learning-Based Imbalanced Classification With Fuzzy Support Vector Machine

Imbalanced classification is widespread in the fields of medical diagnosis, biomedicine, smart city and Internet of Things. The imbalance of data distribution makes traditional classification methods more biased towards majority classes and ignores the importance of minority class. It makes the trad...

Descripción completa

Detalles Bibliográficos
Autores principales:	Wang, Ke-Fan, An, Jing, Wei, Zhen, Cui, Can, Ma, Xiang-Hua, Ma, Chao, Bao, Han-Qiu
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2022
Materias:	Bioengineering and Biotechnology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8815771/ https://www.ncbi.nlm.nih.gov/pubmed/35127672 http://dx.doi.org/10.3389/fbioe.2021.802712

Ejemplares similares

An Optimization Algorithm for Computer-Aided Diagnosis of Breast Cancer Based on Support Vector Machine
por: Dou, Yifeng, et al.
Publicado: (2021)

AOPs-SVM: A Sequence-Based Classifier of Antioxidant Proteins Using a Support Vector Machine
por: Meng, Chaolu, et al.
Publicado: (2019)

Different Machine Learning and Deep Learning Methods for the Classification of Colorectal Cancer Lymph Node Metastasis Images
por: Li, Jin, et al.
Publicado: (2021)

Recognition of Foot-Ankle Movement Patterns in Long-Distance Runners With Different Experience Levels Using Support Vector Machines
por: Suda, Eneida Yuri, et al.
Publicado: (2020)

A deep learning method for foot-type classification using plantar pressure images
por: Zhao, Yangyang, et al.
Publicado: (2023)

Rapid classification of micro-particles using multi-angle dynamic light scatting and machine learning approach
por: He, Xu, et al.
Publicado: (2022)

Advances of deep learning in electrical impedance tomography image reconstruction
por: Zhang, Tao, et al.
Publicado: (2022)

Classification of Vogt-Koyanagi-Harada disease using feature selection and classification based on wide-field swept-source optical coherence tomography angiography
por: Xiao, Peng, et al.
Publicado: (2023)

Two-Stage Deep Neural Network via Ensemble Learning for Melanoma Classification
por: Ding, Jiaqi, et al.
Publicado: (2022)

A deep learning mixed-data type approach for the classification of FHR signals
por: Spairani, Edoardo, et al.
Publicado: (2022)

Classification of Infected Necrotizing Pancreatitis for Surgery Within or Beyond 4 Weeks Using Machine Learning
por: Lan, Lan, et al.
Publicado: (2020)

Classification of 41 Hand and Wrist Movements via Surface Electromyogram Using Deep Neural Network
por: Sri-iesaranusorn, Panyawut, et al.
Publicado: (2021)

Deep Convolutional Generative Adversarial Network-Based EMG Data Enhancement for Hand Motion Classification
por: Chen, Zihan, et al.
Publicado: (2022)

Clustering and Weighted Scoring in Geometric Space Support Vector Machine Ensemble for Highly Imbalanced Data Classification
por: Ksieniewicz, Paweł, et al.
Publicado: (2020)

Systematic Comparison of the Influence of Different Data Preprocessing Methods on the Performance of Gait Classifications Using Machine Learning
por: Burdack, Johannes, et al.
Publicado: (2020)

Self-Tuning Control of Manipulator Positioning Based on Fuzzy PID and PSO Algorithm
por: Liu, Ying, et al.
Publicado: (2022)

Deep Reduced PEDOT Films Support Electrochemical Applications: Biomimetic Color Front
por: Martinez, Jose G., et al.
Publicado: (2015)

Deep Learning for Semantic Segmentation vs. Classification in Computational Pathology: Application to Mitosis Analysis in Breast Cancer Grading
por: Jiménez, Gabriel, et al.
Publicado: (2019)

Biased instantaneous regional muscle activation maps: Embedded fuzzy topology and image feature analysis
por: De la Fuente, Carlos, et al.
Publicado: (2022)

Pursuit and Evasion Strategy of a Differential Game Based on Deep Reinforcement Learning
por: Xu, Can, et al.
Publicado: (2022)

Efficient and reversible Cas13d-mediated knockdown with an all-in-one lentivirus-vector
por: Lv, Suli, et al.
Publicado: (2022)

Vector-Controlled Wheel-Like Magnetic Swarms With Multimodal Locomotion and Reconfigurable Capabilities
por: Li, Mu, et al.
Publicado: (2022)

Optimization of a Deep-Learning Method Based on the Classification of Images Generated by Parameterized Deep Snap a Novel Molecular-Image-Input Technique for Quantitative Structure–Activity Relationship (QSAR) Analysis
por: Matsuzaka, Yasunari, et al.
Publicado: (2019)

Productivity enhancement in L-lysine fermentation using oxygen-enhanced bioreactor and oxygen vector
por: Wang, Jinduo, et al.
Publicado: (2023)

Exploring the Application of Pattern Recognition and Machine Learning for Identifying Movement Phenotypes During Deep Squat and Hurdle Step Movements
por: Remedios, Sarah M., et al.
Publicado: (2020)

Rapid and Accurate Varieties Classification of Different Crop Seeds Under Sample-Limited Condition Based on Hyperspectral Imaging and Deep Transfer Learning
por: Wu, Na, et al.
Publicado: (2021)

Fuzzy support vector machine: an efficient rule-based classification technique for microarrays
por: Hajiloo, Mohsen, et al.
Publicado: (2013)

Classification of Diabetic Foot Ulcers Using Class Knowledge Banks
por: Xu, Yi, et al.
Publicado: (2022)

Construction of an Antibiotic-Free Vector and its Application in the Metabolic Engineering of Escherichia Coli for Polyhydroxybutyrate Production
por: Liao, Ying-Cheng, et al.
Publicado: (2022)

Assessment of age-related change of the ocular support system
por: Makarem, Ahmed, et al.
Publicado: (2023)

Standard Decision Boundary in a Support-Domain of Fuzzy Classifier Prediction for the Task of Imbalanced Data Classification
por: Ksieniewicz, Pawel
Publicado: (2020)

Combining 3D skeleton data and deep convolutional neural network for balance assessment during walking
por: Ma, Xiangyuan, et al.
Publicado: (2023)

Review on the Application of Machine Learning Algorithms in the Sequence Data Mining of DNA
por: Yang, Aimin, et al.
Publicado: (2020)

Evaluation of Microalgae as Immunostimulants and Recombinant Vaccines for Diseases Prevention and Control in Aquaculture
por: Ma, Ke, et al.
Publicado: (2020)

Automatic Classification of Barefoot and Shod Populations Based on the Foot Metrics and Plantar Pressure Patterns
por: Xiang, Liangliang, et al.
Publicado: (2022)

Classification of X-Ray Attenuation Properties of Additive Manufacturing and 3D Printing Materials Using Computed Tomography From 70 to 140 kVp
por: Ma, Xiangjie, et al.
Publicado: (2021)

Ensemble deep learning models for protein secondary structure prediction using bidirectional temporal convolution and bidirectional long short-term memory
por: Yuan, Lu, et al.
Publicado: (2023)

Deep Learning-Based Recognition of Different Thyroid Cancer Categories Using Whole Frozen-Slide Images
por: Zhu, Xinyi, et al.
Publicado: (2022)

Chronological Age Prediction: Developmental Evaluation of DNA Methylation-Based Machine Learning Models
por: Fan, Haoliang, et al.
Publicado: (2022)

New Fuzzy Support Vector Machine for the Class Imbalance Problem in Medical Datasets Classification
por: Gu, Xiaoqing, et al.
Publicado: (2014)

Cannot write session to /tmp/vufind_sessions/sess_7u4jm879mot1gf0eifv66solvi