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Stacked Broad Learning System: From Incremental Flatted Structure to Deep Model

https://doi.org/10.1109/tsmc.2020.3043147
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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/3-540-44673-7_8openalex-snapshot
Pattern Recognition and Neural Networks
inferredcites →https://doi.org/10.1007/978-3-319-46487-9_6openalex-snapshot
MS-Celeb-1M: A Dataset and Benchmark for Large-Scale Face Recognition
inferredcites →https://doi.org/10.1007/978-3-319-46493-0_38openalex-snapshot
Identity Mappings in Deep Residual Networks
inferredcites →https://doi.org/10.1007/s10994-017-5694-9openalex-snapshot
Dyad ranking using Plackett–Luce models based on joint feature representations
inferredcites →https://doi.org/10.1007/s11432-017-9421-3openalex-snapshot
Discriminative graph regularized broad learning system for image recognition
inferredcites →https://doi.org/10.1016/j.ins.2014.01.015openalex-snapshot
Data-intensive applications, challenges, techniques and technologies: A survey on Big Data
inferredcites →https://doi.org/10.1016/j.neucom.2019.10.007openalex-snapshot
Autonomous deep learning: A genetic DCNN designer for image classification
inferredcites →https://doi.org/10.1016/j.snb.2007.09.060openalex-snapshot
On field calibration of an electronic nose for benzene estimation in an urban pollution monitoring scenario
inferredcites →https://doi.org/10.1017/cbo9780511812651openalex-snapshot
Pattern Recognition and Neural Networks
inferredcites →https://doi.org/10.1080/01431160412331269698openalex-snapshot
Random forest classifier for remote sensing classification
inferredcites →https://doi.org/10.1093/oso/9780198538493.001.0001openalex-snapshot
Neural Networks for Pattern Recognition
inferredcites →https://doi.org/10.1109/2.144401openalex-snapshot
Functional-link net computing: theory, system architecture, and functionalities
inferredcites →https://doi.org/10.1109/3477.740166openalex-snapshot
A rapid learning and dynamic stepwise updating algorithm for flat neural networks and the application to time-series prediction
inferredcites →https://doi.org/10.1109/5.726791openalex-snapshot
Gradient-based learning applied to document recognition
inferredcites →https://doi.org/10.1109/78.258082openalex-snapshot
Matching pursuits with time-frequency dictionaries
inferredcites →https://doi.org/10.1109/compcomm.2018.8780984openalex-snapshot
A CNN-Based Broad Learning System
inferredcites →https://doi.org/10.1109/cvpr.2004.1315150openalex-snapshot
Learning methods for generic object recognition with invariance to pose and lighting
inferredcites →https://doi.org/10.1109/cvpr.2016.90openalex-snapshot
Deep Residual Learning for Image Recognition
inferredcites →https://doi.org/10.1109/cvpr.2017.243openalex-snapshot
Densely Connected Convolutional Networks
inferredcites →https://doi.org/10.1109/mis.2013.140openalex-snapshot
Extreme Learning Machines [Trends & Controversies]
inferredcites →https://doi.org/10.1109/siprocess.2019.8868769openalex-snapshot
CNN-Based Broad Learning System
inferredcites →https://doi.org/10.1109/smc.2019.8914328openalex-snapshot
Multi-Kernel Broad Learning systems Based on Random Features:A Novel Expansion for Nonlinear Feature Nodes
inferredcites →https://doi.org/10.1109/taffc.2019.2937768openalex-snapshot
GCB-Net: Graph Convolutional Broad Network and Its Application in Emotion Recognition
inferredcites →https://doi.org/10.1109/tcyb.2018.2857815openalex-snapshot
Fuzzy Broad Learning System: A Novel Neuro-Fuzzy Model for Regression and Classification
inferredcites →https://doi.org/10.1109/tcyb.2018.2863020openalex-snapshot
Recurrent Broad Learning Systems for Time Series Prediction
inferredcites →https://doi.org/10.1109/tcyb.2020.2969705openalex-snapshot
Novel Efficient RNN and LSTM-Like Architectures: Recurrent and Gated Broad Learning Systems and Their Applications for Text Classification
inferredcites →https://doi.org/10.1109/tcyb.2020.2978500openalex-snapshot
Adaptive Deep Cascade Broad Learning System and Its Application in Image Denoising
inferredcites →https://doi.org/10.1109/tie.2019.2931255openalex-snapshot
Broad Convolutional Neural Network Based Industrial Process Fault Diagnosis With Incremental Learning Capability
inferredcites →https://doi.org/10.1109/tnnls.2015.2420661openalex-snapshot
Adaptive Neural Output Feedback Control of Output-Constrained Nonlinear Systems With Unknown Output Nonlinearity
inferredcites →https://doi.org/10.1109/tnnls.2015.2424995openalex-snapshot
Extreme Learning Machine for Multilayer Perceptron
inferredcites →https://doi.org/10.1109/tnnls.2015.2435783openalex-snapshot
Change Detection in Synthetic Aperture Radar Images Based on Deep Neural Networks
inferredcites →https://doi.org/10.1109/tnnls.2017.2716952openalex-snapshot
Broad Learning System: An Effective and Efficient Incremental Learning System Without the Need for Deep Architecture
inferredcites →https://doi.org/10.1109/tnnls.2018.2866622openalex-snapshot
Universal Approximation Capability of Broad Learning System and Its Structural Variations
inferredcites →https://doi.org/10.1109/tpami.2019.2918284openalex-snapshot
Convolutional Networks with Dense Connectivity
inferredcites →https://doi.org/10.1109/tsmc.2019.2956022openalex-snapshot
A Complex Network-Based Broad Learning System for Detecting Driver Fatigue From EEG Signals
inferredcites →https://doi.org/10.1109/tsmc.2019.2957818openalex-snapshot
A Construction of Robust Representations for Small Data Sets Using Broad Learning System
inferredcites →https://doi.org/10.1109/tsmc.2020.2964684openalex-snapshot
Classification of EEG Signals on VEP-Based BCI Systems With Broad Learning
inferredcites →https://doi.org/10.1109/tsmc.2020.2995205openalex-snapshot
Analysis and Variants of Broad Learning System
inferredcites →https://doi.org/10.1109/tsmcb.2011.2168604openalex-snapshot
Extreme Learning Machine for Regression and Multiclass Classification
inferredcites →https://doi.org/10.1126/science.1127647openalex-snapshot
Reducing the Dimensionality of Data with Neural Networks
inferredcites →https://doi.org/10.1142/9789812776655openalex-snapshot
Least Squares Support Vector Machines
inferredcites →https://doi.org/10.1145/1390156.1390294openalex-snapshot
Extracting and composing robust features with denoising autoencoders
inferredcites →https://doi.org/10.1145/3065386openalex-snapshot
ImageNet classification with deep convolutional neural networks
inferredcites →https://doi.org/10.1162/neco.2006.18.7.1527openalex-snapshot
A Fast Learning Algorithm for Deep Belief Nets
inferredcites →https://doi.org/10.1609/aaai.v30i1.10287openalex-snapshot
Deep Learning with S-Shaped Rectified Linear Activation Units
inferredcites →https://doi.org/10.18637/jss.v017.b05openalex-snapshot
Pattern Recognition and Machine Learning
inferredcites →https://doi.org/10.2307/1268908openalex-snapshot
Modern Applied Statistics with S-PLUS
inferredcites →https://doi.org/10.2307/2532871openalex-snapshot
Modern Applied Statistics with S-Plus.
inferredcites →https://doi.org/10.48550/arxiv.1602.07360openalex-snapshot
SqueezeNet: AlexNet-level accuracy with 50x fewer parameters and <0.5MB model size
inferredcites →https://doi.org/10.48550/arxiv.1603.08029openalex-snapshot
Resnet in Resnet: Generalizing Residual Architectures
inferredcites →https://doi.org/10.48550/arxiv.1708.07747openalex-snapshot
Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms
inferredcites →https://doi.org/10.48550/arxiv.1905.11533openalex-snapshot
CGaP: Continuous Growth and Pruning for Efficient Deep Learning
inferredcites →https://doi.org/10.57702/e7wwo0zkopenalex-snapshot
Reading digits in natural images with unsupervised feature learning
inferredcites →https://doi.org/10.57702/zp44cu3gopenalex-snapshot
Learning Multiple Layers of Features from Tiny Images
inferredcites →https://doi.org/10.5860/choice.31-5500openalex-snapshot
Neural networks for pattern recognition

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

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Broad learning system combined with inter‐layer mutual attention‐based stacked performance‐relevant autoencoder for industrial process operating performance assessment
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Extreme Learning Machine Based on Adaptive Matrix Iteration
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Three-Way Hybrid Sampling Using Granular Balls for Imbalanced Classification
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Incremental Board Learning System Based on Feature Selection
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RA-BLS: A Sequential BLSs Integrated with Residual Attention Mechanism
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Discriminative projective dictionary pair based broad metric learning system: algorithm and its applications in pattern classification
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H-BLS: a hierarchical broad learning system with deep and sparse feature learning
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A novel cognitive diagnosis system with attention residual mechanism and broad learning
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SPRBF-ABLS: a novel attention-based broad learning systems with sparse polynomial-based radial basis function neural networks
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A progressively-enhanced framework to broad networks for efficient recognition applications
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Broad learning system based on the quantized minimum error entropy criterion
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Stochastic configuration broad learning system and its approximation capability analysis
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Broad forest regression for industrial modeling
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Communication-efficient decentralized elastic-net broad learning system based on quantized and censored communications
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Learning broad learning system with controllable sparsity through L0 regularization
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Arrhythmia classification via Double Domain Weighted Broad Learning System
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Maturity discrimination of tobacco leaves for tobacco harvesting robots based on a Multi-Scale branch attention neural network
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Adaptive cascade enhancement broad learning system combined with stacked correlation information autoencoder for soft sensor modeling of industrial process
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Adaptive weights-based relaxed broad learning system for imbalanced classification
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Broad learning system based on driving amount and optimization solution
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Randomization-based neural networks for image-based wind turbine fault diagnosis
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Operating performance assessment method for industrial process with slowness principle-based LSTM network
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Mutual dimensionless improved bearing fault diagnosis based on Bp-increment broad learning system in computer vision
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Reinforced node selection-based broad learning system and its applications
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A new data augmentation method for EEG features based on the hybrid model of broad-deep networks
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Efficient fault monitoring in wastewater treatment processes with time stacked broad learning network
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Transformer-BLS: An efficient learning algorithm based on multi-head attention mechanism and incremental learning algorithms
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A broad learning model guided by global and local receptive causal features for online incremental machinery fault diagnosis
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Mixture-of-experts-based broad learning system and its applications
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EEG-DTIL: An EEG-based dynamic task-incremental learning method for decoding ADL-oriented motor imagery pairs
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Performance-oriented model learning and model predictive control for PEMFC air supply system
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Pay attention to doctor–patient dialogues: Multi-modal knowledge graph attention image-text embedding for COVID-19 diagnosis
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Broad and deep neural network for high-dimensional data representation learning
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Cauchy regularized broad learning system for noisy data regression
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Stacking multi-view broad learning system with residual structures for classification
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Generalized multikernel correntropy based broad learning system for robust regression
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A dynamic weighted deep-broad learning architecture for wind power interval prediction
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A high-fidelity digital twin predictive modeling of air-source heat pump using FCPM-SBLS algorithm
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Broad stochastic configuration network for regression
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Task-incremental broad learning system for multi-component intelligent fault diagnosis of machinery
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MAS-DGAT-Net: A dynamic graph attention network with multibranch feature extraction and staged fusion for EEG emotion recognition
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Double-kernel based Bayesian approximation broad learning system with dropout
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RFBLS: A robust rough fuzzy broad learning system with local neighborhood structure
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Matrix randomized autoencoder
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A novel broad learning network with residual technique
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CWBLS network and its application in portable spectral measurement
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Adaptive soft sensor using stacking approximate kernel based BLS for batch processes
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An ensemble multi-dimensional randomization network for intelligent recognition of tobacco baking stage
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XRF-based quantitative determination of soil heavy metals using SSA-optimized feature selection and an enhanced broad learning framework
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Training‐Efficient Personalised Knee Joint Moment Estimation via an Incremental Broad Learning System
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A hybrid model for wind power forecasting based on BLS-TCN with long-term trend capture and local disturbance suppression
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Research on Intelligent Identification and Diagnosis Technology of Mechanical Faults of High-voltage Circuit Breakers
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Fine-grained Classification of YOLOv5 Remote Sensing Aircraft Targets Incorporating Broad Learning System
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Sparse Broad Learning System via Sequential Threshold Least-Squares for Nonlinear System Identification Under Noise
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Node Slicing Broad Learning System for Text Classification
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Chebyshev Polynomial Broad Learning System
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Broad Learning System with Particle Swarm Optimization and Singular Value Decomposition
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Static Security Analysis of Power Systems Based on the PCA-DBLS Model
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Research on Rolling Bearing Fault Diagnosis Based on Distributed Fuzzy Broad Learning System Under Imbalanced Data
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BCLS: Broad Contrastive Learning System for Multimodal Epileptic Seizure Detection
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Context-Aware Multiagent Broad Reinforcement Learning for Mixed Pedestrian-Vehicle Adaptive Traffic Light Control
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Federated Continuous Learning Based on Stacked Broad Learning System Assisted by Digital Twin Networks: An Incremental Learning Approach for Intrusion Detection in UAV Networks
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Adaptive Broad Deep Reinforcement Learning for Intelligent Traffic Light Control
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A Fault Diagnosis Method for Rotating Machinery by Multimode Feature Entropy and Mutual Cooperation Broad Learning System
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Hybrid Collaborative Ensemble Clustering for Cancer Gene Expression Data
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Incremental Learning Algorithms for Broad Learning System with Node and Input Addition
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Concrete Structural Crack Damage Classification Using Nonlinear Dimension Reduction and Broad Learning System
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Prototype Enhancement-Based Incremental Evolution Learning for Urban Garbage Classification
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Residual GCB-Net: Residual Graph Convolutional Broad Network on Emotion Recognition
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Incremental Multilayer Broad Learning System With Stochastic Configuration Algorithm for Regression
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Cross-Cultural Emotion Recognition With EEG and Eye Movement Signals Based on Multiple Stacked Broad Learning System
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Research Review for Broad Learning System: Algorithms, Theory, and Applications
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Adversarial Incomplete Multiview Subspace Clustering Networks
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Conditional Uncorrelation and Efficient Subset Selection in Sparse Regression
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An ACP-Based Parallel Approach for Color Image Encryption Using Redundant Blocks
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Specific Expert Learning: Enriching Ensemble Diversity via Knowledge Distillation
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Growing Echo State Network With an Inverse-Free Weight Update Strategy
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Self-Paced Broad Learning System
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A Robust Semi-Supervised Broad Learning System Guided by Ensemble-Based Self-Training
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Dynamic Graph Regularized Broad Learning With Marginal Fisher Representation for Noisy Data Classification
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Deep Optimized Broad Learning System for Applications in Tabular Data Recognition
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Synergetic Learning System Based on Swarm of Non-Gradient Learners
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MFBLS: A Mixture-of-Experts-Based Fuzzy Broad Learning System for Tackling Imbalanced Datasets
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An Efficient Inspection System Based on Broad Learning: Nondestructively Estimating Cement Compressive Strength With Internal Factors
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Fault Detection in Wastewater Treatment Process Using Broad Slow Feature Neural Network With Incremental Learning Ability
inferred← citeshttps://doi.org/10.1109/tim.2022.3170967openalex-snapshot
Gated Broad Learning System Based on Deep Cascaded for Soft Sensor Modeling of Industrial Process
inferred← citeshttps://doi.org/10.1109/tim.2025.3551981openalex-snapshot
PV-PASBLS: A Multimodal Point-View Fusion Model Based on Parameter Adaptive Stacked Broad Learning System for 3-D Shape Recognition
inferred← citeshttps://doi.org/10.1109/tim.2026.3682796openalex-snapshot
High-Fidelity and Efficient Torque Estimation for Quasi-Direct Drive Actuators With an Incremental Recurrent Cascade Broad Learning System
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Fourier Boundary Features Network With Wider Catchers for Glass Segmentation
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Real-Time Traffic Flow Prediction for 6G Enabled Intelligent Transportation System
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Adaptive Ensemble Clustering With Boosting BLS-Based Autoencoder
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Enhancing Active Learning for Class Imbalance With an Incrementally Weighted Approach
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Robust Unsupervised Anomaly Detection for Surface Defects Based on Stacked Broad Learning System
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Bio-Inspired Multi-Scale Contourlet Attention Networks
inferred← citeshttps://doi.org/10.1109/tnnls.2022.3184846openalex-snapshot
BASS: Broad Network Based on Localized Stochastic Sensitivity
inferred← citeshttps://doi.org/10.1109/tnnls.2022.3190043openalex-snapshot
A Pseudoinversion-Free Method for Weight Updating in Broad Learning System
inferred← citeshttps://doi.org/10.1109/tnnls.2022.3216788openalex-snapshot
Tree Broad Learning System for Small Data Modeling
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3259016openalex-snapshot
Class-Incremental Learning Method With Fast Update and High Retainability Based on Broad Learning System
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3264617openalex-snapshot
A Broad Generative Network for Two-Stage Image Outpainting
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3317255openalex-snapshot
When Broad Learning System Meets Label Noise Learning: A Reweighting Learning Framework
inferred← citeshttps://doi.org/10.1109/tnnls.2023.3347888openalex-snapshot
Extreme Fuzzy Broad Learning System: Algorithm, Frequency Principle, and Applications in Classification and Regression
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3377194openalex-snapshot
Dynamic Neural Network Structure: A Review for its Theories and Applications
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3392583openalex-snapshot
An Incremental-Self-Training-Guided Semi-Supervised Broad Learning System
inferred← citeshttps://doi.org/10.1109/tnnls.2024.3396659openalex-snapshot
Robust Incremental Broad Learning System for Data Streams of Uncertain Scale
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3564654openalex-snapshot
Bi-PIL: Bidirectional Gradient-Free Learning Scheme for Multilayer Neural Networks
inferred← citeshttps://doi.org/10.1109/tnnls.2025.3567757openalex-snapshot
Factorization-Based Broad Learning System With Time-Dependent Structure
inferred← citeshttps://doi.org/10.1109/tnsm.2024.3353772openalex-snapshot
Detecting Cloud Anomaly via Broad Network-Based Contrastive Autoencoder
inferred← citeshttps://doi.org/10.1109/trustcom56396.2022.00231openalex-snapshot
Vehicle Classification System with Mobile Edge Computing Based on Broad Learning
inferred← citeshttps://doi.org/10.1109/tsmc.2021.3055501openalex-snapshot
An Input Weights Dependent Complex-Valued Learning Algorithm Based on Wirtinger Calculus
inferred← citeshttps://doi.org/10.1109/tsmc.2022.3211519openalex-snapshot
Broad Minimax Probability Learning System and its Application in Regression Modeling
inferred← citeshttps://doi.org/10.1109/tsmc.2023.3275128openalex-snapshot
Stacked BNAS: Rethinking Broad Convolutional Neural Network for Neural Architecture Search
inferred← citeshttps://doi.org/10.1109/tsmc.2023.3301001openalex-snapshot
Convolutional Features-Based Broad Learning With LSTM for Multidimensional Facial Emotion Recognition in Human–Robot Interaction
inferred← citeshttps://doi.org/10.1109/tsmc.2023.3305498openalex-snapshot
Efficient Incremental Offline Reinforcement Learning With Sparse Broad Critic Approximation
inferred← citeshttps://doi.org/10.1109/tsmc.2023.3315541openalex-snapshot
Robust Multitask Learning With Sample Gradient Similarity
inferred← citeshttps://doi.org/10.1109/tsmc.2024.3352019openalex-snapshot
A Progressive Stacking Pseudoinverse Learning Framework via Active Learning in Random Subspaces
inferred← citeshttps://doi.org/10.1109/tsmc.2025.3629555openalex-snapshot
Semi-Supervised Ensemble Classifier Based on Distance Constraint for High-Dimensional Data
inferred← citeshttps://doi.org/10.1109/tsmc.2026.3687878openalex-snapshot
Federated Class Incremental Learning Method With High Accuracy and Extremely Low Communication Cost Based on Broad Learning System
inferred← citeshttps://doi.org/10.1109/tsmc.2026.3693265openalex-snapshot
Dual-Branch Transformation Broad Learning for Multiclass Recognition
inferred← citeshttps://doi.org/10.1145/3639063openalex-snapshot
Data Scarcity in Recommendation Systems: A Survey
inferred← citeshttps://doi.org/10.1155/2022/7338164openalex-snapshot
Antenna Optimization Based on Auto-Context Broad Learning System
inferred← citeshttps://doi.org/10.1155/2022/9410381openalex-snapshot
River Extraction from Remote Sensing Images in Cold and Arid Regions Based on Attention Mechanism
inferred← citeshttps://doi.org/10.14569/ijacsa.2024.0150252openalex-snapshot
A Novel Robust Stacked Broad Learning System for Noisy Data Regression
inferred← citeshttps://doi.org/10.21203/rs.3.rs-3178569/v1openalex-snapshot
Broad learning system based on adaptive lasso
inferred← citeshttps://doi.org/10.21203/rs.3.rs-3957305/v1openalex-snapshot
Adaptive Soft Sensor of Stacking Approximate Kernel- Based Broad Learning System for Batch Process
inferred← citeshttps://doi.org/10.23919/ccc52363.2021.9549897openalex-snapshot
Multimodal Information-Based Broad and Deep Learning Model for Emotion Understanding
inferred← citeshttps://doi.org/10.32604/cmc.2025.064903openalex-snapshot
Intrusion Detection in Internet of Medical Things Using Digital Twins—A Review
inferred← citeshttps://doi.org/10.3390/app13148409openalex-snapshot
An Ensemble Broad Learning System (BLS) for Evaluating Landslide Susceptibility in Taiyuan City, Northern China
inferred← citeshttps://doi.org/10.3390/electronics12143118openalex-snapshot
RCBLS: An Outlier-Robust Broad Learning Framework with Compact Structure
inferred← citeshttps://doi.org/10.3390/math11173677openalex-snapshot
SSDStacked-BLS with Extended Depth and Width: Infrared Fault Diagnosis of Rolling Bearings under Dual Feature Selection
inferred← citeshttps://doi.org/10.3390/rs15040999openalex-snapshot
A Novel Hyperspectral Image Classification Method Using Class-Weighted Domain Adaptation Network
inferred← citeshttps://doi.org/10.3390/rs16091526openalex-snapshot
Capsule Broad Learning System Network for Robust Synthetic Aperture Radar Automatic Target Recognition with Small Samples
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