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An Integrated Fusion Framework for Ensemble Learning Leveraging Gradient Boosting and Fuzzy Rule-Based Models
Journal article
Li, Jinbo, Liu, Peng, Chen, Long, Pedrycz, Witold, Ding, Weiping. An Integrated Fusion Framework for Ensemble Learning Leveraging Gradient Boosting and Fuzzy Rule-Based Models[J]. IEEE Transactions on Artificial Intelligence, 2024.
Authors:
Li, Jinbo
;
Liu, Peng
;
Chen, Long
;
Pedrycz, Witold
;
Ding, Weiping
Favorite
|
TC[Scopus]:
1
|
Submit date:2024/08/05
Fuzzy Rules-based Model
Incremental Models
Interpretability
Ensemble Learning
A fast interpretable adaptive meta-learning enhanced deep learning framework for diagnosis of diabetic retinopathy
Journal article
Wang, Maofa, Gong, Qizhou, Wan, Quan, Leng, Zhixiong, Xu, Yanlin, Yan, Bingchen, Zhang, He, Huang, Hongliang, Sun, Shaohua. A fast interpretable adaptive meta-learning enhanced deep learning framework for diagnosis of diabetic retinopathy[J]. Expert Systems with Applications, 2024, 244, 123074.
Authors:
Wang, Maofa
;
Gong, Qizhou
;
Wan, Quan
;
Leng, Zhixiong
;
Xu, Yanlin
; et al.
Favorite
|
TC[WOS]:
2
TC[Scopus]:
2
IF:
7.5
/
7.6
|
Submit date:2024/05/16
Adaptive Meta-learning
Deep Learning
Few-shot Classification
Interpretability
Logistic Regression
Is Machine Learning Really Unsafe and Irresponsible in Social Sciences? Paradoxes and Reconsideration from Recidivism Prediction Tasks
Journal article
Liu, Jianhong, Li, Dianshi Moses. Is Machine Learning Really Unsafe and Irresponsible in Social Sciences? Paradoxes and Reconsideration from Recidivism Prediction Tasks[J]. Asian Journal of Criminology, 2024, 19(2), 143-159.
Authors:
Liu, Jianhong
;
Li, Dianshi Moses
Favorite
|
TC[WOS]:
0
TC[Scopus]:
0
IF:
1.8
/
1.9
|
Submit date:2024/08/05
Black-box Algorithms
Computational Social Science
Explainable Artificial Intelligence
Interpretability Of Algorithms
Recidivism Prediction
Doubly Interpretable Fuzzy Apriori Classifier by Successive Stacking and One-step Wide Calculation
Journal article
Xie, Runshan, Vong, Chi Man, Wang, Shitong. Doubly Interpretable Fuzzy Apriori Classifier by Successive Stacking and One-step Wide Calculation[J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2024, 32(4), 1653-1667.
Authors:
Xie, Runshan
;
Vong, Chi Man
;
Wang, Shitong
Favorite
|
TC[WOS]:
2
TC[Scopus]:
2
IF:
10.7
/
9.7
|
Submit date:2024/02/22
Double Interpretability (Di)
Fuzzy Apriori-based Classifiers
Generalization Capability
Hybrid Ensemble Structure
Internally & Generatively Decorrelated Ensemble of First-Order Takagi-Sugeno-Kang Fuzzy Regressors With Quintuply Diversity Guarantee
Journal article
Zhou, Erhao, Vong, Chi Man, Nojima, Yusuke, Wang, Shitong. Internally & Generatively Decorrelated Ensemble of First-Order Takagi-Sugeno-Kang Fuzzy Regressors With Quintuply Diversity Guarantee[J]. IEEE Transactions on Fuzzy Systems, 2023, 32(3), 1288-1302.
Authors:
Zhou, Erhao
;
Vong, Chi Man
;
Nojima, Yusuke
;
Wang, Shitong
Favorite
|
TC[WOS]:
1
TC[Scopus]:
1
IF:
10.7
/
9.7
|
Submit date:2024/02/22
First-order Takagi–sugeno–kang (Tsk) Fuzzy Regressor
Full Interpretability
Generalization Capability
Quintuply Diversity Guarantee
Wide-ensemble Learning
A Fully Interpretable First-order TSK Fuzzy System and Its Training with Negative Entropic and Rule-stability-based Regularization
Journal article
Zhou, Erhao, Vong, Chi Man, Nojima, Yusuke, Wang, Shitong. A Fully Interpretable First-order TSK Fuzzy System and Its Training with Negative Entropic and Rule-stability-based Regularization[J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 31(7), 2305 - 2319.
Authors:
Zhou, Erhao
;
Vong, Chi Man
;
Nojima, Yusuke
;
Wang, Shitong
Favorite
|
TC[WOS]:
10
TC[Scopus]:
13
IF:
10.7
/
9.7
|
Submit date:2023/01/30
Entropic And Rule-stability-based Regularizer
First-order Takagi-sugeno-kang (Tsk) Fuzzy System
Fuzzy Rules
Gaussian Mixture Model (Gmm)
Generalization Performance
Interpretability
A novel probabilistic framework with interpretability for generator coherency identification
Journal article
Liu, Fengrui, Yin, Yikun, Li, Baitong. A novel probabilistic framework with interpretability for generator coherency identification[J]. INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2022, 143, 108474.
Authors:
Liu, Fengrui
;
Yin, Yikun
;
Li, Baitong
Favorite
|
TC[WOS]:
1
TC[Scopus]:
5
IF:
5.0
/
4.6
|
Submit date:2022/08/02
Generator Coherency Identification
Interpretability
Multi-task Learning
Spatial–temporal Auto-encoder
Wide-area Measurement
Multi-feature Urban Traffic Prediction Based on Unconstrained Graph Attention Network
Conference paper
Hangtao He, Kejiang Ye, Cheng-Zhong Xu. Multi-feature Urban Traffic Prediction Based on Unconstrained Graph Attention Network[C]:IEEE, 2021, 1409-1417.
Authors:
Hangtao He
;
Kejiang Ye
;
Cheng-Zhong Xu
Favorite
|
TC[WOS]:
6
TC[Scopus]:
8
|
Submit date:2022/05/13
Traffic Prediction
Graph Neural Networks
Interpretability
Teng-Yue algorithm: A novel metaheuristic search method for fast cancer classification
Conference paper
Tengyue Li, Simon Fong, Antonio J. Tallón-Ballesteros. Teng-Yue algorithm: A novel metaheuristic search method for fast cancer classification[C], 2020, 47-48.
Authors:
Tengyue Li
;
Simon Fong
;
Antonio J. Tallón-Ballesteros
Favorite
|
TC[Scopus]:
3
|
Submit date:2021/03/09
Novel Metaheuristics
Feature Engineering
Medical Data Classification
Accuracy
Interpretability
Search Algorithm
A gradient-descent-based approach for transparent linguistic interface generation in fuzzy models
Journal article
Chen L., Chen C.L.P., Pedrycz W.. A gradient-descent-based approach for transparent linguistic interface generation in fuzzy models[J]. IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics, 2010, 40(5), 1219-1230.
Authors:
Chen L.
;
Chen C.L.P.
;
Pedrycz W.
Favorite
|
TC[WOS]:
20
TC[Scopus]:
22
|
Submit date:2019/02/11
Fuzzy Clustering
Fuzzy Decision Tree
Fuzzy Systems
Linguistic Interface
Membership Functions
Transparency And Interpretability