Soft Computing, Volume 26, Issue 2, January 2022

1) A new limited memory method for unconstrained nonlinear least squares

Author(s): Morteza Kimiaei, Arnold Neumaier

Pages: 465 - 490

2) Orthomodular posets are algebras over bounded posets with involution

Author(s): Gejza Jenča

Pages: 491 - 498

3) Topological approach to generalized soft rough sets via near concepts

Author(s): Muhammad Irfan Ali, Mostafa K. El-Bably, El-Sayed A. Abo-Tabl

Pages: 499 - 509

4) An image encryption scheme based on finite-time cluster synchronization of two-layer complex dynamic networks

Author(s): Xiaohui Li, Lili Zhou, Fei Tan

Pages: 511 - 525

5) On coreflective hulls in Str-Q-TOP

Author(s): Harshita Tiwari, Rekha Srivastava

Pages: 527 - 534

6) Rings and residuated lattices whose fuzzy ideals form a Boolean algebra

Author(s): S. V. Tchoffo Foka, Marcel Tonga

Pages: 535 - 539

7) The fundamental group of soft topological spaces

Author(s): A. A. Bahredar, N. Kouhestani, H. Passandideh

Pages: 541 - 552

8) Reducing rational polynomial: a proposition of a strategy to deal with floating point numbers using singular value decomposition

Author(s): Ahmad Deeb, Rafik Belarbi

Pages: 553 - 573

9) A hybrid fuzzy decision making approach for sitting a solid waste energy production plant

Author(s): Kezban Albayrak

Pages: 575 - 587

10) Derivation and structural analysis of a three-input interval type-2 TS fuzzy PID controller

Author(s): Ritu Raj, B. M. Mohan...Jung-Min Yang

Pages: 589 - 603

11) Meta-heuristic algorithms for solving nonlinear differential equations based on multivariate Bernstein polynomials

Author(s): Rasha M. Abo-bakr, N. A. Mohamed, S. A. Mohamed

Pages: 605 - 619

12) Cognitive linear discriminant regression computing technique for HTTP video services in SDN networks

Author(s): B. D. Parameshachari, Sasikumar Gurumoorthy...Kavitha Rani Balmuri

Pages: 621 - 633

13) Implicit sentiment analysis based on multi-feature neural network model

Author(s): Yin Zhuang, Zhen Liu...Yan-Jie Chai

Pages: 635 - 644

14) India perspective: CNN-LSTM hybrid deep learning model-based COVID-19 prediction and current status of medical resource availability

Author(s): Shwet Ketu, Pramod Kumar Mishra

Pages: 645 - 664

15) Deep learning assisted cognitive diagnosis for the D-Riska application

Author(s): Cristian Cuerda, Alejandro Zornoza...Dulce Romero Ayuso

Pages: 665 - 676

16) An integrated fuzzy neural network with topic-aware auto-encoding for sentiment analysis

Author(s): Tham Vo

Pages: 677 - 693

17) Spatial–temporal attention fusion for traffic speed prediction

Author(s): Anqin Zhang, Qizheng Liu, Ting Zhang

Pages: 695 - 707

18) On the periodic hierarchical Chinese postman problem

Author(s): Muhammed Emre Keskin, Chefi Triki

Pages: 709 - 724

19) A novel solver for multi-objective optimization: dynamic non-dominated sorting genetic algorithm (DNSGA)

Author(s): Qiang Long, Guoquan Li, Lin Jiang

Pages: 725 - 747

20) A hybrid metaheuristic for the Knapsack Problem with Forfeits

Author(s): Giovanni Capobianco, Ciriaco D’Ambrosio...Fabio Sebastiano

Pages: 749 - 762

21) A dynamic material handling scheduling method based on elite opposition learning self-adaptive differential evolution-based extreme learning machine (EOADE-ELM) and knowledge base (KB) for line-integrated supermarkets

Author(s): Binghai Zhou, Wenfei Zha...Zhaoxu He

Pages: 763 - 785

22) A novel linguistic decision-making method based on the voting model for large-scale linguistic decision making

Author(s): Li Yan, Zheng Pei

Pages: 787 - 806

23) Developing a bi-objective schedule for an online cellular manufacturing system in an MTO environment

Author(s): Mohammad Kazemi, Ahmad Sadegheih...Mohammad Ali Vahdat

Pages: 807 - 828

24) Product quality control strategy of dual distribution channel structure in three-echelon supply chain

Author(s): Lilong Zhu, Bingjie Lu

Pages: 829 - 840

25) Proving authentication property of PUF-based mutual authentication protocol based on logic of events

Author(s): Jiawen Song, Meihua Xiao...Haoyang Zhou

Pages: 841 - 852

26) A data processing method based on sequence labeling and syntactic analysis for extracting new sentiment words from product reviews

Author(s): Shunxiang Zhang, Hanqing Xu...KuanChing Li

Pages: 853 - 866

27) Bayesian inference for data-driven training with application to seismic parameter prediction

Author(s): Jorge Morales, Wen Yu, Luciano Telesca

Pages: 867 - 876

28) Skeleton-based human activity recognition using ConvLSTM and guided feature learning

Author(s): Santosh Kumar Yadav, Kamlesh Tiwari...Shaik Ali Akbar

Pages: 877 - 890

29) Application of texture-based features for text non-text classification in printed document images with novel feature selection algorithm

Author(s): Soulib Ghosh, S. K. Khalid Hassan...Ram Sarkar

Pages: 891 - 909

30) A Multi-Layer Perceptron (MLP)-Fire Fly Algorithm (FFA)-based model for sediment prediction

Author(s): Sarita Gajbhiye Meshram, Chandrashekhar Meshram...Saiful Islam

Pages: 911 - 920

Soft Computing, Volume 26, Issue 1

1) PIU: risk-sensitive decision making using Pareto optimization of interval utilities induced by fuzzy preference relations

Author(s): Thomas A. Runkler

Pages: 1 - 11

2) Consensus control protocol for stochastic multiagents with predictors

Author(s): Xiaoli Jiang, Li Yang & Mingyue Liu

Pages: 13 - 24

3) The unbounded fuzzy norm convergence in fuzzy Banach lattices

Author(s): Zia Bashir & Mobashir Iqbal

Pages: 25 - 31

4) Reliability analysis of dependent competitive failure model with uncertain parameters

Author(s): Haiyan Shi, Chun Wei...Yanqing Wen

Pages: 33 - 43

5) A new version of bienergies and biangles for curves framed by extended darboux frame

Author(s): Talat Körpinar& Yasin Ünlütürk

Pages: 45 - 54

6) Truss decomposition using triangle graphs

Author(s): Mohsen Rezvani & Mojtaba Rezvani

Pages: 55 - 68

7) An improved multi-objective bacterial colony chemotaxis algorithm based on Pareto dominance

Author(s): Zhigang Lu, Shengjing Qi...Shifan Luo

Pages: 69 - 87

8) Sheffer operation in relational systems

Author(s): Ivan Chajda & Helmut Länger

Pages: 89 - 97

9) Hypernormed entropy on topological hypernormed hypergroups

Author(s): Khatereh Ghasemi & Javad Jamalzadeh

Pages: 99 - 104

10) A comparative study of different granular structures induced from the information systems

Author(s): Qingzhao Kong, Weihua Xu & Dongxiao Zhang

Pages: 105 - 122

11) A reliable link quality-based RPL routing for Internet of Things

Author(s): A. S. Joseph Charles & P. Kalavathi

Pages: 123 - 135

12) New robust location control charts for unknown process distribution with practical significance

Author(s): Rashid Mehmood, Muhammad Hisyam Lee...Sajdah Hassan

Pages: 137 - 153

13) Computing total edge irregularity strength for heptagonal snake graph and related graphs

Author(s): F. Salama

Pages: 155 - 164

14) Fractional-order generalized Taylor wavelet method for systems of nonlinear fractional differential equations with application to human respiratory syncytial virus infection

Author(s): Thieu N. Vo, Mohsen Razzaghi & Phan Thanh Toan

Pages: 165 - 173

15) Attack detection and securer data transmission in cognitive radio networks using BMHHO-ENN and SHA2-RSA

Author(s): K. J. Prasanna Venkatesan & S. Shanmughavel

Pages: 175 - 187

16) Time series prediction based on high-order intuitionistic fuzzy cognitive maps with variational mode decomposition

Author(s): Yao Xixi, Ding Fengqian & Luo Chao

Pages: 189 - 201

17) Tense operators on frameable equality algebras

Author(s): Shokoofeh Ghorbani

Pages: 203 - 213

18) Comparison of twelve types of rough approximations based on j-neighborhood space and j-adhesion neighborhood space

Author(s): Mohammed Atef, Ahmed Mostafa Khalil...Abd El Fattah El Atik

Pages: 215 - 236

19) GRP and CRITIC method for probabilistic uncertain linguistic MAGDM and its application to site selection of hospital constructions

Author(s): Siqi Wang, Guiwu Wei...Xudong Chen

Pages: 237 - 251

20) Green supplier selection in new era for sustainability: A novel method for integrating big data analytics and a hybrid fuzzy multi-criteria decision making

Author(s): Abdullah Yildizbasi & Yagmur Arioz

Pages: 253 - 270

21) Computation of multi-objective two-stage fuzzy probabilistic programming problem

Author(s): Narmada Ranarahu & J. K. Dash

Pages: 271 - 282

22) Inner product of fuzzy vectors

Author(s): Hsien-Chung Wu

Pages: 283 - 307

23) Three-way decision with conflict analysis approach in the framework of fuzzy set theory

Author(s): Zia Bashir, Abdul Wahab & Tabasam Rashid

Pages: 309 - 326

24) Analytics under uncertainty: a novel method for solving linear programming problems with trapezoidal fuzzy variables

Author(s): Ali Ebrahimnejad, Madjid Tavana & Vincent Charles

Pages: 327 - 347

25) Robust stabilization of T-S fuzzy systems via improved integral inequality

Author(s): C. Karthik, G. Nagamani...Dafik

Pages: 349 - 360

26) An improved Yolov5 real-time detection method for small objects captured by UAV

Author(s): Wei Zhan, Chenfan Sun...Yong Sun

Pages: 361 - 373

27) Bayesian analysis of left-censored data using Weibull mixture model

Author(s): Navid Feroze & Muhammad Aslam

Pages: 375 - 394

28) Application of named entity recognition on tweets during earthquake disaster: a deep learning-based approach

Author(s): Nazmiye Eligüzel, Cihan Çetinkaya & Türkay Dereli

Pages: 395 - 421

29) Impact of multilayer ELM feature mapping technique on supervised and semi-supervised learning algorithms

Author(s): Rajendra Kumar Roul

Pages: 423 - 437

30) Using BTA Algorithm for finding Nash equilibrium problem aiming the extraction of rules in rule learning

Author(s): M. Boudaghi, F. Mahan & A. Isazadeh

Pages: 439 - 462

31) Correction to: Multi-item two-stage fixed-charge 4DTP with hybrid random type-2 fuzzy variable

Author(s): Sudeshna Devnath, Pravash Kumar Giri...Manoranjan Maiti

Pages: 463 - 463

IEEE Transactions on Fuzzy Systems, Volume 30, Issue 1, January 2022

1) Maximum-Amplitude Solution of Addition-Min Fuzzy Relation Inequalities Considering the Stability in the P2P Network System

Author(s): Huanbin Xue; Xiao-Peng Yang

Pages: 1 - 13

2) Variational Fuzzy Superpixel Segmentation

Author(s): Tsz Ching Ng; Siu Kai Choy

Pages: 14 - 26

3) Event-Triggered Control for Switched T–S Fuzzy Systems With General Asynchronism

Author(s): Shuang Shi; Zhongyang Fei; Hamid Reza Karimi; Hak-Keung Lam

Pages: 27 - 38

4) Adaptive Fuzzy Observer-Based Fault Estimation for a Class of Nonlinear Stochastic Hybrid Systems

Author(s): Shasha Fu; Jianbin Qiu; Liheng Chen; Mohammed Chadli

Pages: 39 - 51

5) Local Stabilization of Discrete-Time Nonlinear Systems

Author(s): Zsofia Lendek; Jimmy Lauber

Pages: 52 - 62

6) Efficient Model-Predictive Control for Nonlinear Systems in Interval Type-2 T-S Fuzzy Form Under Round-Robin Protocol

Author(s): Yuying Dong; Yan Song; Guoliang Wei

Pages: 63 - 74

7) Adaptive Fuzzy Control for Fractional-Order Interconnected Systems With Unknown Control Directions

Author(s): Bingyun Liang; Shiqi Zheng; Choon Ki Ahn; Feng Liu

Pages: 75 - 87

8) Adaptive Fuzzy Finite-Time Tracking Control of Stochastic High-Order Nonlinear Systems With a Class of Prescribed Performance

Author(s): Zhumu Fu; Nan Wang; Shuzhong Song; Tong Wang

Pages: 88 - 96

9) Fuzzy Finite-Time Command Filtering Output Feedback Control of Nonlinear Systems

Author(s): Libin Wang; Huanqing Wang; Peter Xiaoping Liu; Song Ling; Siwen Liu

Pages: 97 - 107

10) A Dynamic Programming Algorithm Based Clustering Model and Its Application to Interval Type-2 Fuzzy Large-Scale Group Decision-Making Problem

Author(s): Xiaohong Pan; Yingming Wang; Shifan He; Kwai-Sang Chin

Pages: 108 - 120

11) A Majority Rule-Based Measure for Atanassov-Type Intuitionistic Membership Grades in MCDM

Author(s): Cuiping Cheng; Weiping Ding; Fuyuan Xiao; Witold Pedrycz

Pages: 121 - 132

12) Performance-Oriented Fault Detection for Nonlinear Control Systems via Data-Driven T-S Fuzzy Modeling Technique

Author(s): Ruijie Liu; Ying Yang; Linlin Li; Huayun Han

Pages: 133 - 146

13) Fuzzy Double Deep Q-Network-Based Gait Pattern Controller for Humanoid Robots

Author(s): Tzuu-Hseng S. Li; Ping-Huan Kuo; Lin-Han Chen; Chia-Ching Hung; Po-Chien Luan; Hao-Ping Hsu; Chien-Hsin Chang; Yi-Ting Hsieh; Wen-Hsun Lin

Pages: 147 - 161

14) Adaptive Fuzzy Containment Control for Multiagent Systems With State Constraints Using Unified Transformation Functions

Author(s): Yang Liu; Huaguang Zhang; Jiayue Sun; Yingchun Wang

Pages: 162 - 174

15) A Regret-Based Three-Way Decision Model Under Interval Type-2 Fuzzy Environment

Author(s): Tianxing Wang; Huaxiong Li; Yuhua Qian; Bing Huang; Xianzhong Zhou

Pages: 175 - 189

16) Attack-Resilient Event-Triggered Fuzzy Interval Type-2 Filter Design for Networked Nonlinear Systems Under Sporadic Denial-of-Service Jamming Attacks

Author(s): Songlin Hu; Dong Yue; Chunxia Dou; Xiangpeng Xie; Yong Ma; Lei Ding

Pages: 190 - 204

17) Adaptive Fuzzy Leader–Follower Synchronization of Constrained Heterogeneous Multiagent Systems

Author(s): Yongliang Yang; Cheng-Zhong Xu

Pages: 205 - 219

18) New Fuzzy Simulation-Based Algorithms for the Credibility of Fuzzy Events

Author(s): Yuanyuan Liu; Yujie Gu; Jian Zhou; Athanasios A. Pantelous; Liying Yu; Xiajie Yi

Pages: 220 - 232

19) Extracting Inherent Model Structures and Identifying Parameters of Time-Varying Systems Using Local Linear Neuro-Fuzzy Networks

Author(s): Zuolin Liu; Jian Xu; Hongbin Fang

Pages: 233 - 247

20) Fuzzy-Model-Based H∞ Pinning Synchronization for Coupled Neural Networks Subject to Reaction–Diffusion

Author(s): Jing Wang; Xuelian Wang; Nenggang Xie; Jianwei Xia; Hao Shen

Pages: 248 - 257

21) Stackelberg Game Approach for Robust Optimization With Fuzzy Variables

Author(s): Jie Han; Chunhua Yang; Cheng-Chew Lim; Xiaojun Zhou; Peng Shi

Pages: 258 - 269

22) Fuzzy Optimal Tracking Control of Hypersonic Flight Vehicles via Single-Network Adaptive Critic Design

Author(s): Xiangwei Bu; Qiang Qi

Pages: 270 - 278

23) Acquisition of Z-Number-Valued Clusters by Using a New Compound Function

Author(s): Rafik A. Aliev; Witold Pedrycz; Babek G. Guirimov; Oleg H. Huseynov

Pages: 279 - 286

24) Optimum Codesign for Image Denoising Between Type-2 Fuzzy Identifier and Matrix Completion Denoiser

Author(s): Qi Liu; Xiaopeng Li; Jicheng Yang

Pages: 287 - 292

25) On Random Generation of Supermodular Capacities

Author(s): Gleb Beliakov

Pages: 293 - 296

IEEE Transactions on Fuzzy Systems, Volume 29, Number 11, November 2021

1) Large-Scale Malicious Software Classification With Fuzzified Features and Boosted Fuzzy Random Forest

Author(s): Fang-Qi Li;Shi-Lin Wang;Alan Wee-Chung Liew;Weiping Ding;Gong-Shen Liu

Pages: 3205 - 3218

2) Concept Drift Detection: Dealing With Missing Values via Fuzzy Distance Estimations

Author(s): Anjin Liu;Jie Lu;Guangquan Zhang

Pages: 3219 - 3233

3) Improved Artificial Immune System Algorithm for Type-2 Fuzzy Flexible Job Shop Scheduling Problem

Author(s): Jun-qing Li;Zheng-min Liu;Chengdong Li;Zhi-xin Zheng

Pages: 3234 - 3248

4) A New Fuzzy Cluster Validity Index for Hyperellipsoid or Hyperspherical Shape Close Clusters With Distant Centroids

Author(s): Himanshu Mittal;Mukesh Saraswat

Pages: 3249 - 3258

5) On the Maximum Entropy Negation of a Complex-Valued Distribution

Author(s): Fuyuan Xiao

Pages: 3259 - 3269

6) A Comparative Study Between Analytic Hierarchy Process and Its Fuzzy Variants: A Perspective Based on Two Linguistic Models

Author(s): Bowen Zhang;Cong-Cong Li;Yucheng Dong;Witold Pedrycz

Pages: 3270 - 3279

7) Membership-Function-Dependent Stability Analysis for Polynomial-Fuzzy-Model-Based Control Systems via Chebyshev Membership Functions

Author(s): Zhiyong Bao;Xiaomiao Li;Hak-Keung Lam;Yong Peng;Fucai Liu

Pages: 3280 - 3292

8) Design of Reinforced Hybrid Fuzzy Rule-Based Neural Networks Driven to Inhomogeneous Neurons and Tournament Selection

Author(s): Congcong Zhang;Sung-Kwun Oh;Zunwei Fu;Witold Pedrycz

Pages: 3293 - 3307

9) Multisource Heterogeneous Unsupervised Domain Adaptation via Fuzzy Relation Neural Networks

Author(s): Feng Liu;Guangquan Zhang;Jie Lu

Pages: 3308 - 3322

10) A Fast Inference and Type-Reduction Process for Constrained Interval Type-2 Fuzzy Systems

Author(s): Pasquale D’Alterio;Jonathan M. Garibaldi;Robert I. John;Christian Wagner

Pages: 3323 - 3333

11) Thick Fuzzy Sets (TFSs) and Their Potential Use in Uncertain Fuzzy Computations and Modeling

Author(s): Reda Boukezzoula;Luc Jaulin;Benoit Desrochers;Didier Coquin

Pages: 3334 - 3348

12) Fuzzy-Dependent-Switching Control of Nonlinear Systems With Aperiodic Sampling

Author(s): Zheng You;Huaicheng Yan;Hao Zhang;Shiming Chen;Meng Wang

Pages: 3349 - 3359

13) Fuzzy-Affine-Model-Based Sampled-Data Filtering Design for Stochastic Nonlinear Systems

Author(s): Jianbin Qiu;Wenqiang Ji;Hak-Keung Lam;Meng Wang

Pages: 3360 - 3373

14) Bilevel Optimization Problem With Random-Term-Absent Max-Product Fuzzy Relation Inequalities Constraint

Author(s): Jianjun Qiu;Guanrong Li;Xiaopeng Yang

Pages: 3374 - 3388

15) IBLF-Based Finite-Time Adaptive Fuzzy Output-Feedback Control for Uncertain MIMO Nonlinear State-Constrained Systems

Author(s): Yan Wei;Yueying Wang;Choon Ki Ahn;Dengping Duan

Pages: 3389 - 3400

16) Event-Triggered Switching-Type Fault Detection and Isolation for Fuzzy Control Systems Under DoS Attacks

Author(s): Xiang-Gui Guo;Xiao Fan;Jian-Liang Wang;Ju H. Park

Pages: 3401 - 3414

17) Robust Resilient Control for Nonlinear Systems Under Denial-of-Service Attacks

Author(s): Zhiqiang Li;Qing Li;Da-Wei Ding;Xinmiao Sun

Pages: 3415 - 3427

18) Adaptive Fuzzy Fixed-Time Decentralized Control for Stochastic Nonlinear Systems

Author(s): Kewen Li;Yongming Li;Guangdeng Zong

Pages: 3428 - 3440

19) Realizing Deep High-Order TSK Fuzzy Classifier by Ensembling Interpretable Zero-Order TSK Fuzzy Subclassifiers

Author(s): Bin Qin;Yusuke Nojima;Hisao Ishibuchi;Shitong Wang

Pages: 3441 - 3455

20) Design of Interval Type-2 Information Granules Based on the Principle of Justifiable Granularity

Author(s): Bowen Zhang;Witold Pedrycz;Xianmin Wang;Adam Gacek

Pages: 3456 - 3469

21) Complex Network Modeling of Evidence Theory

Author(s): Jie Zhao;Yong Deng

Pages: 3470 - 3480

22) Fuzzy Pooling

Author(s): Dimitrios E. Diamantis;Dimitris K. Iakovidis

Pages: 3481 - 3488

23) On the Interpretability of Belief Rule-Based Expert Systems

Author(s): You Cao;Zhijie Zhou;Changhua Hu;Wei He;Shuaiwen Tang

Pages: 3489 - 3503

24) Identification of Fuzzy Rule-Based Models With Output Space Knowledge Guidance

Author(s): Yinghua Shen;Witold Pedrycz;Xuyang Jing;Adam Gacek;Xianmin Wang;Bingsheng Liu

Pages: 3504 - 3518

25) Stackelberg–Nash Game Approach for Constrained Robust Optimization With Fuzzy Variables

Author(s): Jie Han;Chunhua Yang;Cheng-Chew Lim;Xiaojun Zhou;Peng Shi

Pages: 3519 - 3531

26) Probabilistic Linguistic Term Set With Interval Uncertainty

Author(s): Xingli Wu;Huchang Liao;Witold Pedrycz

Pages: 3532 - 3545

27) Extensions of Discrete Copulas to Sparse Copulas

Author(s): Juan Fernández-Sánchez;José Juan Quesada-Molina;Manuel Úbeda-Flores

Pages: 3546 - 3551

28) Fuzzy Observer for 2-D Parabolic Equation With Output Time Delay

Author(s): Wen Kang;Zhiji Han;Zhijie Liu;Bao-Zhu Guo

Pages: 3552 - 3560

29) Fault Diagnosis and Fault Tolerant Control for T–S Fuzzy Stochastic Distribution Systems Subject to Sensor and Actuator Faults

Author(s): Hao Wang;Yunfeng Kang;Lina Yao;Hong Wang;Zhiwei Gao

Pages: 3561 - 3569

30) Aggregation of Order-2 Fuzzy Sets

Author(s): Witold Pedrycz;Adam Gacek;Xianmin Wang

Pages: 3570 - 3575

 

IEEE Transactions on Artificial Intelligence, Volume 2, Issue 6, December 2021

1) Towards Machine Learning as an Enabler of Computational Creativity

Author(s): Deborah Mateja;Armin Heinzl

Pages: 460 - 475

2) Neuroevolution in Deep Neural Networks: Current Trends and Future Challenges

Author(s): Edgar Galván;Peter Mooney

Pages: 476 - 493

3) Exploiting Causal Structure for Robust Model Selection in Unsupervised Domain Adaptation

Author(s): Trent Kyono;Mihaela van der Schaar

Pages: 494 - 507

4) Domain Adaptation Without Source Data

Author(s): Youngeun Kim;Donghyeon Cho;Kyeongtak Han;Priyadarshini Panda;Sungeun Hong

Pages: 508 - 518

5) Fair Server Selection in Edge Computing With Q-Value-Normalized Action-Suppressed Quadruple Q-Learning

Author(s): Alaa Eddin Alchalabi;Shervin Shirmohammadi;Shady Mohammed;Sorin Stoian;Karthigesu Vijayasuganthan

Pages: 519 - 527

6) Redefining Wireless Communication for 6G: Signal Processing Meets Deep Learning With Deep Unfolding

Author(s): Anu Jagannath;Jithin Jagannath;Tommaso Melodia

Pages: 528 - 536

7) Dynamic Instance-Wise Classification in Correlated Feature Spaces

Author(s): Yasitha Warahena Liyanage;Daphney-Stavroula Zois;Charalampos Chelmis

Pages: 537 - 548

8) Sparsity-Induced Graph Convolutional Network for Semisupervised Learning

Author(s): Jianhang Zhou;Shaoning Zeng;Bob Zhang

Pages: 549 - 563

9) An Out-of-Distribution Attack Resistance Approach to Emotion Categorization

Author(s): Harisu Abdullahi Shehu;Will N. Browne;Hedwig Eisenbarth

Pages: 564 - 573

10) MACE: Model Agnostic Concept Extractor for Explaining Image Classification Networks

Author(s): Ashish Kumar;Karan Sehgal;Prerna Garg;Vidhya Kamakshi;Narayanan Chatapuram Krishnan

Pages: 574 - 583

11) Preserving Similarity and Staring Decisis for Feature Selection

Author(s): Wanfu Gao;Liang Hu;Yonghao Li;Ping Zhang

Pages: 584 - 593

12) CapsCovNet: A Modified Capsule Network to Diagnose COVID-19 From Multimodal Medical Imaging

Author(s): A. F. M. Saif;Tamjid Imtiaz;Shahriar Rifat;Celia Shahnaz;Wei-Ping Zhu;M. Omair Ahmad

Pages: 608 - 617

13) Two-Dimensional Broad Learning System for Data Analytic

Author(s): Wei Dai;Rui Zhang;Qianjin Wang;Yuhu Cheng;Xuesong Wang

Pages: 594 - 607

IEEE Transactions on Cognitive and Developmental Systems; Volume 13, Number 4, December 2021

1. A Survey on Neuromarketing Using EEG Signals

Author(s): Vaishali Khurana;Monika Gahalawat;Pradeep Kumar;Partha Pratim Roy;Debi Prosad Dogra;Erik Scheme;Mohammad Soleymani

Pages: 732 - 749

2. Morphological Development in Robotic Learning: A Survey

Author(s): Martín Naya-Varela;Andrés Faíña;Richard J. Duro

Pages: 750 - 768

3. Constructing EEG Large-Scale Cortical Functional Network Connectivity Based on Brain Atlas by S Estimator

Author(s): Chanlin Yi;Chunli Chen;Lin Jiang;Qin Tao;Fali Li;Yajing Si;Tao Zhang;Dezhong Yao;Peng Xu

Pages: 769 - 778

4. Semiautomatic Behavioral Change-Point Detection: A Case Study Analyzing Children Interactions With a Social Agent

Author(s): Vito Monteleone;Liliana Lo Presti;Marco La Cascia;Soizic Gauthier;Jean Xavier;Mohamed Zaoui;Alain Berthoz;David Cohen;Mohamed Chetouani;Salvatore Maria Anzalone

Pages: 779 - 790

5. Robot Navigation in Unseen Spaces Using an Abstract Map

Author(s): Ben Talbot;Feras Dayoub;Peter Corke;Gordon Wyeth

Pages: 791 - 805

6. Minimalistic Attacks: How Little It Takes to Fool Deep Reinforcement Learning Policies

Author(s): Xinghua Qu;Zhu Sun;Yew-Soon Ong;Abhishek Gupta;Pengfei Wei

Pages: 806 - 817

7. Regulated Morphogen Gradients for Target Surrounding and Adaptive Shape Formation

Author(s): Ataollah Ramezan Shirazi;Yaochu Jin

Pages: 818 - 826

8. Neural Encoding for Human Visual Cortex With Deep Neural Networks Learning “What” and “Where”

Author(s): Haibao Wang;Lijie Huang;Changde Du;Dan Li;Bo Wang;Huiguang He

Pages: 827 - 840

9. Deep Variational Autoencoder for Mapping Functional Brain Networks

Author(s): Ning Qiang;Qinglin Dong;Fangfei Ge;Hongtao Liang;Bao Ge;Shu Zhang;Yifei Sun;Jie Gao;Tianming Liu

Pages: 841 - 852

10. Rapid Learning of Complex Sequences With Time Constraints: A Dynamic Neural Field Model

Author(s): Flora Ferreira;Weronika Wojtak;Emanuel Sousa;Luís Louro;Estela Bicho;Wolfram Erlhagen

Pages: 853 - 864

11. Person Reidentification by Multiscale Feature Representation Learning With Random Batch Feature Mask

Author(s): Yong Wu;Kun Zhang;Di Wu;Chao Wang;Chang-An Yuan;Xiao Qin;Tao Zhu;Yu-Chuan Du;Han-Li Wang;De-Shuang Huang

Pages: 865 - 874

12. Automatic Assessment for Severe Self-Reported Depressive Symptoms Using Speech Cues

Author(s): Jinfang Wang;Ke Lv;Chang Liu;Xinli Nie;Dhananjaya Gowda;Shuxin Luan

Pages: 875 - 884

13. EEG Emotion Recognition Based on 3-D Feature Representation and Dilated Fully Convolutional Networks

Author(s): Dongdong Li;Bing Chai;Zhe Wang;Hai Yang;Wenli Du

Pages: 885 - 897

14. Identity–Expression Dual Branch Network for Facial Expression Recognition

Author(s): Haifeng Zhang;Wen Su;Jun Yu;Zengfu Wang

Pages: 898 - 911

15. VRDriving: A Virtual-to-Real Autonomous Driving Framework Based on Adversarial Learning

Author(s): Wei Yuan;Ming Yang;Chunxiang Wang;Bing Wang

Pages: 912 - 921

16. Modeling Multiple Language Learning in a Developmental Cognitive Architecture

Author(s): Ioanna Giorgi;Bruno Golosio;Massimo Esposito;Angelo Cangelosi;Giovanni L. Masala

Pages: 922 - 933

17. Tutor-Guided Interior Navigation With Deep Reinforcement Learning

Author(s): Fanyu Zeng;Chen Wang;Shuzhi Sam Ge

Pages: 934 - 944

18. A Channel-Fused Dense Convolutional Network for EEG-Based Emotion Recognition

Author(s): Zhongke Gao;Xinmin Wang;Yuxuan Yang;Yanli Li;Kai Ma;Guanrong Chen

Pages: 945 - 954

19. Hierarchy Graph Convolution Network and Tree Classification for Epileptic Detection on Electroencephalography Signals

Author(s): Difei Zeng;Kejie Huang;Cenglin Xu;Haibin Shen;Zhong Chen

Pages: 955 - 968

20. Color Facial Expression Recognition by Quaternion Convolutional Neural Network With Gabor Attention

Author(s): Yu Zhou;Lianghai Jin;Hong Liu;Enmin Song

Pages: 969 - 983

21. A Study of Joint Effect on Denoising Techniques and Visual Cues to Improve Speech Intelligibility in Cochlear Implant Simulation

Author(s): Rung-Yu Tseng;Tao-Wei Wang;Szu-Wei Fu;Chia-Ying Lee;Yu Tsao

Pages: 984 - 994

22. OnionNet: Single-View Depth Prediction and Camera Pose Estimation for Unlabeled Video

Author(s): Tianhao Gu;Zhe Wang;Dongdong Li;Hai Yang;Wenli Du;Yangming Zhou

Pages: 995 - 1009

23. Discrete Interactions in Decentralized Multiagent Coordination: A Probabilistic Perspective

Author(s): Ming Liu;Weiling Chang;Chao Li;Yuchun Ji;Ruiguang Li;Minyu Feng

Pages: 1010 - 1022

24. Off-Policy Deep Reinforcement Learning Based on Steffensen Value Iteration

Author(s): Yuhu Cheng;Lin Chen;C. L. Philip Chen;Xuesong Wang

Pages: 1023 - 1032

Weekly Review 17 December 2021

Some interesting links that I Tweeted about this week:

1) The computational demands of AI continue to outstrip processing power: https://spectrum.ieee.org/ai-training-mlperf

2) Using AI to play Pokemon: https://www.theverge.com/2021/12/2/22811849/pokemon-competitive-ai-nintendo-game-freak Is this really AI, or just a brute-forcing of options?

3)A list of popular libraries for Machine Learning: https://www.datasciencecentral.com/profiles/blogs/a-hand-picked-list-of-top-python-frameworks-and-libraries-for I've been using sklearn to teach my #AI class.

4) Managing long COVID with AI https://dataconomy.com/2021/12/how-artificial-intelligence-long-covid/

5) How to have trust in AI, when most AI is biased: https://www.techrepublic.com/article/how-much-can-we-trust-ai-how-to-build-confidence-before-large-scale-deployment/

6) Best practices for implementing Natural Language Processing. Good principles for most #AI applications, actually: https://www.informationweek.com/big-data/6-best-practices-for-nlp-implementation

7) Tips and code for time-series forecasting: https://www.kdnuggets.com/2021/12/avoid-mistakes-time-series-forecasting.html

8) Bad AI models are bad for business: https://www.datanami.com/2021/11/29/youve-been-warned-bad-data-models-are-capable-of-destroying-companies/

9) More moves to increase the accountability of using AI https://arstechnica.com/tech-policy/2021/12/the-movement-to-hold-ai-accountable-gains-more-steam/

10) Protein folding prediction is a hard problem. If AlphaFold has solved it, that's a major breakthrough: https://www.technologyreview.com/2021/07/22/1029973/deepmind-alphafold-protein-folding-biology-disease-drugs-proteome/

11) Most of the research outputs from universities a built on work done by PhD students. With the part-time job losses from the pandemic, either PhD stipends increase, or research outputs are going to suffer: https://www.odt.co.nz/opinion/phd-stipend-must-keep-living-costs

12) Biased data leads to biased models. When we used biased data sets, we get biases results. Why is this hard for people to grasp? https://www.technologyreview.com/2021/04/01/1021619/ai-data-errors-warp-machine-learning-progress/

13) Machine Learning engineers are now more important that data scientists: https://www.kdnuggets.com/2021/11/why-machine-learning-engineers-are-replacing-data-scientists.html

14) A German case, but with more and more people expected to keep working from home after the pandemic, such cases will probably become more common: https://www.theregister.com/2021/12/10/bed_to_desk_workplace_accident/

15) A look at the first computer-composed music: https://www.theguardian.com/music/2021/dec/07/he-touched-a-nerve-how-the-first-piece-of-ai-music-was-born-in-1956

Weekly Review 3 December 2021

1) This article assumes that education is the only reason to record a lecture. There are other reasons that are just are compelling: https://www.insidehighered.com/views/2021/11/12/colleges-shouldnt-require-faculty-record-their-lectures-opinion

2) I wrote several web applications in PHP, a long time ago. Now for scripting I use Python: https://www.datasciencecentral.com/profiles/blogs/is-php-interpreter-still-a-good-programming-language

3) Rolling-out AI from prototype to production: https://www.kdnuggets.com/2021/11/accelerating-ai-mlops.html

4) Interview with the CEO of SambaNova, an AI as a service company: https://spectrum.ieee.org/sambanova-ceo-ai-interview

5) Although not exclusive to these regions, East and South Asia are both places where AI will be adopted for companionship and counselling: https://www.datasciencecentral.com/profiles/blogs/will-ai-offer-human-companionship-and-mental-health-benefits

6) Geoffrey Hinton says that Deep Learning will eventually be able to do everything: https://www.technologyreview.com/2020/11/03/1011616/ai-godfather-geoffrey-hinton-deep-learning-will-do-everything/ 

7) On the need for AI in network and cyber security: https://www.networkcomputing.com/network-security/why-modern-cybersecurity-requires-ai

8) Switching from digital to analog architectures will drastically cut the energy demands for Deep Learning https://spectrum.ieee.org/analog-ai

9) A tool that uses AI to automate the response to formulaic emails: https://techcrunch.com/2021/11/26/flowrite-seed/

10) I've always been struck by how hard certain seemingly simple tasks are to perform in SQL: https://www.kdnuggets.com/2021/11/common-sql-mistakes-data-science-interviews.html

11) The fastest supercomputers for #AI: https://spectrum.ieee.org/ai-supercomputer

IEEE Transactions on Evolutionary Computation, Volume 25, Issue 6, December 2021

1) A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization

Author(s): Zhenshou Song; Handing Wang; Cheng He; Yaochu Jin

Pages: 1013 - 1027

2) A Survey of Normalization Methods in Multiobjective Evolutionary Algorithms

Author(s): Linjun He; Hisao Ishibuchi; Anupam Trivedi; Handing Wang; Yang Nan; Dipti Srinivasan

Pages: 1028 - 1048

3) Multitree Genetic Programming With New Operators for Transfer Learning in Symbolic Regression With Incomplete Data

Author(s): Baligh Al-Helali; Qi Chen; Bing Xue; Mengjie Zhang

Pages: 1049 - 1063

4) Weighted Indicator-Based Evolutionary Algorithm for Multimodal Multiobjective Optimization

Author(s): Wenhua Li; Tao Zhang; Rui Wang; Hisao Ishibuchi

Pages: 1064 - 1078

5) Autoencoding With a Classifier System

Author(s): Richard J. Preen; Stewart W. Wilson; Larry Bull

Pages: 1079 - 1090

6) Identifying Influential Spreaders in Social Networks Through Discrete Moth-Flame Optimization

Author(s): Lu Wang; Lei Ma; Chao Wang; Neng-Gang Xie; Jin Ming Koh; Kang Hao Cheong

Pages: 1091 - 1102

7) Partial Evaluation Strategies for Expensive Evolutionary Constrained Optimization

Author(s): Kamrul Hasan Rahi; Hemant Kumar Singh; Tapabrata Ray

Pages: 1103 - 1117

8) Evolutionary Neural Architecture Search for High-Dimensional Skip-Connection Structures on DenseNet Style Networks

Author(s): Damien O’Neill; Bing Xue; Mengjie Zhang

Pages: 1118 - 1132

9) Set Theory-Based Operator Design in Evolutionary Algorithms for Solving Knapsack Problems

Author(s): Ran Wang; Zichao Zhang

Pages: 1133 - 1147

10) A Divide-and-Conquer Genetic Programming Algorithm With Ensembles for Image Classification

Author(s): Ying Bi; Bing Xue; Mengjie Zhang

Pages: 1148 - 1162

11) Statistical Models for the Analysis of Optimization Algorithms With Benchmark Functions

Author(s): David Issa Mattos; Jan Bosch; Helena Holmström Olsson

Pages: 1163 - 1177

IEEE Transactions on Fuzzy Systems, Volume 29, Issue 10

1) Stability and Stabilization of T–S Fuzzy Time-Delay System via Relaxed Integral Inequality and Dynamic Delay Partition

Author(s): Gang Wang; Liang Jia; Huaguang Zhang

Pages: 2829 - 2843

2) Three-Way Multiattribute Decision-Making Based on Outranking Relations

Author(s): Jianming Zhan; Haibo Jiang; Yiyu Yao

Pages: 2844 - 2858

3) Fuzzy FDI System for Flyback Converters

Author(s): Juan Jesús Silva-Romero; Adriana del Carmen Téllez-Anguiano; Juan Anzurez-Marín; Ricardo Fabricio Escobar-Jiménez; Mario Heras-Cervantes

Pages: 2859 - 2868

4) A Novel Fuzzy Output Feedback Dynamic Sliding Mode Controller Design for Two-Dimensional Nonlinear Systems

Author(s): Jianbin Qiu; Wenqiang Ji; Mohammed Chadli

Pages: 2869 - 2877

5) Fuzzy Adaptive Containment Control for Nonlinear Nonaffine Pure-Feedback Multiagent Systems

Author(s): Faxiang Zhang; Yang-Yang Chen

Pages: 2878 - 2889

6) Novel Regularization for Learning the Fuzzy Choquet Integral With Limited Training Data

Author(s): Siva Krishna Kakula; Anthony J. Pinar; Muhammad Aminul Islam; Derek T. Anderson; Timothy C. Havens

Pages: 2890 - 2901

7) Sliding Mode Control of Markovian Jump Fuzzy Systems: A Dynamic Event-Triggered Method

Author(s): Zhiru Cao; Yugang Niu; Hak-Keung Lam; Jiancong Zhao

Pages: 2902 - 2915

8) Fuzzy-Approximation-Based Distributed Fault-Tolerant Consensus for Heterogeneous Switched Nonlinear Multiagent Systems

Author(s): Wencheng Zou; Choon Ki Ahn; Zhengrong Xiang

Pages: 2916 - 2925

9) An Improved Fuzzy Event-Triggered Asynchronous Dissipative Control to T–S FMJSs With Nonperiodic Sampled Data

Author(s): Xin Wang; Ju H. Park; Huilan Yang; Shouming Zhong

Pages: 2926 - 2937

10) A Unified Framework for Asymptotic Observer Design of Fuzzy Systems With Unmeasurable Premise Variables

Author(s): Juntao Pan; Anh-Tu Nguyen; Thierry-Marie Guerra; Dalil Ichalal

Pages: 2938 - 2948

11) Event-Triggered Fuzzy Flight Control of a Two-Degree-of-Freedom Helicopter System

Author(s): He Zhang; Jun Liu

Pages: 2949 - 2962

12) On the Accuracy–Complexity Tradeoff of Fuzzy Broad Learning System

Author(s): Shuang Feng; C. L. Philip Chen; Lili Xu; Zhulin Liu

Pages: 2963 - 2974

13) Information Granules-Based BP Neural Network for Long-Term Prediction of Time Series

Author(s): Weina Wang; Wanquan Liu; Hui Chen

Pages: 2975 - 2987

14) Characterizations of Fuzzy Implications Generated by Continuous Multiplicative Generators of T-Norms

Author(s): Hongjun Zhou

Pages: 2988 - 3002

15) Event-Based Adaptive Fuzzy Asymptotic Tracking Control of Uncertain Nonlinear Systems

Author(s): Yuan-Xin Li; Xiaoyan Hu; Weiwei Che; Zhongsheng Hou

Pages: 3003 - 3013

16) Olfactory-Based Navigation via Model-Based Reinforcement Learning and Fuzzy Inference Methods

Author(s): Lingxiao Wang; Shuo Pang; Jinlong Li

Pages: 3014 - 3027

17) Asymmetric Possibility and Necessity Regression by Twin-Support Vector Networks

Author(s): Pei-Yi Hao

Pages: 3028 - 3042

18) Fault-Tolerant Fuzzy Control for Semi-Markov Jump Nonlinear Systems Subject to Incomplete SMK and Actuator Failures

Author(s): Hao Shen; Mingcheng Dai; Yiping Luo; Jinde Cao; Mohammed Chadli

Pages: 3043 - 3053

19) Sampled-Data Fuzzy Control for Nonlinear Delayed Distributed Parameter Systems

Author(s): Zi-Peng Wang; Huai-Ning Wu; Tingwen Huang

Pages: 3054 - 3066

20) Fuzzy Double Hidden Layer Recurrent Neural Terminal Sliding Mode Control of Single-Phase Active Power Filter

Author(s): Juntao Fei; Yun Chen

Pages: 3067 - 3081

21) H∞ Synchronization for Fuzzy Markov Jump Chaotic Systems With Piecewise-Constant Transition Probabilities Subject to PDT Switching Rule

Author(s): Jing Wang; Jianwei Xia; Hao Shen; Mengping Xing; Ju H. Park

Pages: 3082 - 3092

22) Continuous Fuzzy Transform as Integral Operator

Author(s): Giuseppe Patané

Pages: 3093 - 3102

23) Kernelized Mahalanobis Distance for Fuzzy Clustering

Author(s): Shan Zeng; Xiuying Wang; Xiangjun Duan; Sen Zeng; Zuyin Xiao; David Feng

Pages: 3103 - 3117

24) Memory-Based Continuous Event-Triggered Control for Networked T–S Fuzzy Systems Against Cyberattacks

Author(s): Zhou Gu; Peng Shi; Dong Yue; Shen Yan; Xiangpeng Xie

Pages: 3118 - 3129

25) Decentralized Adaptive Fuzzy Tracking Control for a Class of Nonlinear Uncertain Interconnected Systems With Multiple Faults and Denial-of-Service Attack

Author(s): Xiaoyan Jiang; Xiaowu Mu; Zenghui Hu

Pages: 3130 - 3141

26) Adaptive Fuzzy Nonsingular Fixed-Time Control for Nonstrict-Feedback Constrained Nonlinear Multiagent Systems With Input Saturation

Author(s): Haijiao Yang; Dan Ye

Pages: 3142 - 3153

27) Global Mittag-Leffler Boundedness of Fractional-Order Fuzzy Quaternion-Valued Neural Networks With Linear Threshold Neurons

Author(s): Jigui Jian; Kai Wu; Baoxian Wang

Pages: 3154 - 3164

28) Smart Identification of Topographically Variant Anomalies in Brain Magnetic Resonance Imaging Using a Fish School-Based Fuzzy Clustering Approach

Author(s): Saravanan Alagarsamy; Yu-Dong Zhang; Vishnuvarthanan Govindaraj; Murugan Pallikonda Rajasekaran; Sakthivel Sankaran

Pages: 3165 - 3177

29) On r⃗ -(Quasi-)Overlap Functions

Author(s): Junsheng Qiao; Zengtai Gong

Pages: 3178 - 3185

30) Adaptive Fuzzy Decentralized Tracking Control for Large-Scale Interconnected Nonlinear Networked Control Systems

Author(s): Min Ma; Tong Wang; Jianbin Qiu; Hamid Reza Karimi

Pages: 3186 - 3191

31) Admissibility Analysis and Robust H∞ Control for T–S Fuzzy Descriptor Systems With Structured Parametric Uncertainties

Author(s): Jiabao He; Feng Xu; Xueqian Wang; Bin Liang

Pages: 3192 - 3200

32) Comments on “Decentralized Fuzzy Observer-Based Output-Feedback Control for Nonlinear Large-Scale Systems: An LMI Approach”

Author(s): Souhail Tiko; Fouad Mesquine

Pages: 3201 - 3203

Weekly Review 26 November 2021

Some interesting links that I Tweeted about this week:

1) 20+ years ago my PhD stipend needed to be supplemented by tutoring. Living on a PhD stipend now would be almost impossible: https://www.stuff.co.nz/national/education/127015167/its-a-disgrace-phd-students-struggling-on-less-than-minimum-wage

2) A better question would be, how can you regulate AI when nobody can agree on what it is? https://www.techrepublic.com/article/policymakers-want-to-regulate-ai-but-lack-consensus-on-how/

3) The languages that are more commonly used for Data Science and Machine Learning: https://www.kdnuggets.com/2021/11/3-differences-coding-data-science-machine-learning.html

4) Deploying AI in healthcare call centres: https://www.techrepublic.com/article/how-ai-and-nlp-are-helping-healthcare-call-centers-to-be-more-efficient/

5) Personally, I'm quite happy and more productive working remotely in higher education, but I can see how other people would struggle with it: https://www.insidehighered.com/blogs/learning-innovation/5-reasons-why-i%E2%80%99m-struggling-working-virtually

6) The world's biggest military issues ethics guidelines for AI: https://www.technologyreview.com/2021/11/16/1040190/department-of-defense-government-ai-ethics-military-project-maven/ This is not going to end well.

7) The difference between distributed and federated learning: https://www.kdnuggets.com/2021/11/difference-distributed-learning-federated-learning-algorithms.html

8) How to improve online teaching: https://www.insidehighered.com/blogs/higher-ed-gamma/8-ways-improve-your-online-course

9) How the gambling industry is using AI to improve their own odds: https://www.techrepublic.com/article/how-machine-learning-is-skewing-the-odds-in-online-gambling/ Who was it said that gambling is a tax on people who are bad at maths?

10) Detecting driver impairment using AI: https://spectrum.ieee.org/driver-assistance-package

11) I used to get up at 4:30 a.m. to take my daughter to her swimming training sessions, then spend a full day at work-the lack of rest was not particularly pleasant: https://www.stuff.co.nz/national/health/127006684/while-we-were-sleeping-meet-nzs-early-birds-the-people-getting-up-hours-before-you

IEEE Transactions on Emerging Topics in Computational Intelligence, Volume 5, Issue 6, December 2021

1) Deep COLA: A Deep COmpetitive Learning Algorithm for Future Home Energy Management Systems

Author(s): Ghulam Mohi-Ud-Din;Angelos K. Marnerides;Qi Shi;Chelsea Dobbins;Aine MacDermott

Pages: 860 - 870

2) Deep Learning Assisted Time-Frequency Processing for Speech Enhancement on Drones

Author(s): Lin Wang;Andrea Cavallaro

Pages: 871 - 881

3) Modelling Segmented Cardiotocography Time-Series Signals Using One-Dimensional Convolutional Neural Networks for the Early Detection of Abnormal Birth Outcomes

Author(s): Paul Fergus;Carl Chalmers;Casimiro Curbelo Montanez;Denis Reilly;Paulo Lisboa;Beth Pineles

Pages: 882 - 892

4) D-FRI-Honeypot: A Secure Sting Operation for Hacking the Hackers Using Dynamic Fuzzy Rule Interpolation

Author(s): Nitin Naik;Changjing Shang;Paul Jenkins;Qiang Shen

Pages: 893 - 907

5) A Novel Scalable Kernelized Fuzzy Clustering Algorithms Based on In-Memory Computation for Handling Big Data

Author(s): Preeti Jha;Aruna Tiwari;Neha Bharill;Milind Ratnaparkhe;Mukkamalla Mounika;Neha Nagendra

Pages: 908 - 919

6) Reconstructing Heterogeneous Networks via Compressive Sensing and Clustering

Author(s): Yichi Zhang;Chunhua Yang;Keke Huang;Marko Jusup;Zhen Wang;Xuelong Li

Pages: 920 - 930

7) Dynamic Node Embeddings From Edge Streams

Author(s): John Boaz Lee;Giang Nguyen;Ryan A. Rossi;Nesreen K. Ahmed;Eunyee Koh;Sungchul Kim

Pages: 931 - 946

8) A Bi-Population Cooperative Memetic Algorithm for Distributed Hybrid Flow-Shop Scheduling

Author(s): Jing-jing Wang;Ling Wang

Pages: 947 - 961

9) A Novel Supervised Control Strategy for Interconnected DFIG-Based Wind Turbine Systems: MiL Validations

Author(s): Hooman Mohammadi Moghadam;Meysam Gheisarnejad;Zahra Esfahani;Mohammad-Hassan Khooban

Pages: 962 - 971

IEEE Transactions on Neural Networks and Learning Systems, Volume 32, Issue 10, October 2021

1) PM2.5 Monitoring: Use Information Abundance Measurement and Wide and Deep Learning

Author(s): Ke Gu; Hongyan Liu; Zhifang Xia; Junfei Qiao; Weisi Lin; Daniel Thalmann

Pages: 4278 - 4290

2) Attention in Natural Language Processing

Author(s): Andrea Galassi; Marco Lippi; Paolo Torroni

Pages: 4291 - 4308

3) Open Set Domain Adaptation: Theoretical Bound and Algorithm

Author(s): Zhen Fang; Jie Lu; Feng Liu; Junyu Xuan; Guangquan Zhang

Pages: 4309 - 4322

4) Distributed Min–Max Learning Scheme for Neural Networks With Applications to High-Dimensional Classification

Author(s): Krishnan Raghavan; Shweta Garg; Sarangapani Jagannathan; V. A. Samaranayake

Pages: 4323 - 4333

5) Off-Policy Reinforcement Learning for Tracking in Continuous-Time Systems on Two Time Scales

Author(s): Wenqian Xue; Jialu Fan; Victor G. Lopez; Yi Jiang; Tianyou Chai; Frank L. Lewis

Pages: 4334 - 4346

6) Adaptive Developmental Resonance Network

Author(s): Gyeong-Moon Park; Jong-Hwan Kim

Pages: 4347 - 4361

7) Rich Visual Knowledge-Based Augmentation Network for Visual Question Answering

Author(s): Liyang Zhang; Shuaicheng Liu; Donghao Liu; Pengpeng Zeng; Xiangpeng Li; Jingkuan Song; Lianli Gao

Pages: 4362 - 4373

8) Accelerated Proximal Subsampled Newton Method

Author(s): Haishan Ye; Luo Luo; Zhihua Zhang

Pages: 4374 - 4388

9) Bayesian Cycle-Consistent Generative Adversarial Networks via Marginalizing Latent Sampling

Author(s): Haoran You; Yu Cheng; Tianheng Cheng; Chunliang Li; Pan Zhou

Pages: 4389 - 4403

10) Analogy-Detail Networks for Object Recognition

Author(s): Xiaoyu Tao; Xiaopeng Hong; Weiwei Shi; Xinyuan Chang; Yihong Gong

Pages: 4404 - 4418

11) An Effective Hybrid Learning Model for Real-Time Event Summarization

Author(s): Min Yang; Qiang Qu; Ying Shen; Zhou Zhao; Xiaojun Chen; Chengming Li

Pages: 4419 - 4431

12) Synchronous Fault-Tolerant Near-Optimal Control for Discrete-Time Nonlinear PE Game

Author(s): Yuan Yuan; Peng Zhang; Xuelong Li

Pages: 4432 - 4444

13) Online Learning With Adaptive Rebalancing in Nonstationary Environments

Author(s): Kleanthis Malialis; Christos G. Panayiotou; Marios M. Polycarpou

Pages: 4445 - 4459

14) IAUnet: Global Context-Aware Feature Learning for Person Reidentification

Author(s): Ruibing Hou; Bingpeng Ma; Hong Chang; Xinqian Gu; Shiguang Shan; Xilin Chen

Pages: 4460 - 4474

15) Antidecay LSTM for Siamese Tracking With Adversarial Learning

Author(s): Fei Zhao; Ting Zhang; Yi Wu; Ming Tang; Jinqiao Wang

Pages: 4475 - 4489

16) Terminal Sliding Mode Control of MEMS Gyroscopes With Finite-Time Learning

Author(s): Yuyan Guo; Bin Xu; Rui Zhang

Pages: 4490 - 4498

17) EDP: An Efficient Decomposition and Pruning Scheme for Convolutional Neural Network Compression

Author(s): Xiaofeng Ruan; Yufan Liu; Chunfeng Yuan; Bing Li; Weiming Hu; Yangxi Li; Stephen Maybank

Pages: 4499 - 4513

18) Inductive Structure Consistent Hashing via Flexible Semantic Calibration

Author(s): Zheng Zhang; Luyao Liu; Yadan Luo; Zi Huang; Fumin Shen; Heng Tao Shen; Guangming Lu

Pages: 4514 - 4528

19) An Uplink Communication-Efficient Approach to Featurewise Distributed Sparse Optimization With Differential Privacy

Author(s): Jian Lou; Yiu-ming Cheung

Pages: 4529 - 4543

20) Optimal Impulsive Control Using Adaptive Dynamic Programming and its Application in Spacecraft Rendezvous

Author(s): Ali Heydari

Pages: 4544 - 4552

21) Robot Motor Skill Transfer With Alternate Learning in Two Spaces

Author(s): Jian Fu; Xiang Teng; Ce Cao; Zhaojie Ju; Ping Lou

Pages: 4553 - 4564

22) Disturbance-Aware Neuro-Optimal System Control Using Generative Adversarial Control Networks

Author(s): Kai-Fung Chu; Albert Y. S. Lam; Chenchen Fan; Victor O. K. Li

Pages: 4565 - 4576

23) Robust Formation Control for Cooperative Underactuated Quadrotors via Reinforcement Learning

Author(s): Wanbing Zhao; Hao Liu; Frank L. Lewis

Pages: 4577 - 4587

24) Self-Organizing Nebulous Growths for Robust and Incremental Data Visualization

Author(s): Damith A. Senanayake; Wei Wang; Shalin H. Naik; Saman Halgamuge

Pages: 4588 - 4602

25) Modeling and Control of Hybrid 3-D Gaits of Snake-Like Robots

Author(s): Zhengcai Cao; Dong Zhang; MengChu Zhou

Pages: 4603 - 4612

26) Nonergodic Complexity of Proximal Inertial Gradient Descents

Author(s): Tao Sun; Linbo Qiao; Dongsheng Li

Pages: 4613 - 4626

27) A Minibatch Proximal Stochastic Recursive Gradient Algorithm Using a Trust-Region-Like Scheme and Barzilai–Borwein Stepsizes

Author(s): Tengteng Yu; Xin-Wei Liu; Yu-Hong Dai; Jie Sun

Pages: 4627 - 4638

28) Learning Automata-Based Multiagent Reinforcement Learning for Optimization of Cooperative Tasks

Author(s): Zhen Zhang; Dongqing Wang; Junwei Gao

Pages: 4639 - 4652

29) Bearing-Based Adaptive Neural Formation Scaling Control for Autonomous Surface Vehicles With Uncertainties and Input Saturation

Author(s): Yu Lu; Changyun Wen; Tielong Shen; Weidong Zhang

Pages: 4653 - 4664

30) Explainable Uncertainty-Aware Convolutional Recurrent Neural Network for Irregular Medical Time Series

Author(s): Qingxiong Tan; Mang Ye; Andy Jinhua Ma; Baoyao Yang; Terry Cheuk-Fung Yip; Grace Lai-Hung Wong; Pong C. Yuen

Pages: 4665 - 4679

31) Model-Driven Architecture of Extreme Learning Machine to Extract Power Flow Features

Author(s): Qian Gao; Zhifang Yang; Juan Yu; Wei Dai; Xingyu Lei; Bo Tang; Kaigui Xie; Wenyuan Li

Pages: 4680 - 4690

32) Feature Interaction for Streaming Feature Selection

Author(s): Peng Zhou; Peipei Li; Shu Zhao; Xindong Wu

Pages: 4691 - 4702

33) Neural-Network-Based Adaptive DSC Design for Switched Fractional-Order Nonlinear Systems

Author(s): Shuai Sui; C. L. Philip Chen; Shaocheng Tong

Pages: 4703 - 4712

34) Spatiotemporal Behind-the-Meter Load and PV Power Forecasting via Deep Graph Dictionary Learning

Author(s): Mahdi Khodayar; Guangyi Liu; Jianhui Wang; Okyay Kaynak; Mohammad E. Khodayar

Pages: 4713 - 4727

35) Synaptic Weight Evolution and Charge Trapping Mechanisms in a Synaptic Pass-Transistor Operation With a Direct Potential Output

Author(s): Yeonsu Kang; Jiung Jang; Danyoung Cha; Sungsik Lee

Pages: 4728 - 4741

36) Class-Variant Margin Normalized Softmax Loss for Deep Face Recognition

Author(s): Wanping Zhang; Yongru Chen; Wenming Yang; Guijin Wang; Jing-Hao Xue; Qingmin Liao

Pages: 4742 - 4747

37) Gated Value Network for Multilabel Classification

Author(s): Yimin Hou; Sen Wan; Feng Bao; Zhiquan Ren; Yunfeng Dong; Qionghai Dai; Yue Deng

Pages: 4748 - 4754

38) Adaptive Propagation Graph Convolutional Network

Author(s): Indro Spinelli; Simone Scardapane; Aurelio Uncini

Pages: 4755 - 4760

39) Event-Driven Synchronization of Switched Complex Networks: A Reachable-Set-Based Design

Author(s): Hong Sang; Jun Zhao

Pages: 4761 - 4768

Weekly Review 19 November 2021

1) Some quotes from experts on the current state of AI: https://spectrum.ieee.org/artificial-intelligence-quotes/particle-30

2) When even the news from New Zealand's national broadcaster regularly mangles grammer, misuses phrases and displays a shocking ignorance of mathematics, I will say yes, spelling and maths does matter in the workplace: https://www.stuff.co.nz/business/opinion-analysis/300445266/spelling-and-maths-still-matter-in-the-workplace

3) Who needs Deep Learning to predict when it's going to rain? Just ask me when I plan to mow my lawn: https://www.technologyreview.com/2021/09/29/1036331/deepminds-ai-predicts-almost-exactly-when-and-where-its-going-to-rain/

4) Preventing wild fires by using AI to analyse drone images of power lines: https://spectrum.ieee.org/smokey-the-ai

5) I wanted to post this earlier, but didn't get around to it: https://www.stuff.co.nz/national/education/126970363/new-research-identifies-key-to-discouraging-procrastination

6) The role of quantum computing in Machine Learning: https://www.datanami.com/2021/11/11/is-quantum-computing-the-future-of-ai/

7) Using Deep Learning to translate accents: https://spectrum.ieee.org/ai-accent-translator

8) How to psychologically deal with the uncertainty of the pandemic: https://www.stuff.co.nz/business/prosper/advice/126899194/covid19-tips-to-buffer-uncertainty-by-looking-after-our-minds

9) Some common misconceptions about working in Machine Learning: https://www.kdnuggets.com/2021/11/common-misconception-about-machine-learning.html

10) Predictions of what will happen with AI in 2022: https://www.informationweek.com/ai-or-machine-learning/ai-automation-predictions-for-2022-more-big-changes-ahead

11) Opportunities for AI in social media: https://www.datasciencecentral.com/profiles/blogs/the-impact-of-ai-on-social-media-marketing

12) Chatbots are becoming more and more widely used: https://www.stuff.co.nz/business/126792173/the-rise-of-chatbots-more-people-than-ever-are-talking-to-robots-instead-of-humans-for-basic-services

13) Python is now the top programming language: https://www.techrepublic.com/article/python-ends-c-and-javas-20-year-reign-atop-the-tiobe-index/

14) No, AI is not going to put everyone out of work: https://www.informationweek.com/ai-or-machine-learning/ai-has-an-image-problem-and-that-s-not-fair

15) The role of AI in procurement: https://dataconomy.com/2021/10/how-procurement-team-ready-ai/

IEEE Transactions on Artificial Intelligence, Volume 2, Number 5, October 2021

1) Guest Editorial: Special Issue on Artificial Intelligence for Robotics

Author(s): Wei He; Zhijun Li; Erdal Kayacan; Catherine Huang; Michael V. Basin

Pages: 382 - 383

2) Graph-Based Knowledge Acquisition With Convolutional Networks for Distribution Network Patrol Robots

Author(s): Dapeng Yan; Hui Cao; Tao Wang; Ruilin Chen; Shuangsi Xue

Pages: 384 - 393

3) Vector Detection Network: An Application Study on Robots Reading Analog Meters in the Wild

Author(s): Zhipeng Dong; Yi Gao; Yunhui Yan; Fei Chen

Pages: 394 - 403

4) Deep Neural Network Approach in EMG-Based Force Estimation for Human–Robot Interaction

Author(s): Hang Su; Wen Qi; Zhijun Li; Ziyang Chen; Giancarlo Ferrigno; Elena De Momi

Pages: 404 - 412

5) Enhanced Broad Siamese Network for Facial Emotion Recognition in Human–Robot Interaction

Author(s): Yikai Li; Tong Zhang; C. L. Philip Chen

Pages: 413 - 423

6) Deep Feature Representation Based Imitation Learning for Autonomous Helicopter Aerobatics

Author(s): Shaofeng Chen; Yang Cao; Yu Kang; Pengfei Li; Bingyu Sun

Pages: 437 - 446

IEEE Transactions on Emerging Topics in Computational Intelligence, Volume 5, Number 5, October 2021

1) A Survey on Neural Network Interpretability

Author(s): Yu Zhang; Peter Tiňo; Aleš Leonardis; Ke Tang

Pages: 726 - 742

2) Design of In-Situ Learning Bidirectional Associative Memory Neural Network Circuit With Memristor Synapse

Author(s): Jichen Shi; Zhigang Zeng

Pages: 743 - 754

3) Artificial Neural Networks in Action for an Automated Cell-Type Classification of Biological Neural Networks

Author(s): Eirini Troullinou; Grigorios Tsagkatakis; Spyridon Chavlis; Gergely F. Turi; Wenke Li; Attila Losonczy; Panagiotis Tsakalides; Panayiota Poirazi

Pages: 755 - 767

4) Neural Network Training for Uncertainty Quantification Over Time-Range

Author(s): H. M. Dipu Kabir; Abbas Khosravi; Saeid Nahavandi; Dipti Srinivasan

Pages: 768 - 779

5) Forecasting Fluctuations in the Financial Index Using a Recurrent Neural Network Based on Price Features

Author(s): Yu-Fei Lin; Tzu-Ming Huang; Wei-Ho Chung; Yeong-Luh Ueng

Pages: 780 - 791

6) Discrete Multiplierless Implementation of Fractional Order Hindmarsh–Rose Model

Author(s): S. A. Malik; A. H. Mir

Pages: 792 - 802

7) A Novel Ensemble Deep Learning Approach for Sleep-Wake Detection Using Heart Rate Variability and Acceleration

Author(s): Zhenghua Chen; Min Wu; Kaizhou Gao; Jiyan Wu; Jie Ding; Zeng Zeng; Xiaoli Li

Pages: 803 - 812

8) HAR-Depth: A Novel Framework for Human Action Recognition Using Sequential Learning and Depth Estimated History Images

Author(s): Suraj Prakash Sahoo; Samit Ari; Kamalakanta Mahapatra; Saraju P. Mohanty

Pages: 813 - 825

9) Decomposition Based Multi-Objective Variable Neighborhood Descent Algorithm for Logistics Dispatching

Author(s): Yu-Lin Lan; Fagui Liu; Wing W. Y. Ng; Jun Zhang; Mengke Gui

Pages: 826 - 839

10) IntelligentCrowd: Mobile Crowdsensing via Multi-Agent Reinforcement Learning

Author(s): Yize Chen; Hao Wang

Pages: 840 - 845

11) Some Generalized Integrals Applied in Scientometrics and Related Evaluation

Author(s): LeSheng Jin; Radko Mesiar; Andrea Stupňanová; Ronald R. Yager

Pages: 846 - 853

12) An Intelligent Type-2 Fuzzy Stabilization of Multi-DC Nano Power Grids

Author(s): Mahdi Mosayebi; Meysam Gheisarnejad; Mohammad-Hassan Khooban

Pages: 854 - 859

Weekly Review - 12 November 2021

Some interesting links that I Tweeted about this week:

1) Simulating a dragonfly's brain shows that enormous deep neural networks aren't always necessary: https://spectrum.ieee.org/fast-efficient-neural-networks-copy-dragonfly-brains

2) The precariousness of research positions is why I got out of a research-only career and into academic management - a much better way of supporting my family: https://www.nature.com/articles/d41586-021-02613-4

3) Some recent advances in reinforcement learning for deep  neural networks: https://spectrum.ieee.org/reinforcement-learning

4) AI in general, and Deep Neural Networks in particular, have been over-hyped. They can still achieve some useful results, but a healthy level skepticism should be employed: https://www.bloomberg.com/opinion/articles/2021-10-04/artificial-intelligence-ain-t-that-smart-look-at-tesla-facebook-healthcare

5) Using AI to bet on horses: https://spectrum.ieee.org/betting-with-no-code-ai

6) I've been working from home almost three months. I've never done any of these five things: https://www.stuff.co.nz/business/prosper/advice/300419444/five-things-to-avoid-when-working-from-home

7) This is not going to end well: https://spectrum.ieee.org/predictive-ai-pentagon AI

8) Overview of zero-shot learning: https://www.kdnuggets.com/2021/04/zero-shot-learning.html 

9) Organic, implantable, neural networks https://spectrum.ieee.org/brain-inspired-ai-implant 

10) My alma mater is using AI to increase energy efficiency in its buildings: https://www.odt.co.nz/news/dunedin/campus/ai-managing-university-energy-use

11) Deep learning in military robots: https://spectrum.ieee.org/ai-army-robots

12) Good overview of time-series prediction with machine learning: https://www.kdnuggets.com/2020/03/machine-learning-time-series-forecasting-sequel.html

13) How the energy costs of deep learning are becoming unsustainable: https://spectrum.ieee.org/deep-learning-computational-cost

14) Three reasons why academics stay on long past retirement age: https://www.insidehighered.com/blogs/learning-innovation/3-reasons-why-higher-ed-people-who-can-afford-retire-keep-working

15) Overview of the history of AI, especially neural networks: https://spectrum.ieee.org/history-of-ai

On class differences in research

 My guilty secret is that I like to browse Quora, and occasionally answer some questions. One question I wrote an answer for, was "What is it like to get a PhD when you grew up in a poor family?". Below I reproduce the answer I gave, explaining that while I wouldn't have considered myself poor by the standards of the time, I probably would be now. I also wouldn't have been able to get a PhD if I had been born twenty years later, it just wouldn't have been feasible.

For some time, whenever I went to a conference or workshop, I would ask the PhD-holding researchers I got to know, what their parents did for a living. In almost every case, their parents were professionals of some description. The number of researchers who had working-class parents, like I did, were very, very small.

This very unscientific polling leads me to believe that while improvements are being made in the diversity of researchers with respect to race and gender, the impediments caused by class to access to higher education, and ultimately becoming a researcher, are still there. It is already hard for working-class kids to access tertiary education, and the current pandemic is exacerbating that inequality. But what can we do about it?

Below is the answer I gave to the Quora question above.