OOIR: Observatory of International Research

Papers

(The TQCC of IEEE Intelligent Systems is 3. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-05-01 to 2024-05-01.)

Article	Citations
FedHealth: A Federated Transfer Learning Framework for Wearable Healthcare	469
A Secure Federated Transfer Learning Framework	274
SecureBoost: A Lossless Federated Learning Framework	199
Secure Federated Matrix Factorization	151
The Hourglass Model Revisited	117
Parallel Intelligence in Metaverses: Welcome to Hanoi!	96
From Features Engineering to Scenarios Engineering for Trustworthy AI: I&I, C&C, and V&V	93
TSNet: Three-Stream Self-Attention Network for RGB-D Indoor Semantic Segmentation	85
Fairness in Deep Learning: A Computational Perspective	84
Decentralized AI: Edge Intelligence and Smart Blockchain, Metaverse, Web3, and DeSci	82
Sentiment Analysis and Topic Recognition in Video Transcriptions	76
XGBoost Model and Its Application to Personal Credit Evaluation	68
An Emotional Recommender System for Music	66
FedRec: Federated Recommendation With Explicit Feedback	63
A Sustainable Incentive Scheme for Federated Learning	59
Metaverses and DeMetaverses: From Digital Twins in CPS to Parallel Intelligence in CPSS	52
Preserving User Privacy for Machine Learning: Local Differential Privacy or Federated Machine Learning?	50
Combining Sentiment Lexicons and Content-Based Features for Depression Detection	40
The DAO to DeSci: AI for Free, Fair, and Responsibility Sensitive Sciences	33
Adaptive Modality Distillation for Separable Multimodal Sentiment Analysis	30
Will Affective Computing Emerge From Foundation Models and General Artificial Intelligence? A First Evaluation of ChatGPT	28
Robust Federated Learning With Noisy Labels	28
Cognitive Digital Twins for Smart Manufacturing	28
Federated Generative Privacy	27
Three Algorithms for Solving High-Dimensional Fully Coupled FBSDEs Through Deep Learning	26

Personalized Geographical Influence Modeling for POI Recommendation	26
OntoSenticNet 2: Enhancing Reasoning Within Sentiment Analysis	26
A Single-Stream Segmentation and Depth Prediction CNN for Autonomous Driving	25
Hierarchical Attentive Transaction Embedding With Intra- and Inter-Transaction Dependencies for Next-Item Recommendation	25
SEPN: A Sequential Engagement Based Academic Performance Prediction Model	24
Cross-Lingual Sentiment Quantification	24
Concept Representation by Learning Explicit and Implicit Concept Couplings	23
A New Age of AI: Features and Futures	23
Formal Analysis of Smart Contract Based on Colored Petri Nets	22
Dynamic Sampling and Selective Masking for Communication-Efficient Federated Learning	21
The Era of Intelligent Recommendation: Editorial on Intelligent Recommendation with Advanced AI and Learning	21
Deep Learning and Smart Contract-Assisted Secure Data Sharing for IoT-Based Intelligent Agriculture	19
Proxy Experience Replay: Federated Distillation for Distributed Reinforcement Learning	17
Applying Metalevel Argumentation Frameworks to Support Medical Decision Making	17
Beyond i.i.d.: Non-IID Thinking, Informatics, and Learning	17
A Stable Deep Reinforcement Learning Framework for Recommendation	17
Parallel Population and Parallel Human—A Cyber-Physical Social Approach	16
Commonsense Knowledge Enhanced Memory Network for Stance Classification	15
Rethinking Homework in the Age of Artificial Intelligence	15
A Data-Analytics Approach for Risk Evaluation in Peer-to-Peer Lending Platforms	15
AI in Combating the COVID-19 Pandemic	15
Blockchain-Based Fair and Secure Electronic Double Auction Protocol	14
MGNN: Mutualistic Graph Neural Network for Joint Friend and Item Recommendation	14
Foundation Models for Transportation Intelligence: ITS Convergence in TransVerse	14
Seven Pillars for the Future of Artificial Intelligence	14
Few-Shot Object Detection Based on Self-Knowledge Distillation	13
Detecting Fake News With Weak Social Supervision	12
Location-Centric Social Media Analytics: Challenges and Opportunities for Smart Cities	12
Conformity: A Path-Aware Homophily Measure for Node-Attributed Networks	12
MDA: Multimodal Data Augmentation Framework for Boosting Performance on Sentiment/Emotion Classification Tasks	12
Data-Driven Deepfake Forensics Model Based on Large-Scale Frequency and Noise Features	11
Toward Trustworthy and Responsible Artificial Intelligence Policy Development	11
Optimal Finite-Horizon Perturbation Policy for Inference of Gene Regulatory Networks	11
GC-Net: Gridding and Clustering for Traffic Object Detection With Roadside LiDAR	11
Image Polarity Detection on Resource-Constrained Devices	11
An Evaluation of Four Resampling Methods Used in Machine Learning Classification	11
GSMNet: Global Semantic Memory Network for Aspect-Level Sentiment Classification	11
Intelligent Rack-Level Cooling Management in Data Centers With Active Ventilation Tiles: A Deep Reinforcement Learning Approach	10
Differentially Private Collaborative Coupling Learning for Recommender Systems	10
Toward Aspect-Level Sentiment Modification Without Parallel Data	9
Deep Reinforcement Learning for Quantitative Trading: Challenges and Opportunities	9
SMSS: Secure Member Selection Strategy in Federated Learning	9
Digital Evidence Object Model for Situation Awareness and Decision Making in Digital Forensics Investigation	9
Semi-discrete Matrix Factorization	9
Neurosymbolic Artificial Intelligence (Why, What, and How)	9
Parallel Urban Rail Transit Stations for Passenger Emergency Management	9
Stance Analysis of Twitter Users: The Case of the Vaccination Topic in Italy	9
A New SVDD Approach to Reliable and Explainable AI	9
Federated Topic Discovery: A Semantic Consistent Approach	9
A Basic Framework for Explanations in Argumentation	9

FD-LSTM: A Fuzzy LSTM Model for Chaotic Time-Series Prediction	9
Multimodal Fusion-Based Image Hiding Algorithm for Secure Healthcare System	8
Cooperative Mechanism of SME Growth in the Mesoscopic Structure With Strategic and Nonstrategic Partners	8
Simulation Driven AI: From Artificial to Actual and Vice Versa	8
Joint Intelligence Ranking by Federated Multiplicative Update	8
Special Issue on AI and FinTech: The Challenge Ahead	8
Trustworthy Machine Learning	8
Using Argumentation to Obtain and Explain Results in a Decision Support System	8
Isolation Forest Based Anomaly Detection Framework on Non-IID Data	8
Contribution- and Participation-Based Federated Learning on Non-IID Data	8
Artificial Intelligence for Natural Disaster Management	7
Transformer-Based Models for Automatic Identification of Argument Relations: A Cross-Domain Evaluation	7
Multiscale 3D-Shift Graph Convolution Network for Emotion Recognition From Human Actions	7
Guidelines for the Analysis and Design of Argumentation-Based Recommendation Systems	7
Exploring Customer Price Preference and Product Profit Role in Recommender Systems	7
Neural Graph for Personalized Tag Recommendation	7
Hiding in the Crowd: Federated Data Augmentation for On-Device Learning	6
Complexity of Nonempty Existence Problems in Incomplete Argumentation Frameworks	6
An Optimized Quantitative Argumentation Debate Model for Fraud Detection in E-Commerce Transactions	6
A Localized Learning Approach Applied to Human Activity Recognition	6
Incremental Skeptical Preferred Acceptance in Dynamic Argumentation Frameworks	6
Anomalous Event Sequence Detection	6
MetaSensing in Metaverses: See There, Be There, and Know There	6
Learning Parameters for a Generalized Vidale-Wolfe Response Model With Flexible Ad Elasticity and Word-of-Mouth	6
CRTL: Context Restoration Transfer Learning for Cross-Domain Recommendations	5
AI Science and Engineering: A New Field	5
Challenges and Opportunities of Applying Reinforcement Learning to Autonomous Racing	5
Domain Adaptation Learning Based on Structural Similarity Weighted Mean Discrepancy for Credit Risk Classification	5
Contextual Bandits With Hidden Features to Online Recommendation via Sparse Interactions	5
Capture the Bot: Using Adversarial Examples to Improve CAPTCHA Robustness to Bot Attacks	5
The AI Chip Race	5
Learning Complex Couplings and Interactions	5
Bayesian Optimization for Expensive Smooth-Varying Functions	4
Welcome to Big AI	4
An Efficient Solution to Detect Common Topologies in Money Launderings Based on Coupling and Connection	4
An Orthogonal Subspace Decomposition Method for Cross-Modal Retrieval	4
Recurrent Neural Networks for Oil Well Event Prediction	4
Computing Abductive Explanations	4
Argumentation-Based Health Information Systems: A Design Methodology	4
Deep Fusion for Travel Time Estimation Based on Road Network Topology	4
Knowledge-Based Entity Prediction for Improved Machine Perception in Autonomous Systems	4
HIGnet: Hierarchical and Interactive Gate Networks for Item Recommendation	4
Answer Keyword Generation for Community Question Answering by Multiaspect Gamma–Poisson Matrix Completion	4
Robust Maximum Mixture Correntropy Criterion Based One-Class Classification Algorithm	4
Extreme Event Discovery With Self-Attention for PM2.5 Anomaly Prediction	4
A Type-2 Fuzzy Time Series Model for Pattern Similarity Analysis: A Case Study on Air Quality Forecasting	4
Anomaly Detection Aided Budget Online Classification for Imbalanced Data Streams	4
Heterogeneous Federated Meta-Learning With Mutually Constrained Propagation	4
Fuzzy Graph and Collective Multiagent Reinforcement Learning for Traffic Signals Control	4
Data-Driven Predictive Maintenance	4
From Stochastic Parrots to Intelligent Assistants—The Secrets of Data and Human Interventions	4
General Learning Modeling for AUV Position Tracking	4
Computer-Centered Humans: Why Human-AI Interaction Research Will Be Critical to Successful AI Integration in the DoD	4
VGAN: Generalizing MSE GAN and WGAN-GP for Robot Fault Diagnosis	4
Recognition Model of Sideslip of Surrounding Vehicles Based on Perception Information of Driverless Vehicle	4
Hierarchical Multihop Reasoning on Knowledge Graphs	4
One Shot Model for COVID-19 Classification and Lesions Segmentation in Chest CT Scans Using Long Short-Term Memory Network With Attention Mechanism	4
Understanding Mechanism Design—Part 2 of 3: The Vickrey-Clarke-Groves Mechanism	3
This! Identifying New Sentiment Slang Through Orthographic Pleonasm Online: Yasss Slay Gorg Queen Ilysm	3
DualNER: A Trigger-Based Dual Learning Framework for Low-Resource Named Entity Recognition	3
Beyond AutoML: Mindful and Actionable AI and AutoAI With Mind and Action	3
Incremental Computation in Dynamic Argumentation Frameworks	3
MFGCN: A Multimodal Fusion Graph Convolutional Network for Online Car-Hailing Demand Prediction	3
How to Optimize an Academic Team When the Outlier Member is Leaving?	3
Spatial Anomaly Detection in Hyperspectral Imaging Using Optical Neural Networks	3
Detecting Anomalies in Small Unmanned Aerial Systems via Graphical Normalizing Flows	3
A Declarative Approach to New Product Development Project Prototyping	3
Smart Decentralized Autonomous Organizations and Operations for Smart Societies: Human–Autonomous Organizations for Industry 5.0 and Society 5.0	3
Robust Precipitation Bias Correction Through an Ordinal Distribution Autoencoder	3
Affect Detection From Wearables in the “Real” Wild: Fact, Fantasy, or Somewhere In between?	3
Intelligent Pandemic Surveillance via Privacy-Preserving Crowdsensing	3
CoTrRank: Trust Ranking on Twitter	3
Parallel Intelligence in CPSSs: Being, Becoming, and Believing	3
Embedding-Augmented Generalized Matrix Factorization for Recommendation With Implicit Feedback	3
Collaborative Generative Hashing for Marketing and Fast Cold-Start Recommendation	3