About
Professional SummaryDr. Tinghuai Ma is currently working as Professor at Nanjing University of Information & Science Technology, China. He has completed his Ph.D. in Computer Software and Theory from Chinese Academy of Sciences, Shanghai, China. His main area of interest focuses on Data Mining, Social Computing, Privacy preserving, and Cloud Computing. He has published 45 research articles in journals as well as 30 conference papers contributed as author/co-author.
Education
Academic Background-
Ph.D. Chinese Academy of Sciences, Shanghai, China Computer Software and Theory | Completed: 2003
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M.Sc. Huazhong University of Science & Technology, Wuhan, China Structure Mechanics Engineering & Computer Simulation | Completed: 2000
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B.Sc. Huazhong University of Science & Technology, Wuhan, China Ship Engineering | Completed: 1997
Publications (125)
Selected Scholarly Contributions
2027
Multimodal TDV-Net unveils multitask Arctic sea ice segmentation via text-guided dual-domain modeling
2026
When new stations arrive: Delay-aware adaptive graph rough differential equations for incremental station-level weather forecasting
2026
2026
Personalized dialogue generation through knowledge expansion and in-context learning
2026
Knowledge-Enhanced Dynamic Scene Graph Attention Network for Fake News Video Detection
2026
ROIS: Role-Based Multi-Agent Collaboration by Context-Time-Aware Information Sharing
2026
ReST-Pre: Event prediction by spatial-temporal structural replay on generative implicit event pattern induction
2026
Mixed-order relation learning spatio-temporal graph neural network for weather forecasting
2026
Graph based multi-agent reinforcement learning with evolutionary population for cooperation
2026
BiCaution: Bridging Forward–Backward Interventional and Counterfactual Causal Establishment for Event Graph-Based Abductive Reasoning
2026
BKUF: A Novel Real-time Rumor Detection Method Integrating Background Knowledge and User Features
2026
M-Net: Multiscale hierarchical fusion with dual natural patch attention for spatial-Temporal time series forecasting
2026
Enhancing Crop Yield Estimation Through Iterative Querying and Bayesian-Optimized Gated Networks
2025
RTA: A reinforcement learning-based temporal knowledge graph question answering model
2025
TADST: reconstruction with spatio-temporal feature fusion for deviation-based time series anomaly detection
2025
Multi-axis fusion with optimal transport learning for multimodal aspect-based sentiment analysis
2025
CogLign: Interpretable Text Sentiment Determination by Aligning Cognition Between EEG-Derived Brain Graph and Text-Derived Knowledge Graph
2025
2025
Dual evidence enhancement and text–image similarity awareness for multimodal rumor detection
2025
Multiview Spatio-Temporal Learning With Dual Dynamic Graph Convolutional Networks for Rumor Detection
2025
Adaptive Graph Structure Learning Neural Rough Differential Equations for Multivariate Time Series Forecasting
2025
A Multi-Stage Deep Learning Framework for Multi-Source Cloud Top Height Retrieval from FY-4A/AGRI Data
2025
CBTA: a CNN-BiGRU method with triple attention for winter wheat yield prediction
2024
TCNT: a temporal convolutional network-transformer framework for advanced crop yield prediction
2024
Integrating remote sensing data and efficiently weighted ensemble method for simplified crop yield prediction
2024
Multivariate spatio-temporal modeling of drought prediction using graph neural network
2024
KGCDP-T: Interpreting knowledge graphs into text by content ordering and dynamic planning with three-level reconstruction
2024
FuFaction: Fuzzy Factual Inconsistency Correction on Crowdsourced Documents With Hybrid-Mask at the Hidden-State Level
2024
2024
2024
Three-stage Transferable and Generative Crowdsourced Comment Integration Framework Based on Zero- and Few-shot Learning with Domain Distribution Alignment
2024
Hierarchical Coordination Multi-Agent Reinforcement Learning With Spatio-Temporal Abstraction
2024
CoBjeason: Reasoning Covered Object in Image by Multi-Agent Collaboration Based on Informed Knowledge Graph
2024
A Rearrangement and Restore-Based Mixer Model for Target-Oriented Multimodal Sentiment Classification
2024
Effects of wind speed and wind direction on crop yield forecasting using dynamic time warping and an ensembled learning model
2024
Affective Region Recognition and Fusion Network for Target-Level Multimodal Sentiment Classification
2024
GCMA: An Adaptive Multiagent Reinforcement Learning Framework With Group Communication for Complex and Similar Tasks Coordination
2024
Enhancing Collaboration in Heterogeneous Multiagent Systems Through Communication Complementary Graph
2024
ATFSAD: Enhancing Long Sequence Time-Series Forecasting on Air Temperature Prediction
2023
2023
2023
A Personalized Multi-Turn Generation-Based Chatbot with Various-Persona-Distribution Data
2023
RETRACTED: Fuzzy theory and method for evaluating the importance of college course teaching for future education
2023
Joint Syntax-Enhanced and Topic-Driven Graph Networks for Emotion Recognition in Multi-Speaker Conversations
2023
SPK-CG: Siamese Network based Posterior Knowledge Selection Model for Knowledge Driven Conversation Generation
2023
MOFC: Network Embedding Based on Multi-Orders Friends Contribution for User Identification
2023
Aggregated squeeze-and-excitation transformations for densely connected convolutional networks
2022
2022
2022
A Self-Play and Sentiment-Emphasized Comment Integration Framework Based on Deep Q-Learning in a Crowdsourcing Scenario
2022
2022
2022
A Novel Generative Model for Face Privacy Protection in Video Surveillance with Utility Maintenance
2022
2022
Bi-Tier Differential Privacy for Precise Auction-Based People-Centric IoT Service
2021
2021
A Trajectory Privacy Protection Method Based on Random Sampling Differential Privacy
2021
The Research on Covert Communication Model Based on Blockchain: A Case Study of Ethereum’s Whisper Protocol
2020
2020
2020
Multiple clustering and selecting algorithms with combining strategy for selective clustering ensemble
2020
The Impact of Weighting Schemes and Stemming Process on Topic Modeling of Arabic Long and Short Texts
2020
2020
2020
2019
$\mathcal{K}$ -Lowest-Influence Overlapping Nodes Based Community Detection in Complex Networks
2019
Natural disaster topic extraction in Sina microblogging based on graph analysis
2019
PPSDT: A Novel Privacy-Preserving Single Decision Tree Algorithm for Clinical Decision-Support Systems Using IoT Devices
2019
Deep rolling: A novel emotion prediction model for a multi-participant communication context
2019
Evaluation of the Rossby Centre Regional Climate Model Rainfall Simulations over West Africa Using Large-Scale Spatial and Temporal Statistical Metrics
2019
A novel subgraph $$K^{+}$$ K + -isomorphism method in social network based on graph similarity detection
2018
2018
2018
A Comparative Study of Subgraph Matching Isomorphic Methods in Social Networks
2018
2018
2018
2018
Graph classification based on graph set reconstruction and graph kernel feature reduction
2018
2018
2017
2017
MHBase: A Distributed Real-Time Query Scheme for Meteorological Data Based on HBase
2016
LED: A fast overlapping communities detection algorithm based on structural clustering
2016
Augmenting matrix factorization technique with the combination of tags and genres
2016
An efficient and scalable density-based clustering algorithm for datasets with complex structures.
Tinghuai Ma
2016
Detect structural-connected communities based on BSCHEF in C-DBLP.
Tinghuai Ma
2016
Data resource discovery model based on hybrid architecture in data grid environment.
Tinghuai Ma
2015
Social network and tag sources based augmenting collaborative recommender system.
Tinghuai Ma
2015
Automatic reconstruction of cross-cut chinese documents using information quantity.
Tinghuai Ma
2015
A hybrid evolutionary algorithm for numerical optimization problem.
Tinghuai Ma
2015
Chi-square statistics feature selection based on term frequency and distribution for text categorization.
Tinghuai Ma
2015
Weighted curvature-preserving PDE image filtering method.
Tinghuai Ma
2015
KDVEM: a k-degree anonymity with vertex and edge modification algorithm.
Tinghuai Ma
2015
A survey of privacy preserving data publishing using generalization and suppression.
Tinghuai Ma
2014
The performance improvements of highly-concurrent grid-based server.
Tinghuai Ma
2014
A replica selection algorithm in data grid.
Tinghuai Ma
2014
Detecting potential labeling errors for bioinformatics by multiple voting.
Tinghuai Ma
2014
Resource allocation and scheduling in cloud computing: policy and algorithm.
Tinghuai Ma
2014
Optimized laplacian image sharpening algorithm based on graphic processing unit.
Tinghuai Ma
2014
A circle-based data dissemination algorithm for wireless sensor networks with mobile sink.
Tinghuai Ma
2013
Optimization of large scale of files transfer in meteorological grid.
Tinghuai Ma
2013
Implementation of the fuzzy C-means clustering algorithm in meteorological data.
Tinghuai Ma
2013
Replica creation strategy based on quantum evolutionary algorithm in data gird.
Tinghuai Ma
2013
An efficient distributed weather data sharing system based on agent.
Tinghuai Ma
2012
Review on grid resource discovery: models and strategies.
Tinghuai Ma
2012
A comparative study of quantum evolutionary algorithm and particle swarm optimization for numerical optimization problems.
Tinghuai Ma
2011
A survey on grid task scheduling.
Tinghuai Ma
2011
Weather data sharing system: an agent-based distributed data management.
Tinghuai Ma
2011
Grid task scheduling: algorithm review.
Tinghuai Ma
2011
Privacy preserving in ubiquitous computing: Classification & hierarchy.
Tinghuai Ma
2011
Review of sensor-based activity recognition systems.
Tinghuai Ma
2011
Quantizing personal privacy in ubiquitous computing.
Tinghuai Ma
2011
An energy efficient and load balancing routing algorithm for wireless sensor networks.
Tinghuai Ma
2011
Research on index technology for group-by aggregation query in XML cube.
Tinghuai Ma
2010
New parallel three-level iterative method for diffusion equation.
Tinghuai Ma
2010
An agei method for solving four-order diffusion equations.
Tinghuai Ma
2010
New finite difference domain decomposition algorithms for two-dimensional heat equation.
Tinghuai Ma
2010
Research on task scheduling algorithm in grid environment.
Tinghuai Ma
2010
Virtual resource management based meteorological computational grid.
Tinghuai Ma
2010
2009
Privacy preserving in ubiquitous computing: architecture.
Tinghuai Ma
2009
2008
A new reduction implementation based on concept.
Tinghuai Ma
2006
2005