Web Access Research Portal

Researcher: Xu, S (Dr Shuxiang Xu)

Research Fields

Neural, Evolutionary and Fuzzy Computation
Computer-Human Interaction
Business Information Systems
Networking and Communications
Simulation and Modelling
Economic Models and Forecasting
Database Management

Research Impact

Information Processing Services (incl. Data Entry and Capture)
Computer Software and Services
Information and Communication Services
Application Software Packages (excl. Computer Games)
Teaching and Instruction Technologies
Fixed Line Data Networks and Services
Application Tools and System Utilities
Taxation

Career Best Publications

A new multiple seeds based genetic algorithm for discovering a set of interesting Boolean association rules; Expert Systems With Applications
A novel approach for determining the optimal number of hidden layer neurons for FNN's and its application in data mining; International Conference on Information Technology and Applications: iCITA
Adaptive higher order neural network models and their applications in business; Artificial Higher Order Neural Networks for Economics and Business
Adaptive Higher Order Neural Network Models for Data Mining; Artificial Higher Order Neural Networks for Computer Science and Engineering: Trends for Emerging Applications
ANSER: Adaptive Neuron Artificial Neural Network System for Estimating rainfall; International Journal of Computers & Applications
Data mining using higher order neural network models with adaptive neuron activation functions; International Journal of Advancements in Computing Technology
HONNs with Extreme learning Machine to Handle Incomplete Datasets; Artificial Higher Order Neural Networks for Modeling and Simulation
Investigation and improvement of multi-layer perceptron neural networks for credit scoring; Expert Systems With Applications
Neural networks for business decision making; International Journal of Advancements in Computing Technology
Neuron-Adaptive Higher Order Neural-Network Models for Automated Financial Data Modeling; IEEE Transactions on Neural Networks

Research Publications

A hybrid GeneticMax algorithm for improving the traditional genetic based approach for mining maximal frequent item sets; International Journal of Computer Science and Network Security
A machine learning approach for modeling and its applications; European Modeling and Simulation Symposium
A New Adaptive Neural Network Model for Financial Data Mining; International Symposium on Neural Networks (ISNN)
A new evolutionary algorithm for extracting a reduced set of interesting association rules; Neural Information Processing 22nd International Conference, ICONIP 2015
A new multiple seeds based genetic algorithm for discovering a set of interesting Boolean association rules; Expert Systems With Applications
A Novel Adaptive Activation Function; International Joint Conference on Neural Networks IJCNN '01
A novel approach for determining the optimal number of hidden layer neurons for FNN's and its application in data mining; International Conference on Information Technology and Applications: iCITA
A novel approach to mining maximal frequent itemsets based on genetic algorithm; The 9th International Conference on Information Technology and Applications
A novel higher order artificial neural networks; International Symposium on Computational Mechanics (ISCM) and Enhancement and Promotion of Computational Methods in Engineering and Science (EPMESC)
A theoretical framework for parallel implementation of deep higher order neural networks; Applied Artificial Higher Order Neural Networks for Control and Recognition
Adaptive higher order neural network models and their applications in business; Artificial Higher Order Neural Networks for Economics and Business
Adaptive Higher Order Neural Network Models for Data Mining; Artificial Higher Order Neural Networks for Computer Science and Engineering: Trends for Emerging Applications
Adaptive Higher Order Neural Networks ; WRI Global Congress on Intelligent Systems (GCIS)
Adaptive Higher Order Neural networks for Effective data Mining; International Symposium on Neural Networks (ISNN)
An Adaptive Activation Function for Higher Order Neural Networks; 15th Australian Joint Conference on Artificial Intelligence Canberra, Australia
An Extreme Learning Machine Algorithm for Higher Order Neural Network; The 23rd European Modeling & Simulation Symposium
ANSER: Adaptive Neuron Artificial Neural Network System for Estimating rainfall; International Journal of Computers & Applications
Application of Genetic Algorithms to the Optimisation of Neural Network Configuration for Stock Market Forecasting; 14th Australian Joint Conference on Artificial Intelligence
Application of Higher-Order Neural Networks to Financial Time-Series Prediction; Artificial Neural Networks in Finance and Manufacturing
Application of new adaptive higher order neural networks in data mining; International Conference on Computer Science and Software Engineering (CSSE)
Association rule mining for both frequent and infrequent items using particle swarm optimization algorithm; International Journal on Computer Science and Engineering
Comparative analysis of genetic based approach and apriori algorithm for mining maximal frequent item sets; 2015 IEEE Congress on Evolutionary Computation
Data Mining - An Adaptive Neural Network Model for Financial Analysis; International Conference on Information Technology and Applications: iCITA
Data Mining Using an Adaptive HONN Model with Hyperbolic Tangent Neurons; PKAW
Data mining using higher order neural network models with adaptive neuron activation functions; International Journal of Advancements in Computing Technology
Discovery of interesting association rules using genetic algorithm with adaptive mutation; Neural Information Processing 22nd International Conference, ICONIP 2015
Features of higher order neural network with adaptive neurons; Software Engineering and Data Mining (SEDM) International Conference
HONNs with ELM algorithm for medical applications; 12th International Conference on Control, Automation, Robotics and Vision (ICARCV 2012)
HONNs with Extreme learning Machine to Handle Incomplete Datasets; Artificial Higher Order Neural Networks for Modeling and Simulation
Instance selection and optimization of neural networks; The 9th International Conference on Information Technology and Applications
Investigation and improvement of multi-layer perceptron neural networks for credit scoring; Expert Systems With Applications
Investigation of multilayer perceptron and class imbalance problems for credit rating; International Journal of Computer and Information Technology
Justification of a Neuron-Adaptive Activation Function; International Joint Conference on Neural Networks
Learning through shared note-taking visualisations in the classroom; OzCHI 2016: Connected Futures
Multiple seeds based evolutionary algorithm for mining Boolean association rules; Trends and Applications in Knowledge Discovery and Data Mining, PAKDD 2016 Workshops
Neural networks for business decision making; International Journal of Advancements in Computing Technology
Neuron-Adaptive Higher Order Neural-Network Models for Automated Financial Data Modeling; IEEE Transactions on Neural Networks
Performance evaluation of different kernels for support vector machine used in intrusion detection system; International Journal of Computer Networks and Communications
Towards the effective use of multiple displays in teaching and learning environments; 26th Australian Computer-Human Interaction Conference (OzCHI 2014)
Utilizing Feature Selection on Higher Order Neural Networks; Applied Artificial Higher Order Neural Networks for Control and Recognition

Research Projects

An Artificial Neural network System for Forecasting Government Tax Revenues; University of Tasmania (UTAS)
ICITA 2008 (5th International Conference on Information Technology and Applications); University of Tasmania (UTAS)

Research Candidate Supervision

A Novel ANN Approach for Hand Gesture Recognition
A user demand Reliable Real-Time Dynamic Group communication model in the wireless Newtwork Environments
Application of machine learning to the prediction of organisational resilience
Applying Difference Data Mining Algorithms to Arrange Different Products in an Efficient Way in a Shopping Centre
Tunable Activation Functions for ELM Algorithms