A prelude to neural networks
Neural Networks for Pattern Recognition
Neural Networks for Pattern Recognition
Complexity Pursuit: Separating Interesting Components from Time Series
Neural Computation
Evaluating the air-sea interactions and fluxes using an instance-based reasoning system
AI Communications - Binding Environmental Sciences and AI
Two topographic maps for data visualisation
Data Mining and Knowledge Discovery
Traffic Data Preparation for a Hybrid Network IDS
HAIS '08 Proceedings of the 3rd international workshop on Hybrid Artificial Intelligence Systems
AI for Modelling the Laser Milling of Copper Components
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
IDEAL '08 Proceedings of the 9th International Conference on Intelligent Data Engineering and Automated Learning
IDS Based on Bio-inspired Models
KES '07 Knowledge-Based Intelligent Information and Engineering Systems and the XVII Italian Workshop on Neural Networks on Proceedings of the 11th International Conference
A Soft Computing System to Perform Face Milling Operations
IWANN '09 Proceedings of the 10th International Work-Conference on Artificial Neural Networks: Part II: Distributed Computing, Artificial Intelligence, Bioinformatics, Soft Computing, and Ambient Assisted Living
A Hybrid Solution for Advice in the Knowledge Management Field
HAIS '09 Proceedings of the 4th International Conference on Hybrid Artificial Intelligence Systems
ViSOM ensembles for visualization and classification
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
A comparison of neural projection techniques applied to intrusion detection systems
IWANN'07 Proceedings of the 9th international work conference on Artificial neural networks
Boosting unsupervised competitive learning ensembles
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Visualising and clustering video data
IDEAL'07 Proceedings of the 8th international conference on Intelligent data engineering and automated learning
Atmospheric pollution analysis by unsupervised learning
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
Improving energy efficiency in buildings using machine intelligence
IDEAL'09 Proceedings of the 10th international conference on Intelligent data engineering and automated learning
A soft computing method for detecting lifetime building thermal insulation failures
Integrated Computer-Aided Engineering
Neural visualization of network traffic data for intrusion detection
Applied Soft Computing
Modelling of heat flux in building using soft-computing techniques
IEA/AIE'10 Proceedings of the 23rd international conference on Industrial engineering and other applications of applied intelligent systems - Volume Part III
Matching the dimensionality of maps with that of the data
SMO'05 Proceedings of the 5th WSEAS international conference on Simulation, modelling and optimization
Detecting compounded anomalous SNMP situations using cooperative unsupervised pattern recognition
ICANN'05 Proceedings of the 15th international conference on Artificial neural networks: formal models and their applications - Volume Part II
A hybrid system for dental milling parameters optimisation
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part II
Analyzing key factors of human resources management
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
Soft computing decision support for a steel sheet incremental cold shaping process
IDEAL'11 Proceedings of the 12th international conference on Intelligent data engineering and automated learning
IDEAL'05 Proceedings of the 6th international conference on Intelligent Data Engineering and Automated Learning
ICNC'05 Proceedings of the First international conference on Advances in Natural Computation - Volume Part I
CBRid4SQL: a CBR intrusion detector for SQL injection attacks
HAIS'10 Proceedings of the 5th international conference on Hybrid Artificial Intelligence Systems - Volume Part II
MOVICAB-IDS: visual analysis of network traffic data streams for intrusion detection
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Maximum likelihood topology preserving ensembles
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Expert Systems: The Journal of Knowledge Engineering
RT-MOVICAB-IDS: Addressing real-time intrusion detection
Future Generation Computer Systems
Neural PCA and maximum likelihood hebbian learning on the GPU
ICANN'12 Proceedings of the 22nd international conference on Artificial Neural Networks and Machine Learning - Volume Part II
idMAS-SQL: Intrusion Detection Based on MAS to Detect and Block SQL injection through data mining
Information Sciences: an International Journal
| Hi-index | 0.00 |
In this paper, we review an extension of the learning rules in a Principal Component Analysis network which has been derived to be optimal for a specific probability density function. We note that this probability density function is one of a family of pdfs and investigate the learning rules formed in order to be optimal for several members of this family. We show that, whereas we have previously (Lai et al., 2000; Fyfe and MacDonald, 2002) viewed the single member of the family as an extension of PCA, it is more appropriate to view the whole family of learning rules as methods of performing Exploratory Projection Pursuit. We illustrate this on both artificial and real data sets.