Silk from a sow's ear: extracting usable structures from the Web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning and Revising User Profiles: The Identification ofInteresting Web Sites
Machine Learning - Special issue on multistrategy learning
Adaptive Web sites: automatically synthesizing Web pages
AAAI '98/IAAI '98 Proceedings of the fifteenth national/tenth conference on Artificial intelligence/Innovative applications of artificial intelligence
Warehousing and mining Web logs
Proceedings of the 2nd international workshop on Web information and data management
Mining frequent patterns without candidate generation
SIGMOD '00 Proceedings of the 2000 ACM SIGMOD international conference on Management of data
Document Categorization and Query Generation on the World Wide WebUsing WebACE
Artificial Intelligence Review - Special issue on data mining on the Internet
An information retrieval system based on a user profile
Journal of Systems and Software
Industrial Applications of Fuzzy Control
Industrial Applications of Fuzzy Control
Data & Knowledge Engineering - Building web warehouse
Web community mining and web log mining: commodity cluster based execution
ADC '02 Proceedings of the 13th Australasian database conference - Volume 5
IEEE Transactions on Knowledge and Data Engineering
Clustering the Users of Large Web Sites into Communities
ICML '00 Proceedings of the Seventeenth International Conference on Machine Learning
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
A Hybrid Approach to Web Usage Mining
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Building and Exploiting Ad Hoc Concept Hierarchies for Web Log Analysis
DaWaK 2000 Proceedings of the 4th International Conference on Data Warehousing and Knowledge Discovery
Neuro Fuzzy Systems: Sate-of-the-Art Modeling Techniques
IWANN '01 Proceedings of the 6th International Work-Conference on Artificial and Natural Neural Networks: Connectionist Models of Neurons, Learning Processes and Artificial Intelligence-Part I
Extracting Patterns and Relations from the World Wide Web
WebDB '98 Selected papers from the International Workshop on The World Wide Web and Databases
Discovering Web Access Patterns and Trends by Applying OLAP and Data Mining Technology on Web Logs
ADL '98 Proceedings of the Advances in Digital Libraries Conference
Creating Adaptive Web Sites Through Usage-Based Clustering of URLs
KDEX '99 Proceedings of the 1999 Workshop on Knowledge and Data Engineering Exchange
Web usage mining: discovery and applications of usage patterns from Web data
ACM SIGKDD Explorations Newsletter
Web Mining: Information and Pattern Discovery on the World Wide Web
ICTAI '97 Proceedings of the 9th International Conference on Tools with Artificial Intelligence
Self organization of a massive document collection
IEEE Transactions on Neural Networks
Web mining in soft computing framework: relevance, state of the art and future directions
IEEE Transactions on Neural Networks
Expert Systems with Applications: An International Journal
Mining usage profiles from access data using fuzzy clustering
SMO'06 Proceedings of the 6th WSEAS International Conference on Simulation, Modelling and Optimization
An efficient hierarchical clustering model for grouping web transactions
International Journal of Business Intelligence and Data Mining
Web User Profiling Using Fuzzy Clustering
WILF '07 Proceedings of the 7th international workshop on Fuzzy Logic and Applications: Applications of Fuzzy Sets Theory
Categorization of Web Users by Fuzzy Clustering
KES '08 Proceedings of the 12th international conference on Knowledge-Based Intelligent Information and Engineering Systems, Part II
Proposing a hybrid-intelligent framework to secure e-government web applications
Proceedings of the 2nd international conference on Theory and practice of electronic governance
Proceedings of the 1st International Workshop on Context-Aware Middleware and Services: affiliated with the 4th International Conference on Communication System Software and Middleware (COMSWARE 2009)
Recent Literature Collected by Didier DUBOIS, Henri PRADE and Salvatore SESSA
Fuzzy Sets and Systems
Fuzzy modeling of digital products pricing in the virtual marketplace
HAIS'11 Proceedings of the 6th international conference on Hybrid artificial intelligent systems - Volume Part I
A novel model for user clicks identification based on hidden semi-Markov
Journal of Network and Computer Applications
Data summarization for network traffic monitoring
Journal of Network and Computer Applications
| Hi-index | 0.00 |
With the rapid increasing popularity of the WWW, Websites are playing a crucial role to convey knowledge and information to the end users. Discovering hidden and meaningful information about Web users usage patterns is critical to determine effective marketing strategies to optimize the Web server usage for accommodating future growth. Most of the currently available Web server analysis tools provide only explicitly and statistical information without real useful knowledge for Web managers. The task of mining useful information becomes more challenging when the Web traffic volume is enormous and keeps on growing. In this paper, we propose a concurrent neurofuzzy model to discover and analyze useful knowledge from the available Web log data. We made use of the cluster information generated by a self organizing map for pattern analysis and a fuzzy inference system to capture the chaotic trend to provide short-term (hourly) and long-term (daily) Web traffic trend predictions. Empirical results clearly demonstrate that the proposed hybrid approach is efficient for mining and predicting Web server traffic and could be extended to other Web environments as well.