Neural networks and pattern recognition in human-computer interaction
Using speculation to reduce server load and service time on the WWW
CIKM '95 Proceedings of the fourth international conference on Information and knowledge management
Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
Using predictive prefetching to improve World Wide Web latency
ACM SIGCOMM Computer Communication Review
ACM Transactions on Computer Systems (TOCS)
Silk from a sow's ear: extracting usable structures from the Web
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Life, death, and lawfulness on the electronic frontier
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Visualizing the evolution of Web ecologies
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Improving end-to-end performance of the Web using server volumes and proxy filters
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The anatomy of a large-scale hypertextual Web search engine
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Using path profiles to predict HTTP requests
WWW7 Proceedings of the seventh international conference on World Wide Web 7
Finding related pages in the World Wide Web
WWW '99 Proceedings of the eighth international conference on World Wide Web
The analysis of hybrid trie structures
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Exploring the bounds of web latency reduction from caching and prefetching
USITS'97 Proceedings of the USENIX Symposium on Internet Technologies and Systems on USENIX Symposium on Internet Technologies and Systems
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A methodology for workload characterization of E-commerce sites
Proceedings of the 1st ACM conference on Electronic commerce
Using information scent to model user information needs and actions and the Web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
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WebQuilt: A proxy-based approach to remote web usability testing
ACM Transactions on Information Systems (TOIS)
Interactive path analysis of web site traffic
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Mining web logs for prediction models in WWW caching and prefetching
Proceedings of the seventh ACM SIGKDD international conference on Knowledge discovery and data mining
Effective personalization based on association rule discovery from web usage data
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Separating the swarm: categorization methods for user sessions on the web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Cognitive walkthrough for the web
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Predicting category accesses for a user in a structured information space
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Coordinated data prefetching by utilizing reference information at both proxy and web servers
ACM SIGMETRICS Performance Evaluation Review
Efficient prediction of web accesses on a proxy server
Proceedings of the eleventh international conference on Information and knowledge management
Improving Web Usability Through Visualization
IEEE Internet Computing
Accelerating Dynamic Web Content Generation
IEEE Internet Computing
Disclosing users' data in an environment that preserves privacy
Proceedings of the 2002 ACM workshop on Privacy in the Electronic Society
Cut-and-Pick Transactions for Proxy Log Mining
EDBT '02 Proceedings of the 8th International Conference on Extending Database Technology: Advances in Database Technology
An Open Framework for Smart and Personalized Distance Learning
ICWL '02 Proceedings of the First International Conference on Advances in Web-Based Learning
Mining Web Logs to Improve Web Caching and Prefetching
WI '01 Proceedings of the First Asia-Pacific Conference on Web Intelligence: Research and Development
Mining High-Quality Cases for Hypertext Prediction and Prefetching
ICCBR '01 Proceedings of the 4th International Conference on Case-Based Reasoning: Case-Based Reasoning Research and Development
Mining Indirect Associations in Web Data
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
Exploiting Web Log Mining for Web Cache Enhancement
WEBKDD '01 Revised Papers from the Third International Workshop on Mining Web Log Data Across All Customers Touch Points
End-to-end WAN service availability
IEEE/ACM Transactions on Networking (TON)
Student modeling for a web-based learning environment: a data mining approach
Eighteenth national conference on Artificial intelligence
Overload control in QoS-aware web servers
Computer Networks: The International Journal of Computer and Telecommunications Networking - Small and home networks
A Data Mining Algorithm for Generalized Web Prefetching
IEEE Transactions on Knowledge and Data Engineering
Web Usage Mining as a Tool for Personalization: A Survey
User Modeling and User-Adapted Interaction
On scalable and locality-aware web document sharing
Journal of Parallel and Distributed Computing - Scalable web services and architecture
Category cluster discovery from distributed WWW directories
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
Building Association-Rule Based Sequential Classifiers for Web-Document Prediction
Data Mining and Knowledge Discovery
Selective Markov models for predicting Web page accesses
ACM Transactions on Internet Technology (TOIT)
Web usage mining based on probabilistic latent semantic analysis
Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining
A clickstream-based collaborative filtering personalization model: towards a better performance
Proceedings of the 6th annual ACM international workshop on Web information and data management
User Centric Walk: An Integrated Approach for Modeling the Browsing Behavior of Users on the Web
ANSS '05 Proceedings of the 38th annual Symposium on Simulation
Integrating Web Caching and Web Prefetching in Client-Side Proxies
IEEE Transactions on Parallel and Distributed Systems
Link prefetching in Mozilla: a server-driven approach
Web content caching and distribution
Predicting outcomes of web navigation
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Mining block correlations to improve storage performance
ACM Transactions on Storage (TOS)
C-Miner: Mining Block Correlations in Storage Systems
FAST '04 Proceedings of the 3rd USENIX Conference on File and Storage Technologies
Cost and Response Time Simulation forWeb-based Applications on Mobile Channels
QSIC '05 Proceedings of the Fifth International Conference on Quality Software
Incremental click-stream tree model: Learning from new users for web page prediction
Distributed and Parallel Databases
Mining and prediction of temporal navigation patterns for personalized services in e-commerce
Proceedings of the 2006 ACM symposium on Applied computing
Web prefetching performance metrics: a survey
Performance Evaluation
A process of knowledge discovery from web log data: Systematization and critical review
Journal of Intelligent Information Systems
User behavior modeling and content based speculative web page prefetching
Data & Knowledge Engineering - Special issue: ER 2003
Implicit measures of lostness and success in web navigation
Interacting with Computers
Investigating behavioral variability in web search
Proceedings of the 16th international conference on World Wide Web
End-to-end WAN service availability
USITS'01 Proceedings of the 3rd conference on USENIX Symposium on Internet Technologies and Systems - Volume 3
A framework of combining Markov model with association rules for predicting web page accesses
AusDM '06 Proceedings of the fifth Australasian conference on Data mining and analystics - Volume 61
Performance analysis of a client-side caching/prefetching system for Web traffic
Computer Networks: The International Journal of Computer and Telecommunications Networking
An online PPM prediction model for web prefetching
Proceedings of the 9th annual ACM international workshop on Web information and data management
Applying data mining technology to analyze user behavior in course website
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
True suffix tree approach for discovering non-trivial repeating patterns in a music object
Multimedia Tools and Applications
Improving prolog programs: Refactoring for prolog
Theory and Practice of Logic Programming
Predicting WWW surfing using multiple evidence combination
The VLDB Journal — The International Journal on Very Large Data Bases
Performance tuning and cost discovery of mobile web-based applications
International Journal of Web Engineering and Technology
Data & Knowledge Engineering
Leveraging popular destinations to enhance Web search interaction
ACM Transactions on the Web (TWEB)
Integrating recommendation models for improved web page prediction accuracy
ACSC '08 Proceedings of the thirty-first Australasian conference on Computer science - Volume 74
Enhancing web search by promoting multiple search engine use
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Web prefetching with high accuracy and low memory cost
ACC'08 Proceedings of the WSEAS International Conference on Applied Computing Conference
Using Skipping for Sequence-Based Collaborative Filtering
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
A low-order markov model integrating long-distance histories for collaborative recommender systems
Proceedings of the 14th international conference on Intelligent user interfaces
A novel efficient classification algorithm for search engines
AIC'08 Proceedings of the 8th conference on Applied informatics and communications
Performance Analysis of an Adaptive User Interface System Based on Mobile Agents
Engineering Interactive Systems
Expert Systems with Applications: An International Journal
Cost-based admission control for Internet Commerce QoS enhancement
Electronic Commerce Research and Applications
History Dependent Recommender Systems Based on Partial Matching
UMAP '09 Proceedings of the 17th International Conference on User Modeling, Adaptation, and Personalization: formerly UM and AH
Towards Privacy Compliant and Anytime Recommender Systems
EC-Web 2009 Proceedings of the 10th International Conference on E-Commerce and Web Technologies
VOGUE: A variable order hidden Markov model with duration based on frequent sequence mining
ACM Transactions on Knowledge Discovery from Data (TKDD)
Using domain ontology for semantic web usage mining and next page prediction
Proceedings of the 18th ACM conference on Information and knowledge management
Coordinated data prefetching for web contents
Computer Communications
Efficient mining and prediction of user behavior patterns in mobile web systems
Information and Software Technology
Journal of Biomedical Informatics
Fast construction of generalized suffix trees over a very large alphabet
COCOON'03 Proceedings of the 9th annual international conference on Computing and combinatorics
Data mining for web personalization
The adaptive web
Online granular prediction model for web prefetching
RSKT'08 Proceedings of the 3rd international conference on Rough sets and knowledge technology
Recsplorer: recommendation algorithms based on precedence mining
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
An integrated model for next page access prediction
International Journal of Knowledge and Web Intelligence
Coauthorship networks and academic literature recommendation
Electronic Commerce Research and Applications
Crom: Faster web browsing using speculative execution
NSDI'10 Proceedings of the 7th USENIX conference on Networked systems design and implementation
A novel prediction model based on hierarchical characteristic of web site
Expert Systems with Applications: An International Journal
A new approach in dynamic prediction for user based web page crawling
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
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Towards tabbing aware recommendations
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C-Miner: mining block correlations in storage systems
FAST'04 Proceedings of the 3rd USENIX conference on File and storage technologies
Journal of Web Engineering
VOGUE: a novel variable order-gap state machine for modeling sequences
PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
A suffix tree based prediction scheme for pervasive computing environments
PCI'05 Proceedings of the 10th Panhellenic conference on Advances in Informatics
Generating dynamic higher-order markov models in web usage mining
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
Clustering-based web page prediction
International Journal of Knowledge and Web Intelligence
A PPM prediction model based on web objects' popularity
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part II
A web document classification approach based on fuzzy association concept
FSKD'05 Proceedings of the Second international conference on Fuzzy Systems and Knowledge Discovery - Volume Part I
Using similarity measure to enhance the robustness of web access prediction model
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Intelligent techniques for web personalization
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
PocketWeb: instant web browsing for mobile devices
ASPLOS XVII Proceedings of the seventeenth international conference on Architectural Support for Programming Languages and Operating Systems
A hybrid approach for spatial web personalization
W2GIS'05 Proceedings of the 5th international conference on Web and Wireless Geographical Information Systems
A comparison of prediction algorithms for prefetching in the current web
Journal of Web Engineering
Context-aware music recommendation based on latenttopic sequential patterns
Proceedings of the sixth ACM conference on Recommender systems
Using social tags to infer context in hybrid music recommendation
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WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
Web Page Prediction by Clustering and Integrated Distance Measure
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
Proceedings of the International Conference on Management of Emergent Digital EcoSystems
Personalized news recommendation with context trees
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LiveAction: Automating Web Task Model Generation
ACM Transactions on Interactive Intelligent Systems (TiiS)
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Modeling and predicting user surfing paths involves tradeoffs between model complexity and predictive accuracy. In this paper we explore predictive modeling techniques that attempt to reduce model complexity while retaining predictive accuracy. We show that compared to various Markov models, longest repeating subsequence models are able to significantly reduce model size while retaining the ability to make accurate predictions. In addition, sharp increases in the overall predictive capabilities of these models are achievable by modest increases to the number of predictions made.