Graphs: theory and algorithms
Mining association rules between sets of items in large databases
SIGMOD '93 Proceedings of the 1993 ACM SIGMOD international conference on Management of data
Mobile wireless computing: challenges in data management
Communications of the ACM
Broadcast disks: data management for asymmetric communication environments
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
Balancing push and pull for data broadcast
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
Minimization of Communication Cost Through Caching in Mobile Environments
IEEE Transactions on Parallel and Distributed Systems
Hypergraph-Partitioning-Based Decomposition for Parallel Sparse-Matrix Vector Multiplication
IEEE Transactions on Parallel and Distributed Systems
Warehousing and mining Web logs
Proceedings of the 2nd international workshop on Web information and data management
Client-server computing in mobile environments
ACM Computing Surveys (CSUR)
IEEE Transactions on Knowledge and Data Engineering
Efficient Mining of Association Rules in Distributed Databases
IEEE Transactions on Knowledge and Data Engineering
Data on Air: Organization and Access
IEEE Transactions on Knowledge and Data Engineering
Discovering Frequent Event Patterns with Multiple Granularities in Time Sequences
IEEE Transactions on Knowledge and Data Engineering
ICDE '95 Proceedings of the Eleventh International Conference on Data Engineering
Prefetching from Broadcast Disks
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Maintenance of Discovered Association Rules in Large Databases: An Incremental Updating Technique
ICDE '96 Proceedings of the Twelfth International Conference on Data Engineering
Querying in Highly Mobile Distributed Environments
VLDB '92 Proceedings of the 18th International Conference on Very Large Data Bases
Fast Algorithms for Mining Association Rules in Large Databases
VLDB '94 Proceedings of the 20th International Conference on Very Large Data Bases
Adaptive Data Broadcast in Hybrid Networks
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
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
A User-Aware Prefetching Mechanism for Video Streaming
World Wide Web
Database research at Bilkent University
ACM SIGMOD Record
A data mining approach for location prediction in mobile environments
Data & Knowledge Engineering
Efficient Cache Replacement in Mobile Environment Using Data Profit
ICPADS '06 Proceedings of the 12th International Conference on Parallel and Distributed Systems - Volume 1
Discovering fuzzy personal moving profiles in wireless networks
Applied Soft Computing
Discovering mobile users' moving behaviors in wireless networks
Expert Systems with Applications: An International Journal
Efficient mining and prediction of user behavior patterns in mobile web systems
Information and Software Technology
Applying data mining to wireless networks
ICCOM'06 Proceedings of the 10th WSEAS international conference on Communications
Mining linguistic mobility patterns for wireless networks
KES'05 Proceedings of the 9th international conference on Knowledge-Based Intelligent Information and Engineering Systems - Volume Part III
Correlation-based data broadcasting in wireless networks
BNCOD'05 Proceedings of the 22nd British National conference on Databases: enterprise, Skills and Innovation
Ensuring serializability for mobile data mining on multimedia objects
CASDMKM'04 Proceedings of the 2004 Chinese academy of sciences conference on Data Mining and Knowledge Management
Association-rules mining based broadcasting approach for XML data
ADVIS'06 Proceedings of the 4th international conference on Advances in Information Systems
Processing count queries over event streams at multiple time granularities
Information Sciences: an International Journal
Review: Data mining techniques and applications - A decade review from 2000 to 2011
Expert Systems with Applications: An International Journal
Cache Replacement in Mobile Adhoc Networks
International Journal of Distributed Systems and Technologies
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Mobile computers can be equipped with wireless communication devices that enable users to access data services from any location. In wireless communication, the server-to-client (downlink) communication bandwidth is much higher than the client-to-server (uplink) communication bandwidth. This asymmetry makes the dissemination of data to client machines a desirable approach. However, dissemination of data by broadcasting may induce high access latency in case the number of broadcast data items is large. In this paper, we propose two methods aiming to reduce client access latency of broadcast data. Our methods are based on analyzing the broadcast history (i.e., the chronological sequence of items that have been requested by clients) using data mining techniques. With the first method, the data items in the broadcast disk are organized in such a way that the items requested subsequently are placed close to each other. The second method focuses on improving the cache hit ratio to be able to decrease the access latency. It enables clients to prefetch the data from the broadcast disk based on the rules extracted from previous data request patterns. The proposed methods are implemented on a Web log to estimate their effectiveness. It is shown through performance experiments that the proposed rule-based methods are effective in improving the system performance in terms of the average latency as well as the cache hit ratio of mobile clients.