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ACM Transactions on Computer Systems (TOCS)
Matching Language and Hardware for Parallel Computation in the Linda Machine
IEEE Transactions on Computers - Special issue on architectural support for programming languages and operating systems
Data caching issues in an information retrieval system
ACM Transactions on Database Systems (TODS)
Implementation and performance of Munin
SOSP '91 Proceedings of the thirteenth ACM symposium on Operating systems principles
Orca: A Language for Parallel Programming of Distributed Systems
IEEE Transactions on Software Engineering
DICE: An object-oriented programming environment for cooperative engineering design
Artificial intelligence in engineering design (Volume III)
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PLDI '93 Proceedings of the ACM SIGPLAN 1993 conference on Programming language design and implementation
Finding interesting rules from large sets of discovered association rules
CIKM '94 Proceedings of the third international conference on Information and knowledge management
Shoring up persistent applications
SIGMOD '94 Proceedings of the 1994 ACM SIGMOD international conference on Management of data
Fine-grain access control for distributed shared memory
ASPLOS VI Proceedings of the sixth international conference on Architectural support for programming languages and operating systems
Operating system support for multimedia applications
MULTIMEDIA '94 Proceedings of the second ACM international conference on Multimedia
Rover: a toolkit for mobile information access
SOSP '95 Proceedings of the fifteenth ACM symposium on Operating systems principles
Managing update conflicts in Bayou, a weakly connected replicated storage system
SOSP '95 Proceedings of the fifteenth ACM symposium on Operating systems principles
CRL: high-performance all-software distributed shared memory
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Proceedings of the fifth international World Wide Web conference on Computer networks and ISDN systems
Safe and efficient sharing of persistent objects in Thor
SIGMOD '96 Proceedings of the 1996 ACM SIGMOD international conference on Management of data
Fast discovery of association rules
Advances in knowledge discovery and data mining
Temporal notions of synchronization and consistency in Beehive
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QoS-aware resource management for distributed multimedia applications
Journal of High Speed Networks - Special issue on multimedia networking
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DIALM '99 Proceedings of the 3rd international workshop on Discrete algorithms and methods for mobile computing and communications
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Proceedings of the eighth international conference on Information and knowledge management
Memory consistency and event ordering in scalable shared-memory multiprocessors
ISCA '90 Proceedings of the 17th annual international symposium on Computer Architecture
Divergence caching in client-server architectures
PDIS '94 Proceedings of the third international conference on on Parallel and distributed information systems
Client Data Caching: A Foundation for High Performance Object Database Systems
Client Data Caching: A Foundation for High Performance Object Database Systems
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Advances in Distributed and Parallel Knowledge Discovery
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Online Generation of Association Rules
ICDE '98 Proceedings of the Fourteenth International Conference on Data Engineering
Towards Network-Aware Data Mining
IPDPS '01 Proceedings of the 15th International Parallel & Distributed Processing Symposium
Improving Release-Consistent Shared Virtual Memory using Automatic Update
HPCA '96 Proceedings of the 2nd IEEE Symposium on High-Performance Computer Architecture
Maintaining Temporal Coherency of Virtual Data Warehouses
RTSS '98 Proceedings of the IEEE Real-Time Systems Symposium
Beyond S-DSM: Shared State for Distributed Systems
Beyond S-DSM: Shared State for Distributed Systems
Active data mining in a distributed setting
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Work, locales and distributed social worlds
ECSCW'95 Proceedings of the fourth conference on European Conference on Computer-Supported Cooperative Work
Efficient Distributed Shared State for Heterogeneous Machine Architectures
ICDCS '03 Proceedings of the 23rd International Conference on Distributed Computing Systems
Dependency detection in MobiMine: a systems perspective
Information Sciences—Informatics and Computer Science: An International Journal - special issue: Knowledge discovery from distributed information sources
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IPDPS '05 Proceedings of the 19th IEEE International Parallel and Distributed Processing Symposium (IPDPS'05) - Workshop 10 - Volume 11
Toward terabyte pattern mining: an architecture-conscious solution
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PKDD'06 Proceedings of the 10th European conference on Principle and Practice of Knowledge Discovery in Databases
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Distributed data mining applications involving user interaction are now feasible due to advances in processor speed and network bandwidth. These applications are traditionally implemented using ad-hoc communication protocols, which are often either cumbersome or inefficient. This paper presents and evaluates a system for sharing state among such interactive distributed data mining applications, developed with the goal of providing both ease of programming and efficiency. Our system, called InterAct, supports data sharing efficiently by allowing caching, by communicating only the modified data, and by allowing relaxed coherence requirement specification for reduced communication overhead, as well as placement of data for improved locality, on a per client and per data structure basis. Additionally, our system supports the ability to supply clients with consistent copies of shared data even while the data is being modified.We evaluate the performance of the system on a set of data mining applications that perform queries on data structures that summarize information from the databases of interest. We demonstrate that providing a runtime system such as InterAct results in a 10–30 fold improvement in execution time due to shared data caching, the applications' ability to tolerate stale data (client-controlled coherence), and the ability to off-load some of the computation from the server to the client. Performance is improved without requiring complex communication protocols to be built into the application, since the runtime system uses knowledge about application behavior (encoded by specifying coherence requirements) in order to automatically optimize the resources utilized for communication. We also demonstrate that for our benchmark tests, the quality of the results generated is not significantly deteriorated due to the use of more relaxed coherence protocols.