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Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementatio[...]
4. Discussion
4.2. Summary and Future Work
2.1. Introduction to Frequent Pattern Mining
2.2. FP-Growth-Based Pattern Mining
2.3. Spike Activity Analysis Using the SPADE Method
2.4. Identification of Bottlenecks
2.5. Optimized Implementation
2.5.1. Custom FP-Growth Implementation With Result Filtering
2.5.2. Pattern Collector
2.6. Parallelization and Distributed Computing
3. Results
3.1. Test Setup
3.2. Evaluation of the Software Baseline on x86 Server
3.3. Evaluation on RECS|Box for Server Processors
3.4. Evaluation on RECS|Box for Embedded Processors
3.4.1. Execution on a Single Device
3.4.2. Execution on Multiple Devices
3.5. Scalability
4. Discussion
4.1. Platform Comparison
4.2. Summary and Future Work
Data Availability Statement
Author Contributions
Funding
Acknowledgments
References
Aufsatz in einer Zeitschrift
Acceleration of the SPADE Method Using a Custom-Tailored FP-Growth Implementation
Entstehung
2021
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