NoStop: A Novel Configuration Optimization Scheme for Spark Streaming

Keyphrases

• Application Process 33%
• Back Pressure 33%
• Bayesian Optimization 33%
• Best System 33%
• Big Data Applications 33%
• Configuration Optimization 100%
• Configuration Recommendation 33%
• Configuration Settings 33%
• Constant Speed 33%
• Data Processing Engine 33%
• Data Processing System 33%
• Executor 33%
• Machine Learning Algorithms 33%
• Multiple Batches 33%
• Novel Configuration 100%
• Optimal Configuration 33%
• Optimization Scheme 100%
• Popular 33%
• Pressure Solution 33%
• Process Data 33%
• Processing Engine 33%
• Real-time Computing 33%
• Real-time Systems 66%
• Real-world Experiment 33%
• Search Algorithm 33%
• Search-as-learning 33%
• Simultaneous Perturbation Stochastic Approximation 33%
• Spark Streaming 100%
• Stream Processing 66%
• Streaming Applications 66%
• System Configuration 66%
• System Monitoring 33%
• System Performance 66%
• Time-varying Rates 33%
• Timely Manner 33%
• Tunable Parameters 33%
• Unstable States 33%

Computer Science

• Application of Big Data 33%
• Application Process 33%
• Constant Speed 33%
• Data Processing 33%
• Data Processing System 33%
• Data Stream 100%
• Data Streaming 66%
• Experimental Result 33%
• Machine Learning 33%
• Optimal Configuration 33%
• Process Data 33%
• Real Time Systems 66%
• Real-Time Computing 33%
• Stochastic Approximation 33%
• System Configuration 66%
• Systems Performance 66%
• Unstable State 33%

Engineering

• Backpressure 33%
• Big Data 33%
• Computing Time 33%
• Constant Speed 33%
• Continuous System 33%
• Data Stream 100%
• Experimental Result 33%
• Input Data 100%
• Monitoring System 33%
• Processing System 33%
• Real Life 66%
• Systems Performance 66%