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Survey of window types for aggregation in stream processing systems
In this paper, we present the first comprehensive survey of window types for stream
processing systems which have been presented in research and commercial systems. We …
processing systems which have been presented in research and commercial systems. We …
Analyzing efficient stream processing on modern hardware
Modern Stream Processing Engines (SPEs) process large data volumes under tight latency
constraints. Many SPEs execute processing pipelines using message passing on shared …
constraints. Many SPEs execute processing pipelines using message passing on shared …
Grizzly: Efficient stream processing through adaptive query compilation
Stream Processing Engines (SPEs) execute long-running queries on unbounded data
streams. They follow an interpretation-based processing model and do not perform runtime …
streams. They follow an interpretation-based processing model and do not perform runtime …
Efficient window aggregation with general stream slicing
Window aggregation is a core operation in data stream processing. Existing aggregation
techniques focus on reducing latency, eliminating redundant computations, and minimizing …
techniques focus on reducing latency, eliminating redundant computations, and minimizing …
Lightsaber: Efficient window aggregation on multi-core processors
Window aggregation queries are a core part of streaming applications. To support window
aggregation efficiently, stream processing engines face a trade-off between exploiting …
aggregation efficiently, stream processing engines face a trade-off between exploiting …
Scotty: Efficient window aggregation for out-of-order stream processing
Computing aggregates over windows is at the core of virtually every stream processing job.
Typical stream processing applications involve overlap** windows and, therefore, cause …
Typical stream processing applications involve overlap** windows and, therefore, cause …
Vid-win: Fast video event matching with query-aware windowing at the edge for the internet of multimedia things
Efficient video processing is a critical component in many IoMT applications to detect events
of interest. Presently, many window optimization techniques have been proposed in event …
of interest. Presently, many window optimization techniques have been proposed in event …
Optimal and general out-of-order sliding-window aggregation
Sliding-window aggregation derives a user-defined summary of the most-recent portion of a
data stream. For in-order streams, each window change can be handled in O (1) time even …
data stream. For in-order streams, each window change can be handled in O (1) time even …
Algorithms for windowed aggregations and joins on distributed stream processing systems
Window aggregations and windowed joins are central operators of modern real-time
analytic workloads and significantly impact the performance of stream processing systems …
analytic workloads and significantly impact the performance of stream processing systems …
Scotty: General and efficient open-source window aggregation for stream processing systems
Window aggregation is a core operation in data stream processing. Existing aggregation
techniques focus on reducing latency, eliminating redundant computations, or minimizing …
techniques focus on reducing latency, eliminating redundant computations, or minimizing …