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A survey of machine learning for big data processing
There is no doubt that big data are now rapidly expanding in all science and engineering
domains. While the potential of these massive data is undoubtedly significant, fully making …
domains. While the potential of these massive data is undoubtedly significant, fully making …
Big data stream analysis: a systematic literature review
Recently, big data streams have become ubiquitous due to the fact that a number of
applications generate a huge amount of data at a great velocity. This made it difficult for …
applications generate a huge amount of data at a great velocity. This made it difficult for …
Security, privacy and trust in Internet of Things: The road ahead
Abstract Internet of Things (IoT) is characterized by heterogeneous technologies, which
concur to the provisioning of innovative services in various application domains. In this …
concur to the provisioning of innovative services in various application domains. In this …
[PDF][PDF] Apache flink: Stream and batch processing in a single engine
Apache Flink 1 is an open-source system for processing streaming and batch data. Flink is
built on the philosophy that many classes of data processing applications, including real …
built on the philosophy that many classes of data processing applications, including real …
Live video analytics at scale with approximation and {Delay-Tolerance}
Video cameras are pervasively deployed for security and smart city scenarios, with millions
of them in large cities worldwide. Achieving the potential of these cameras requires …
of them in large cities worldwide. Achieving the potential of these cameras requires …
Videoedge: Processing camera streams using hierarchical clusters
Organizations deploy a hierarchy of clusters-cameras, private clusters, public clouds-for
analyzing live video feeds from their cameras. Video analytics queries have many …
analyzing live video feeds from their cameras. Video analytics queries have many …
Noscope: optimizing neural network queries over video at scale
Recent advances in computer vision-in the form of deep neural networks-have made it
possible to query increasing volumes of video data with high accuracy. However, neural …
possible to query increasing volumes of video data with high accuracy. However, neural …
Sonata: Query-driven streaming network telemetry
Managing and securing networks requires collecting and analyzing network traffic data in
real time. Existing telemetry systems do not allow operators to express the range of queries …
real time. Existing telemetry systems do not allow operators to express the range of queries …
Storm@ twitter
A Toshniwal, S Taneja, A Shukla… - Proceedings of the …, 2014 - dl.acm.org
This paper describes the use of Storm at Twitter. Storm is a real-time fault-tolerant and
distributed stream data processing system. Storm is currently being used to run various …
distributed stream data processing system. Storm is currently being used to run various …
Focus: Querying large video datasets with low latency and low cost
Large volumes of videos are continuously recorded from cameras deployed for traffic control
and surveillance with the goal of answering “after the fact” queries: identify video frames with …
and surveillance with the goal of answering “after the fact” queries: identify video frames with …