Sökning: "Unbounded Data Streaming"

Hittade 5 uppsatser innehållade orden Unbounded Data Streaming.

  1. 1. Streaming Graph Partitioning with Graph Convolutional Networks

    Master-uppsats, KTH/Skolan för elektroteknik och datavetenskap (EECS)

    Författare :Michal Zwolak; [2020]
    Nyckelord :;

    Sammanfattning : In this work, we present a novel approach to the streaming graph partitioning problem which handles unbounded streams.Graph partitioning is a process of dividing a graph into groups of nodes or edges. LÄS MER

  3. 2. Real-time Outlier Detection using Unbounded Data Streaming and Machine Learning

    Uppsats för yrkesexamina på avancerad nivå, Luleå tekniska universitet/Datavetenskap

    Författare :Emelie Åkerström; [2020]
    Nyckelord :Outlier Detection; Unbounded Data Streaming; Machine Learning; Clustering; MiniBatchKMeans; LSTM AutoEncoder; Streaming; Network Monitoring;

    Sammanfattning : Accelerated advancements in technology, the Internet of Things, and cloud computing have spurred an emergence of unstructured data that is contributing to rapid growth in data volumes. No human can manage to keep up with monitoring and analyzing these unbounded data streams and thus predictive and analytic tools are needed. LÄS MER

  4. 3. Efficient Data Stream Sampling on Apache Flink

    Master-uppsats, KTH/Skolan för datavetenskap och kommunikation (CSC)

    Författare :Martha Vlachou-Konchylaki; [2016]
    Nyckelord :Sampling; Streaming; Apache Flink; Distributed Systems;

    Sammanfattning : Sampling is considered to be a core component of data analysis making it possibleto provide a synopsis of possibly large amounts of data by maintainingonly subsets or multisubsets of it. In the context of data streaming, an emergingprocessing paradigm where data is assumed to be unbounded, samplingoffers great potential since it can establish a representative bounded view ofinfinite data streams to any streaming operations. LÄS MER

  5. 4. Streaming Graph Analytics Framework Design

    Master-uppsats, KTH/Skolan för informations- och kommunikationsteknik (ICT)

    Författare :János Dániel Bali; [2015]
    Nyckelord :graph; streaming;

    Sammanfattning : Along with the spread of the World Wide Web, social networks and the Internet of Things in the past decades, the need for systems and algorithms that can process massive graphs has been continuously increasing. There has been considerable amount of research done in distributed graph processing since the emergence of such large-scale graphs. LÄS MER

  7. 5. Streaming Predictive Analytics on Apache Flink

    Master-uppsats, KTH/Skolan för informations- och kommunikationsteknik (ICT)

    Författare :Foteini Beligianni; [2015]
    Nyckelord :analytics; streaming;

    Sammanfattning : Data analysis and predictive analytics today are driven by large scale dis- tributed deployments of complex pipelines, guiding data cleaning, model training and evaluation. A wide range of systems and tools provide the basic abstractions for building such complex pipelines for offline data processing, however, there is an increasing demand for providing support for incremental models over unbounded streaming data. LÄS MER