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Showing 1 to 5 of 5 for “"graph summarization"”.

  1. Causal Graph Summarization

    … such tools provide large, nearly-complete causal graphs which are difficult to comprehend, let alone verify to use in causal analysis tasks; as these graphs get bigger and denser with the growth of automated causal discovery methods, domain experts will struggle to comprehend, interpret, and …

    mit Repository record for Causal Graph Summarization (opens in a new tab)

  2. Low latency data retrieval solutions for big data

    … propose an Intelligent Caching technique and a Graph Summarization technique in order to achieve low latency data retrieval for big data based applications. Our caching approach is developed on top of HDFS to optimize the read latency of HDFS. HDFS is primarily suitable for Write Once Read Many …

    uiuc Repository record for Low latency data retrieval solutions for big data (opens in a new tab)

  3. EXPLORING MULTIPLEX NETWORKS

    … networks, brain connectivity networks and web graphs are only some of the examples. As network theory evolves it becomes more apparent that these complex systems are often composed of multiple types of interactions, each carrying a different piece of information, and therefore are commonly …

    temple Repository record for EXPLORING MULTIPLEX NETWORKS (opens in a new tab)

  4. Optimizing and Understanding Network Structure for Diffusion

    … epidemic can die out quickly, if vulnerable demographic groups are successfully targeted for vaccination. Hence in this thesis, we aim to optimize and understand network structure better in light of diffusion. We optimize graph topologies by removing nodes/edges for controlling rumors/viruses …

    vt Repository record for Optimizing and Understanding Network Structure for Diffusion (opens in a new tab)

  5. Domain-based Frameworks and Embeddings for Dynamics over Networks

    … the network structure and depend on the geography as well. Traditional approaches either rely on models like Susceptible Infectious (SI) and Independent Cascade (IC) which are too restrictive because they focus only on single pathways or do not incorporate the model at all, resulting in …

    vt Repository record for Domain-based Frameworks and Embeddings for Dynamics over Networks (opens in a new tab)