How NTE Algorithm Accelerates New Common‑Friend Discovery in Billion‑Scale Graphs

Introducing the NTE (New Triangle Enumeration) algorithm, a divide‑and‑conquer approach that transforms the computation of newly added common friends in massive social graphs into efficient triangle enumeration tasks, with detailed implementations using GraphX‑based GTE, join‑based JTE, and sort‑based STE methods.

GraphXSocial Network AnalysisSpark

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How NTE Algorithm Accelerates New Common‑Friend Discovery in Billion‑Scale Graphs

dbaplus Community

Nov 27, 2015 · Big Data

Why Spark Is the Next Big Thing in Big Data: Core Concepts Explained

This article provides a comprehensive overview of Apache Spark, covering its origins, core concepts such as RDDs, transformations, actions, dependencies, execution modes, and key components like Spark SQL, Streaming, MLlib, and GraphX, while also offering practical code examples and visual illustrations.

DataFramesGraphXMLlib

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Why Spark Is the Next Big Thing in Big Data: Core Concepts Explained

Qunar Tech Salon

Aug 18, 2015 · Big Data

Overview of Spark Big Data Analytics Framework Components

Spark’s big‑data analytics ecosystem comprises core components such as the in‑memory RDD data structure, Streaming for real‑time processing, GraphX for graph analytics, MLlib for machine‑learning, Spark SQL for querying, the Tachyon file system, and SparkR, each enabling scalable, distributed computation.

Big DataGraphXMLlib

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Overview of Spark Big Data Analytics Framework Components