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Towards Big GeoData Mining and Processing

机译:迈向大地理数据挖掘和处理

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摘要

The proliferation of advanced technologies and the rapid adoption of connected devices and mobiles were behind the tremendous growth of geographic data introducing the concept of Big GeoData. The extraction of useful patterns is an interesting process, but the specific features and the complexity of relationships among spatial objects outpace the capacities of current systems. The unique way to tackle challenges raised by Big GeoData is to develop new platforms and systems. To discuss this topic, this article starts with an introduction of Big GeoData and spatial data mining tasks, followed by a reviewing of works made on Big GeoData analytics as well as their issues. Finally, authors propose their approach to develop a tool allowing the analysis of Big GeoData. This tool will encompass a wide range of algorithms and techniques to carry out most of the data mining tasks.
机译:引入大地理数据概念的地理数据取得了巨大的增长,其背后是先进技术的普及以及互联设备和移动设备的迅速采用。有用模式的提取是一个有趣的过程,但是空间对象之间的特定特征和关系的复杂性超过了当前系统的能力。解决Big GeoData提出的挑战的独特方法是开发新平台和系统。为了讨论该主题,本文首先介绍大地理数据和空间数据挖掘任务,然后回顾对大地理数据分析所做的工作及其问题。最后,作者提出了他们的方法来开发允许分析Big GeoData的工具。该工具将包含用于执行大多数数据挖掘任务的各种算法和技术。

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