Design of classification models for identifying telecommunication devices

电信设备识别分类模型的设计

• 批准号: 485244-2015
• 负责人: Li, Kin
• 金额: $ 0.91万
• 依托单位: University of Victoria
• 依托单位国家: 加拿大
• 项目类别: Engage Plus Grants Program
• 财政年份: 2015
• 资助国家: 加拿大
• 起止时间: 2015-01-01 至 2016-12-31
• 项目状态: 已结题
• 来源: https://www.nserc-crsng.gc.ca/ase-oro/Details-Detailles_eng.asp?id=584818
• 关键词: Design; classification; models; identifying; telecommunication

As information technology (IT) and telecommunication systems continue to grow in size and complexity, the types and the number of telecommunication and networking devices required to support provider's services have surged. Identifying these devices in a network is a challenging task, since they usually lack proper or accurate documentation describing their operational characteristics. Telecommunication device classification is a non-trivial problem, since it requires a good understanding of the features specific to different types of devices along with an ability to classify them based on their feature characteristics. The development of different feature selection algorithms to identify the features specific to these devices was the first step in this exercise, which was supported by an NSERC's Engage grant. The second phase of this project aims to develop different classifier algorithms for accurate device classification. The overall objectives of the second phase of this project are: 1) to design classification models capable of dealing with a wide range of features; 2) to evaluate the effect of inconsistent and missing data on the accuracy of a device's classification.

随着信息技术（IT）和电信系统在规模和复杂性上持续增长， 支持提供商服务所需的电信和网络设备的类型和数量 激增识别网络中的这些设备是一项具有挑战性的任务，因为它们通常缺乏适当的或 描述其操作特性的准确文件。电信设备分类是 这是一个重要的问题，因为它需要很好地理解不同类型的 设备沿着，具有基于它们的特征特性对它们进行分类的能力。 开发不同的特征选择算法来识别这些设备的特定特征， 这是这项工作的第一步，得到了NSERC的参与赠款的支持。 该项目的第二阶段旨在开发不同的分类器算法， 分类. 该项目第二阶段的总体目标是：1）设计能够 2）评估不一致和缺失数据对准确性的影响 设备的分类。