Constructing topic models of Internet of Things for information processing.
Constructing topic models of Internet of Things for information processing.
复制标题
构建物联网主题模型进行信息处理。
DOI：
10.1155/2014/675234
复制
发表时间：
2014
影响因子：
--
通讯作者：
Huang H
中科院分区：
文献类型：
--
作者：
Xin J;Cui Z;Zhang S;He T;Li C;Huang H
Internet of Things (IoT) is regarded as a remarkable development of the modern information technology. There is abundant digital products data on the IoT, linking with multiple types of objects/entities. Those associated entities carry rich information and usually in the form of query records. Therefore, constructing high quality topic hierarchies that can capture the term distribution of each product record enables us to better understand users' search intent and benefits tasks such as taxonomy construction, recommendation systems, and other communications solutions for the future IoT. In this paper, we propose a novel record entity topic model (RETM) for IoT environment that is associated with a set of entities and records and a Gibbs sampling-based algorithm is proposed to learn the model. We conduct extensive experiments on real-world datasets and compare our approach with existing methods to demonstrate the advantage of our approach.
DOI：
10.1073/pnas.0307752101
发表时间：
2004-04-06
影响因子：
11.1
作者：
Griffiths, TL;Steyvers, M
通讯作者：
Steyvers, M
DOI：
10.1073/pnas.0307760101
发表时间：
2004-04-06
影响因子：
11.1
作者：
Erosheva, E;Fienberg, S;Lafferty, J
通讯作者：
Lafferty, J
影响因子：
6
作者：
Blei, DM;Ng, AY;Jordan, MI
通讯作者：
Jordan, MI