图 书 馆
智能城市统一图形分析平台的作用Role of Unified Graph Analysis Platforms for Smart Cities |
|
| 课程网址: | http://videolectures.net/kdd2019_xia_graph_analysis/ |
| 主讲教师: | Yinglong Xia |
| 开课单位: | Futurewei技术 |
| 开课时间: | 2020-03-02 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | A unified graph engine has been playing increasingly critical roles in many applications, especially for those requiring cross-domain analysis and near real-time decision-making on massive data, aiming to offer integrated and efficient end-to-end capabilities in concurrent graph data query, interactive graph analysis, and large scale graph-based (deep) learning. However, there is barely a unified graph system for enterprise use to the best of our knowledge. Simply assembling some frameworks/libraries together can result in significant performance degradation, due to the sparsity of graph data and irregular data access patterns, which adversely impacts its adoption in industry. In this talk, we will exemplify the challenges using our three efforts on making metropolitan districts smart within an integrated engine, which consist of managing a complex synergy of heterogeneous urban data via property graphs, modeling traffic flow patterns from the stored data through heterogenous information network analysis, and predicting traffics interactively using emerging graph neural networks. Although smart city is projected to become one of the most promising scenarios in the AI era, the unified graph engine can address many other domains such knowledge graph analysis and multi-modality medical research. We will address in the talk the progress towards the above three scientific directions and also point out relevant future research opportunities from the industrial perspective. |
| 关 键 词: | 智能城市统一图形; 图形分析平台; 分析平台的作用 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2022-09-15：cyh |
| 最后编审: | 2022-09-19：cyh |
| 阅读次数: | 34 |