Implementation of Lambda Architecture: A Restaurant Recommender System over Apache Mesos
學年 105
學期 2
發表日期 2017-03-27
作品名稱 Implementation of Lambda Architecture: A Restaurant Recommender System over Apache Mesos
作品名稱（其他語言）
著者 Chung-Ho Lee; Chi-Yi Lin
作品所屬單位
出版者
會議名稱 The 31st IEEE International Conference on Advanced Information Networking and Applications (AINA-2017)
會議地點 Taipei, Taiwan
摘要 With the rapid development of web, mobile apps and IoT devices, a huge volume of data are created every day. In fact, these data are not only large, but also generated quickly and with a variety of different formats. Many companies are forced to face the problem of processing these large data in near real-time. Within different application domains, some data are required to be processed in real-time, while the others can use offline batch processing. In this research, we will follow the Lambda Architecture to design and implement a restaurant recommender system by using several open-source software. We will use Apache Mesos to manage the cluster automatically instead of manually setting up the cluster, which can allocate cluster resources dynamically and scale up or down easily. Deploying Lambda architecture on Mesos has the advantage of resource sharing and fault tolerance. Since the Lambda Architecture is a generic data processing architecture, the system we built not only can serve as a recommender system, but also is extensible for various applications.
關鍵字 Lambda Architecture;Apache Spark;Apache Mesos;recommender system
語言 en
收錄於
會議性質 國際
校內研討會地點 台北校園
研討會時間 20170327~20170329
通訊作者 Chi-Yi Lin
國別 TWN
公開徵稿
出版型式
出處 Proceedings of IEEE AINA 2017, p.979-985
相關連結

機構典藏連結 ( http://tkuir.lib.tku.edu.tw:8080/dspace/handle/987654321/110365 )