A Programming Framework for Heterogeneous Stream Analytics

Autor: Das, Roshan Bharath, Makkes, Marc X., Uta, Alexandru, Wang, Lin, Bal, Henri, Baru, Chaitanya, Huan, Jun, Khan, Latifur, Hu, Xiaohua Tony, Ak, Ronay, Tian, Yuanyuan, Barga, Roger, Zaniolo, Carlo, Lee, Kisung, Ye, Yanfang Fanny
Přispěvatelé: Computer Systems, Network Institute, High Performance Distributed Computing, Baru, Chaitanya, Huan, Jun, Khan, Latifur, Hu, Xiaohua Tony, Ak, Ronay, Tian, Yuanyuan, Barga, Roger, Zaniolo, Carlo, Lee, Kisung, Ye, Yanfang Fanny
Rok vydání: 2019
Předmět:
Zdroj: IEEE BigData
2019 IEEE International Conference on Big Data (Big Data 2019): [Proceedings], 6030-6032
STARTPAGE=6030;ENDPAGE=6032;TITLE=2019 IEEE International Conference on Big Data (Big Data 2019)
Das, R B, Makkes, M X, Uta, A, Wang, L & Bal, H 2020, A Programming Framework for Heterogeneous Stream Analytics . in C Baru, J Huan, L Khan, X T Hu, R Ak, Y Tian, R Barga, C Zaniolo, K Lee & Y F Ye (eds), 2019 IEEE International Conference on Big Data (Big Data 2019) : [Proceedings] ., 9006113, Institute of Electrical and Electronics Engineers Inc., pp. 6030-6032, 2019 IEEE International Conference on Big Data, Big Data 2019, Los Angeles, United States, 9/12/19 . https://doi.org/10.1109/BigData47090.2019.9006113
DOI: 10.1109/bigdata47090.2019.9006113
Popis: Sensor-based applications using Big Data are of increasing importance in various fields. A typical example of such use cases is building health-care applications [1], [2]. A typical scenario is where a patient's heart rate is monitored by a smartwatch. A smartphone can then analyze the gathered data and identify patterns in the patient's heart rate. However, if the data analysis is too complex to be performed on a smartphone, the computation could be offloaded to a nearby cloudlet or a remote cloud. A decision usually follows the analysis, and actuation is performed accordingly (e.g., a message is sent to either the patient or the doctor). Developing such an application is intrinsically complex, as the programmer needs to reconcile different APIs specific to different platforms.
Databáze: OpenAIRE