AG Kommunikationstheorie
Thema:
Big data analytics and machine learning for mobile communicationsAbstract:
In the recent years big data technologies have revolutionised the digital world. By enabling processing a huge amount of data in a distributed way on cheap machines it has opened up the door for many use cases in the field of social media, content recommendation and many others. In the telecommunication industry, big data analytics will be one of the central element for future 5G networks. A typical radio base station produces terabytes of data per day and a small scale operator network several orders of magnitude more. A typical domain manager server has to process more than 100k events per seconds. Being able to analyse this data in realtime and make sense of it to optimise the radio network is a key challenge for Ericsson. In this talk we will go over topics like big data technology (e.g., Apache Spark) or modern machine learning algorithms (deep learning) and their application to communication networks.