Dr. Kim (Kyllesbech Larsen)

lte economics strategy ai hspa 5g smartphones mobile broadband machine learning technology economics network sharing automation zero touch ai strategy technology capex spectrum mobile apps bias big data business models data profitability profitability zero defects artificial intelligence small cells 3g internet of things opex 4g 5g nsa 5g sa anomaly detection ethics ai ethics zero complaints human3.0 sentiment policy gender customer experience fttx narrow ai telco unsupervised learning supervised learning tactile networks business model finance marketing iot 4th wave virtualization wi-fi spectrum economics 2020 spectrum strategy mobile economy pricing network factory new business models technology migration ngmn disruption mobile networks strategic planning open mobile summit signalling value ookla umlaut best in test mobile sites mobile traffic mobile connections ran capex tech economics industry forecasts consumers verticals 5g architecture network slicing new it cloud native ng assurance ng fullfilment legacy autonomous networks ng telco rpa ethical dilemmas unfairness data gap ethics implementation architectures profiling facial recognition racial bias telecom thinking machines fairness ml machinelearning reinforcement learning social media digitalization ai policy millennials survey digital strategy human women vs men product development reality new digital magic conversion netconf ng-oss ftth rt-nsm yang oss reliability 5g cost low latency ux network operations real time architecture network optimization user experience use cases chatbots examples gsm umts myanmar cloud data center education and training industry 4.0 services products connected x data traffic business case telcoms world digital society service revenues sdn body area networks cdn bionets nfv cloud networking physics network capacity broadband telco2020 data mining traffic engineering fair use policy china chengdu emerging markets digital agenda off-loading technology deployment network deployment re-farming cost structures t-mobile orange white spaces revenue cash pressure ebitda data usage pcrf europe asia iphone android mobile data load signaling load