. Ericsson, Mobility report, vol.2020

. Statcounter, Mobile market share, vol.2020

M. Polese, M. Giordani, M. Mezzavilla, S. Rangan, and M. Zorzi, Improved handover through dual connectivity in 5g mmwave mobile networks, IEEE Journal on Selected Areas in Communications, 2017.

M. Giordani, M. Mezzavilla, S. Rangan, and M. Zorzi, Multi-connectivity in 5g mmwave cellular networks, Mediterranean Ad Hoc Networking Workshop, 2016.

A. Elmnsi, N. Osman, and I. Mkwawa, The impact of mobile device preference on the quality of experience, International Journal of Computing Information Sciences, 2016.

O. Belmoukadam, T. Spetebroot, and C. Barakat, Acqua: A user friendly platform for lightweight network monitoring and qoe forecasting, 22nd Conference on Innovation in Clouds, Internet and Networks and Workshops (ICIN), 2019.
URL : https://hal.archives-ouvertes.fr/hal-01982749

M. Khokhar, N. Saber, T. Spetebroot, and C. Barakat, An intelligent sampling framework for controlled experimentation and qoe modeling, Computer Networks, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01906145

G. Cermak, M. Pinson, and S. Wolf, The relationship among video quality, screen resolution, and bit rate, IEEE Transactions on Broadcasting, 2011.

T. Stokhammer, Dynamic adaptive streaming over http -design principles and standards, ACM MMSys, 2011.

M. Khokhar, T. Ehlinger, and C. Barakat, From network traffic measurements to qoe for internet video, IFIP Networking, 2019.
URL : https://hal.archives-ouvertes.fr/hal-02074570

, network simulation, vol.2020

G. Tian and Y. Liu, Towards agile and smooth video adaptation in dynamic http streaming, 2012.

D. J. Vergados, A. Michalas, A. Sgora, D. D. Vergados, and P. Chatzimisios, Fdash: A fuzzy-based mpeg/dash adaptation algorithm, IEEE Systems Journal, 2016.

R. Matos, N. Coutinho, C. Marques, S. Sargento, J. Chakareski et al., Quality of experience-based routing in multi-service wireless mesh networks, IEEE ICC, 2012.

S. Laga, T. V. Cleemput, F. V. Raemdonck, F. Vanhoutte, N. Bouten et al., Optimizing scalable video delivery throughopenflow layer-based routing, IEEE NOMS, 2014.

H. Mao, R. Netravali, and M. Alizadeh, Neural adaptive video streaming with pensieve, ACM SIGCOMM, 2017.

P. T. Quang, K. Piamrat, K. D. Singh, and C. Viho, Videostreaming over ad hoc networks: A qoe-based optimal routing solution, 2017.

G. Calvigioni, R. Aparicio-pardo, L. Sassatelli, J. Leguay, P. Medagliani et al., Quality of experience-based routing of video traffic for overlay and isp networks, IEEE INFOCOM -IEEE Conference on Computer Communications, 2018.
URL : https://hal.archives-ouvertes.fr/hal-01663495

P. Georgopoulos, Y. Elkhatib, M. Broadbent, M. Mu, and N. Race, Towards network-wide qoe fairness using openflow-assisted adaptive video streaming, ACM SIGCOMM Workshop on Future human-centric multimedia networking, 2013.

S. Petrangeli, T. Wauters, R. Huysegems, T. Bostoen, and F. De-turck, Software-defined network-based prioritization to avoid video freezes in http adaptive streaming, International Journal of Network Management, 2016.

A. Bentaleb, A. C. Begen, and R. Zimmermann, Sdndash: Improving qoe of http adaptive streaming using software defined networking, 2016.

J. W. Kleinrouweler, B. Meixner, and P. Cesar, Improving video quality in crowded networks using a dane, 2017.

S. Daronco, L. Toni, and P. Frossard, Price-based controller for quality-fair http adaptive streaming, IEEE International Symposium on Multimedia, 2016.

R. R. Pastrana-vidal, J. C. Gicquel, C. Colomes, and H. Cherifi, Sporadic frame dropping impact on quality perception, Human Vision and Electronic Imaging IX, 2004.

Y. Qi and M. Dai, The effect of frame freezing and frame skipping on video quality, International Conference on International Information Hiding and Multimedia Signal Processing, 2006.

A. K. Moorthy, L. K. Choi, A. C. Bovik, and G. Veciana, Video quality assessment on mobile devices: Subjective, behavioral and objective studies, 2012.

A. Asan, W. Robitza, I. Mkwawa, L. Sun, E. Ifeachor et al., Impact of video resolution changes on qoe for adaptive video streaming, IEEE International Conference on Multimedia and Expo, 2017.

. Python, Curve fit evaluation, vol.2020

. Python, Sequential least squares, vol.2020

&. Ibm and . Cplex, , vol.2020

. Deviceatlas, The mobile web intelligence, vol.2020

D. J. Vergados, A. Michalas, and A. Sgora, A control-based algorithm for rate adaption in mpeg-dash, 5th International on Information, Intelligence, Systems and Applications, 2014.

, Video traces, vol.2020

, Weighted random early detection(wred), IETF, vol.2020

, He got an engineering degree in telecommunications and information technologies from the national institute of posts and telecommunication in Rabat, Morocco, along with an international computer science master degree in ubiquitous networking from the university of Côte d'Azur, France, Othmane Belmoukadam is 2nd year PhD student at University Côte d'Azur (UCA) and Inria, 2018.

, His main research interests are in Internet measurements and traffic analysis, user quality of experience and machine learning, 2019, and his Masters and Bachelors degree in Electrical Engineering from the National University of Sciences and Technology (NUST), 2010.

, His main research interests are in Internet measurements and network data analytics, user quality of experience, and mobile wireless networking, He served in the program committees of many international conferences as CoNEXT, Infocom, IMC, ICNP, and PAM, 2001.