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2016 ITU Kaleidoscope Academic Conference




           withstands the fluctuations of widely varying link bit rates.   International Tele traffic Congress (ITC 27), Ghent, pp-177–
           Strategic decisions in real-time adaptation of video stream   184, 2015.
           were based on the time series analysis of the streamed data,   [4]  Junghwan Lee,  Nakjung Choi,  ChuckYoo, “HAVS: hybrid
           with an objective to achieve maximum obtainable quality.   adaptive video streaming for mobile devices”, IEEE
           The proposed ABBA algorithm was implemented and tested   Transactions on Consumer Electronics , Volume 60 ,  Issue 2,
           on different standard video quality metrics and result showed   pp.210-216, May 2014.
           an improvement over other two existing approach (HDR and   [5]  Dhananjay Kumar, Nandha Kishore, Easwaran, A. Srinivasan,
           BSR algorithm) in all quality index presented here. Although   A. J. Manoj Shankar L., Arun Raj, "Adaptive Video Streaming
           the system is targeted towards cinematic video, it can also   Over Http Through 3g/4g Wireless Networks Employing
           support tele-medicine applications where doctors can   Dynamic On The Fly Bitrate Analysis", ITU Kaleidoscope:
           communicate to  their  peers. The  proposed work  was   Trust in the Information Society, Barcelona, December 2015.
           implemented and tested in one way communication, but can
           be extended to two-way video streaming.            [6]  “Airtel 4G  Wi-Fi Hotspot”. [Online].  Available at:
                                                                  http://www.airtel.in/4g/index. [Accessed 30 May 2016].
                                                              [7]  Angelos Michalas, Aggeliki Sgora, Dimitrios  D. Vergados,
                                                                  ”FDASH: A Fuzzy-Based  MPEG/DASH Adaptation
                                                                  Algorithm”, IEEE Systems Journal, Volume 10, Number 2,
                                                                  pp.859-868, June 2016.
                                                              [8]  Parikshit Juluri, Venkatesh Tamarapalli, “SARA: Segment
                              Original Frames
                                                                  aware rate  adaptation algorithm for dynamic adaptive
                                                                  streaming over  HTTP”, IEEE International Conference on
                                                                  Communication Workshop (ICCW), pp 1765-1770, June
                                                                  2015.
                                                              [9]  ITU-T Recommendation Series  Y, “Global Information
                              Decoded Frames                      Infrastructure, Internet Protocol Aspects and Next generation
                Figure 10. Live streaming from server to client   Networks”, document # Y.1540, March 2011.
                                                              [10]  ITU-T Recommendation Series J, “Reference algorithm for
                                                                  computing peak signal  to noise ratio of  a processed video
                                                                  sequence with compensation for constant spatial  shifts,
                                                                  constant temporal shift, and  constant luminance  gain and
                                                                  offset”, document # J.340, June 2010.
                                                              [11]  ITU-T Recommendation Series J,” Method  for specifying
                                                                  accuracy  and  cross-calibration of Video Quality Metrics
                              Original Frames                     (VQM) ”, document # J.149, March 2004.
                                                              [12]  ISO/IEC JTC1/SC29/WG11 and ITU-T SG16 Q.6, “New
                                                                  Video Quality  Metrics in  the  H.264 Reference Software”,
                                                                  document # JVT-AB031, July, 2008.
                                                              [13]  Huda M. A. El Hag, Sami M. Sharif, "An adjusted ARIMA
                                                                  model for internet traffic", IEEE Africon, Windhoek, pp.1-6,
                              Decoded Frames                      September 2007.
             Figure 11. Stored Video Streaming for Entertainment   [14]  Tano, Subanar, "New procedure for determining order of
                                                                  subset autoregressive integrated moving  average (ARIMA)
                        ACKNOWLEDGEMENT                           based on over-fitting  concept", International Conference on
                                                                  Statistics in Science, Business,  and Engineering (ICSSBE),
                                                                  Langkawi, pp 1-5, Sep 2012.
              The  research  work presented here is a  part  of the   [15]  Liang Wang and Gaetan A.  Libert, "Combining Pattern
           University Grant Commission (UGC), Government of India,   Recognition Techniques with Akaike’s Information Criteria
           New Delhi funded project. We would like to thank the UGC   for Identifying ARMA Models", IEEE Transactions On Signal
           for  the financial  support  and permission to publish  the   Processing, Vol. 42, No. 6, June 1994.
           outcomes.                                          [16]  A.  Seghouane, Canberra  Res,  “The Akaike Information
                                                                  Criterion With Parameter Uncertainty”, Fourth IEEE
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