TY - GEN
T1 - Mitigation of Cold Start Problem in Experience-Based Adaptive Streaming over NDN
AU - Awiphan, Suphakit
AU - Bootkrajang, Jakramate
AU - Poobai, Kanin
AU - Katto, Jiro
N1 - Publisher Copyright:
© 2021 IEEE.
PY - 2021
Y1 - 2021
N2 - Dynamic adaptive streaming over NDN typically relies on past information of network conditions and streaming quality. In this paper, we address the cold start problem associated with reinforcement learning based NDN adaptive streaming where a new consumer often found choosing bitrate arbitrarily due to the lack of experience. The idea is to construct a shared Q-Table which is continuously updated by previous consumers. Based on this Q-Table, a new consumer is expected to start choosing the segment bitrate more proactively. Simulations through ns-3 show that the proposed approach could help the consumers to find an optimal action from the beginning of the session.
AB - Dynamic adaptive streaming over NDN typically relies on past information of network conditions and streaming quality. In this paper, we address the cold start problem associated with reinforcement learning based NDN adaptive streaming where a new consumer often found choosing bitrate arbitrarily due to the lack of experience. The idea is to construct a shared Q-Table which is continuously updated by previous consumers. Based on this Q-Table, a new consumer is expected to start choosing the segment bitrate more proactively. Simulations through ns-3 show that the proposed approach could help the consumers to find an optimal action from the beginning of the session.
KW - adaptive video streaming
KW - named data networking
KW - reinforcement learning
UR - http://www.scopus.com/inward/record.url?scp=85123470127&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85123470127&partnerID=8YFLogxK
U2 - 10.1109/GCCE53005.2021.9621860
DO - 10.1109/GCCE53005.2021.9621860
M3 - Conference contribution
AN - SCOPUS:85123470127
T3 - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
SP - 99
EP - 100
BT - 2021 IEEE 10th Global Conference on Consumer Electronics, GCCE 2021
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 10th IEEE Global Conference on Consumer Electronics, GCCE 2021
Y2 - 12 October 2021 through 15 October 2021
ER -