EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events

Stefanos Antaris; Dimitrios Rafailidis; Sarunas Girdzijauskas

doi:10.1109/BigData50022.2020.9378219

EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events

Stefanos Antaris^*, Dimitrios Rafailidis, Sarunas Girdzijauskas

^*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

Original language	English
Title of host publication	2020 IEEE International Conference on Big Data (Big Data)
Editors	XT Wu, C Jermaine, L Xiong, XH Hu, O Kotevska, SY Lu, WJ Xu, S Aluru, CX Zhai, E Al-Masri, ZY Chen, J Saltz
Publisher	IEEE Xplore
Pages	1455-1464
Number of pages	10
ISBN (Print)	978-1-7281-6252-2
DOIs	https://doi.org/10.1109/BigData50022.2020.9378219
Publication status	Published - 13 Dec 2020
Event	2020 IEEE International Conference on Big Data (Big Data) - Atlanta, GA, USA Duration: 10 Dec 2020 → 13 Dec 2020

Conference

Conference	2020 IEEE International Conference on Big Data (Big Data)
Period	10/12/20 → 13/12/20

Keywords

Adaptation models
Data models
Predictive models
Streaming media
Task analysis
Training
User experience
Graph representation learning
live video streaming
knowledge distillation
evolving graphs

Access to Document

10.1109/BigData50022.2020.9378219

Cite this

Antaris, S., Rafailidis, D., & Girdzijauskas, S. (2020). EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events. In XT. Wu, C. Jermaine, L. Xiong, XH. Hu, O. Kotevska, SY. Lu, WJ. Xu, S. Aluru, CX. Zhai, E. Al-Masri, ZY. Chen, & J. Saltz (Eds.), 2020 IEEE International Conference on Big Data (Big Data) (pp. 1455-1464). [9378219] IEEE Xplore. https://doi.org/10.1109/BigData50022.2020.9378219

Antaris, Stefanos ; Rafailidis, Dimitrios ; Girdzijauskas, Sarunas. / EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events. 2020 IEEE International Conference on Big Data (Big Data). editor / XT Wu ; C Jermaine ; L Xiong ; XH Hu ; O Kotevska ; SY Lu ; WJ Xu ; S Aluru ; CX Zhai ; E Al-Masri ; ZY Chen ; J Saltz. IEEE Xplore, 2020. pp. 1455-1464

@inproceedings{5c32b2f30c7e4afc95bd5e1ecf33bc2e,

title = "EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events",

keywords = "Adaptation models, Data models, Predictive models, Streaming media, Task analysis, Training, User experience, Graph representation learning, live video streaming, knowledge distillation, evolving graphs",

author = "Stefanos Antaris and Dimitrios Rafailidis and Sarunas Girdzijauskas",

year = "2020",

month = dec,

day = "13",

doi = "10.1109/BigData50022.2020.9378219",

language = "English",

isbn = "978-1-7281-6252-2",

pages = "1455--1464",

editor = "XT Wu and C Jermaine and L Xiong and XH Hu and O Kotevska and SY Lu and WJ Xu and S Aluru and CX Zhai and E Al-Masri and ZY Chen and J Saltz",

booktitle = "2020 IEEE International Conference on Big Data (Big Data)",

publisher = "IEEE Xplore",

note = "2020 IEEE International Conference on Big Data (Big Data) ; Conference date: 10-12-2020 Through 13-12-2020",

}

Antaris, S, Rafailidis, D & Girdzijauskas, S 2020, EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events. in XT Wu, C Jermaine, L Xiong, XH Hu, O Kotevska, SY Lu, WJ Xu, S Aluru, CX Zhai, E Al-Masri, ZY Chen & J Saltz (eds), 2020 IEEE International Conference on Big Data (Big Data)., 9378219, IEEE Xplore, pp. 1455-1464, 2020 IEEE International Conference on Big Data (Big Data), 10/12/20. https://doi.org/10.1109/BigData50022.2020.9378219

EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events. / Antaris, Stefanos; Rafailidis, Dimitrios; Girdzijauskas, Sarunas.

2020 IEEE International Conference on Big Data (Big Data). ed. / XT Wu; C Jermaine; L Xiong; XH Hu; O Kotevska; SY Lu; WJ Xu; S Aluru; CX Zhai; E Al-Masri; ZY Chen; J Saltz. IEEE Xplore, 2020. p. 1455-1464 9378219.

Research output: Chapter in Book/Report/Conference proceeding › Conference article in proceeding › Academic › peer-review

TY - GEN

T1 - EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events

AU - Antaris, Stefanos

AU - Rafailidis, Dimitrios

AU - Girdzijauskas, Sarunas

PY - 2020/12/13

Y1 - 2020/12/13

KW - Adaptation models

KW - Data models

KW - Predictive models

KW - Streaming media

KW - Task analysis

KW - Training

KW - User experience

KW - Graph representation learning

KW - live video streaming

KW - knowledge distillation

KW - evolving graphs

U2 - 10.1109/BigData50022.2020.9378219

DO - 10.1109/BigData50022.2020.9378219

M3 - Conference article in proceeding

SN - 978-1-7281-6252-2

SP - 1455

EP - 1464

BT - 2020 IEEE International Conference on Big Data (Big Data)

A2 - Wu, XT

A2 - Jermaine, C

A2 - Xiong, L

A2 - Hu, XH

A2 - Kotevska, O

A2 - Lu, SY

A2 - Xu, WJ

A2 - Aluru, S

A2 - Zhai, CX

A2 - Al-Masri, E

A2 - Chen, ZY

A2 - Saltz, J

PB - IEEE Xplore

T2 - 2020 IEEE International Conference on Big Data (Big Data)

Y2 - 10 December 2020 through 13 December 2020

ER -

Antaris S, Rafailidis D, Girdzijauskas S. EGAD: Evolving Graph Representation Learning with Self-Attention and Knowledge Distillation for Live Video Streaming Events. In Wu XT, Jermaine C, Xiong L, Hu XH, Kotevska O, Lu SY, Xu WJ, Aluru S, Zhai CX, Al-Masri E, Chen ZY, Saltz J, editors, 2020 IEEE International Conference on Big Data (Big Data). IEEE Xplore. 2020. p. 1455-1464. 9378219 https://doi.org/10.1109/BigData50022.2020.9378219