Advanced topics in mobile and social computing (AToMSC) (Winter 2019/2020): Difference between revisions

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(Created page with "== Details == {{CourseDetails |credits=5 ECTS |module=M.Inf.223: Seminar Telematik III ''-or-'' M.Inf.224: Seminar Computernetzewerke II (old Regulations) ''-or-'' 3.10: Advanced...")
 
 
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{{CourseDetails
{{CourseDetails
|credits=5 ECTS
|credits=5 ECTS
|module=M.Inf.223: Seminar Telematik III ''-or-'' M.Inf.224: Seminar Computernetzewerke II (old Regulations) ''-or-'' 3.10: Advanced Topics in Internet Research (II)(ITIS); M.Inf.1223 (new Regulations)
|module=Please refer to below univz.
|lecturer=[http://134.76.18.81/?q=people/prof-dr-xiaoming-fu Prof. Xiaoming Fu]; [http://134.76.18.81/?q=people/dr-yali-yuan Dr. Yali Yuan]
|lecturer=[http://134.76.18.81/?q=people/prof-dr-xiaoming-fu Prof. Xiaoming Fu]; [http://134.76.18.81/?q=people/dr-yali-yuan Dr. Yali Yuan]
|ta=[]
|ta=[]
|time=Thu. 14:00-16:00
|time=Thu. 14:00-16:00
|place=IfI 0.101
|place=IfI 0.101
|univz=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&publishid=236747&moduleCall=webInfo&publishConfFile=webInfo&publishSubDir=veranstaltung&noDBAction=y&init=y]
|univz=[https://univz.uni-goettingen.de/qisserver/rds?state=verpublish&status=init&vmfile=no&moduleCall=webInfo&publishConfFile=webInfo&publishSubDir=veranstaltung&veranstaltung.veranstid=239478]
}}
}}


==Course Overview==
==Course Overview==
The purpose of this seminar is to discuss some advanced topics in '''wireless and mobile communication and networking'''. This course is a '''theory-oriented''' research seminar (5 ECTS, 2 SWS), held on a weekly base and comprising the following components:
The purpose of this seminar is to discuss some advanced topics in '''Mobile computing, big data and social computing'''. This course is a '''theory-oriented but with practical implications''' research seminar (5 ECTS), held on a weekly base and comprising the following components:
* Weekly Presentation + Weekly Paper Reading and Discussion
* Weekly Presentation + Weekly Paper Reading and Discussion
* Final Presentation  
* Final Presentation  
* Final Report
* Final Report


The material in the seminar is mainly drawn from the research literature in top journals/conferences, like ToN,TMC, TPDS, SIGCOMM, SIGMETRICS, INFOCOM, MOBICOM, MOBIHOC, WWW, CoNEXT.
The material in the seminar is mainly drawn from the research literature in top journals/conferences, like ToN, JSAC, TMC, TPDS, TKDD, TKDE, ACM Transactions on Social Computing, SIGCOMM, CoNEXT, SIGMETRICS, INFOCOM, USENIX ATC, MOBICOM, MOBIHOC, MobiSys, Middleware, WWW, KDD, WSDM, ICWSM, SIGIR, CIKM, ASONAM, CIKM, NIPS, AAAI, IJCAI, ICDM, PERCOM, UbiComp, CSCW, ICIS, or from practical systems and case studies.


==Requirements==
==Requirements==
Line 28: Line 28:
** Final presentation: each presentation for ~20 minutes, plus ~10 minutes Q&A
** Final presentation: each presentation for ~20 minutes, plus ~10 minutes Q&A


==Presentation Schedule==
==Schedule==
TBD


==Schedule==
* 24 Oct. 2019
* 18 October 2018
**Informational Meeting
**Informational Meeting




* 25 October 2018
* 7 Nov. 2019
**'''Tracking and localization'''
**'''Object detection in autonomous driving'''
***Zhiyuan Lin, Tim Althoff and Jure Leskovec, [https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5959281/pdf/nihms958397.pdf I’ll Be Back: On the Multiple Lives of Users of a Mobile Activity Tracking Application], ACM WWW 2018. ('''Presented by Cong Li''')
***Ngiam, Jiquan, et al, [https://arxiv.org/pdf/1908.11069.pdf StarNet: Targeted Computation for Object Detection in Point Clouds], 2019. ('''Presented by Aytaj Badirova''')
 




* 1 November 2018
**'''Tracking and localization'''
***Dongyao Chen, Kang G. Shin, Yurong Jiang and Kyu-Han Kim, [https://dl.acm.org/citation.cfm?id=3143385 Locating and Tracking BLE Beacons with Smartphones], ACM CoNEXT 2018.  ('''Presented by Robert Tasik''')


* 14 Nov. 2019
**'''Object detection in autonomous driving'''
***Liang, Ming, et al, [http://openaccess.thecvf.com/content_CVPR_2019/papers/Liang_Multi-Task_Multi-Sensor_Fusion_for_3D_Object_Detection_CVPR_2019_paper.pdf Multi-Task Multi-Sensor Fusion for 3D Object Detection], IEEE CVPR 2019.  ('''Presented by Emmanuel Charleson Dapaah''')




* 8 November 2018
**'''Deep Learning Based Human Activity Recognition'''
***Krishna, Kundan and Jain, Deepali and Mehta, Sanket V and Choudhary, Sunav, [https://dl.acm.org/citation.cfm?id=3161201 An LSTM Based System for Prediction of Human Activities with Durations], ACM  UbiComp 2018.  ('''Presented by Yuhan Wang''')


*21 Nov. 2019
**'''Object detection in autonomous driving'''
***Zhou, Yin, et al, [https://arxiv.org/pdf/1910.06528.pdf End-to-End Multi-View Fusion for 3D Object Detection in LiDAR Point Clouds],  2019.  ('''Presented by Ding-Ze Hu''')




* 15 November 2018
**'''Deep Learning Based Human Activity Recognition'''
***Fang, Biyi and Zeng, Xiao and Zhang, Mi, [https://dl.acm.org/citation.cfm?id=3241559 NestDNN: Resource-Aware Multi-Tenant On-Device Deep Learning for Continuous Mobile Vision], ACM MOBICOM 2018.  ('''Presented by Fangxi Deng''')


* 28 Nov. 2019
**'''Object detection in autonomous driving'''
***Deng, Jian, et al, [https://arxiv.org/pdf/1909.04163.pdf MLOD: A multi-view 3D object detection based on robust feature fusion method], 2019.  ('''Presented by Emmanuel Charleson Dapaah''')




* 22 November 2018
* 05 Dec. 2019 ('''Final presentation topics release''')
**'''Deep Learning Based Human Activity Recognition'''
***He, Ying and Yu, F Richard and Zhao, Nan and Leung, Victor CM and Yin, Hongxi, [https://dl.acm.org/citation.cfm?id=3143385 Software-Defined Networks with Mobile Edge Computing and Caching for Smart Cities: A Big Data Deep Reinforcement Learning Approach], IEEE Communications Magazine 2017. ('''Presented by Tasnia Ashrafi Heya''')  






* 29 November 2018
* 12 Dec. 2019
**'''Dynamic Adaptive Streaming over HTTP or HTTP/2'''
**'''Differential Privacy in networks'''
***Petrangeli, Stefano and Swaminathan, Viswanathan and Hosseini, Mohammad and De Turck, Filip, [https://dl.acm.org/citation.cfm?id=3123453 An HTTP/2-Based Adaptive Streaming Framework for 360° Virtual Reality Videos], ACM MM 2017. ('''Presented by Jiaquan Zhang''')  
***Abadi, Martin, et al, [https://dl.acm.org/citation.cfm?id=2978318 Deep learning with differential privacy], ACM CCS 2016. ('''Presented by Gosswami, Tapashi''')






* 6 December 2018
**'''Dynamic Adaptive Streaming over HTTP or HTTP/2'''
***Xie, Lan and Xu, Zhimin and Ban, Yixuan and Zhang, Xinggong and Guo, Zongming, [https://dl.acm.org/citation.cfm?id=3123291 360ProbDASH: Improving QoE of 360 Video Streaming Using Tile-based HTTP Adaptive Streaming], ACM MM 2017.  ('''Presented by Gulzaib Amjad''')


* 19 Dec. 2019
*** No lecture




* 13 December 2018
**'''Dynamic Adaptive Streaming over HTTP or HTTP/2'''
***Abdelhak Bentaleb, Alic. Begen, Saad Harous and Roger Zimmermann, [https://dl.acm.org/citation.cfm?id=3240589 A Distributed Approach for Bitrate Selection in HTTP Adaptive Streaming], ACM MM 2018.  ('''Presented by Jiaquan Zhang''') (This paper is '''only for Jiaquan Zhang'''. Other students '''do not''' need to submit review report.)
***Wijnants, Maarten and Marx, Robin and Quax, Peter and Lamotte, Wim, [https://uhdspace.uhasselt.be/dspace/handle/1942/26049 HTTP/2 Prioritization and its Impact on Web Performance], ACM WWW 2018.  ('''Presented by Jonas Hügel''')


* 09 Jan. 2020
***No lecture


* 20 December 2018
**'''Wireless Content Caching'''
***Guo, Peizhen and Hu, Bo and Li, Rui and Hu, Wenjun, [https://dl.acm.org/citation.cfm?id=3241557 FoggyCache: Cross-Device Approximate Computation Reuse], ACM MOBICOM 2018.  ('''Presented by Yachao Shao''')






* 22 December 2018 & 06 January 2019[Holiday]
* 16 Jan. 2020
**No Lecture, Paper pre-reading by students
**'''Dynamic Adaptive Streaming over QUIC'''
***Bogle, Jeremy, et al, [https://dl.acm.org/citation.cfm?id=3341302.3342069 TEAVAR: striking the right utilization-availability balance in WAN traffic engineering], ACM Sigcomm 2019.  ('''Presented by Ding-Ze Hu''')
***ELi, Yuliang, et al, [https://dl.acm.org/citation.cfm?id=3342085 HPCC: high precision congestion control], ACM Sigcomm 2019.  ('''Presented by Aytaj Badirova''')






* 10 January 2019
* 23 Jan. 2020
**'''Wireless Content Caching'''
**'''Dynamic Adaptive Streaming over QUIC'''  
***Xu, Jie and Chen, Lixing and Zhou, Pan, [https://arxiv.org/abs/1801.05868 Joint Service Caching and Task Offloading for Mobile Edge Computing in Dense Networks], IEEE INFOCOM 2018.  ('''Presented by Shichang Ding''')  
***Shou-Cheng Yen, et al, [https://dl.acm.org/citation.cfm?id=3325616 Streaming 360° videos to head-mounted virtual reality using DASH over QUIC transport protocol], ACM PV. 2019 ('''Presented by Gosswami, Tapashi''')






* 11 January 2019~ 31 January 2019
* 23 Jan. 2020
**Final presentation and report preparation
*** '''Final presentation slides submission before 23:59pm'''


==Final Presentations & Report==
==Final Presentations & Report==


*Final Registration in '''FlexNow''': '''15th January 2019'''.
*Final Registration in '''FlexNow''': '''23.01.2020'''.
 
*Topics:
**Wireless Content Caching
**Dynamic Adaptive Streaming over HTTP or HTTP/2
**Deep Learning Based Human Activity Recognition
**Tracking and localization
 
 
 
*Pre-Presentation (Rehearsal):
* 17 January 2019 '''(All students are required to come this time except the special case. Otherwise, you can not attend the final presentation.)'''
***All students are divided into three group. Group 1: Jonas Hügel, Cong Li and Yachao Shao. Group 2: Tasnia Ashrafi Heya, Shichang Ding and Yuhan Wang. Group 3: Gulzaib Amjad, Robert Tasik and Fangxi Deng. From 14:00pm to 14:30pm, students within the group will help each other to check presentations. After that, we will discuss together for all students. '''Please take your laptop or your print version PPT to this course.'''
 




*Final Presentation:
*Final Presentation:
**Each for ~20 minutes, plus ~5 minutes Q&A ('''Please make sure that your presentation time is within 20 minutes''')
**Each for ~20 minutes, plus ~5 minutes Q&A
 




*Final Presentation Slots:
*Final Presentation Slots:
* 24 January 2019 '''(The course time is from 13:50pm to 16:00pm)'''
* 30 Jan. 2020
**'''Dynamic Adaptive Streaming over HTTP or HTTP/2'''
**'''Object detection in autonomous driving'''
***Chao Wu, Wenwu Zhu, Qiushi Li and Yaoxue Zhang, [https://dl.acm.org/citation.cfm?id=3123357 Rethinking HTTP Adaptive Streaming with the Mobile User Perception], ACM Multimedia 2017.  ('''Presented by Gulzaib Amjad''')
***Yan Wang, et. al., [http://openaccess.thecvf.com/content_CVPR_2019/html/Wang_Pseudo-LiDAR_From_Visual_Depth_Estimation_Bridging_the_Gap_in_3D_CVPR_2019_paper.html Pseudo-LiDAR From Visual Depth Estimation: Bridging the Gap in 3D Object Detection for Autonomous Driving], CVPR'19.  ('''Presented by Emmanuel Charleson Dapaah''')  
***Erwin Adi, Zubair Baig and Philip Hingston, [https://www.sciencedirect.com/science/article/pii/S1084804517301637 Stealthy Denial of Service (DoS) attack modelling and detection for HTTP/2 services], Journal of Network and Computer Applications 2018. ('''Presented by Yuhan Wang''')
**'''Differential Privacy in networks'''
**'''Deep Learning Based Human Activity Recognition'''
***Subhendu Khatuya, Niloy Ganguly, Jayanta Basak, Madhumita Bharde, Bivas Mitra, [https://ieeexplore.ieee.org/abstract/document/8835364 Certified Robustness to Adversarial Examples with Differential Privacy], SP'19.  ('''Presented by Tapashi Gosswami''')  
***Liangying Peng, Ling Chen, Zhenan Ye and Yi Zhang, [https://dl.acm.org/citation.cfm?id=3214277 AROMA: A Deep Multi-Task Learning Based Simple and Complex Human Activity Recognition Method Using Wearable Sensors], ACM UbiComp 2018.  ('''Presented by Yachao Shao''')
* 6 Feb. 2020
***Shuochao Yao, Yiran Zhao, Huajie Shao, Chao Zhang, Aston Zhang, Shaohan Hu, Dongxin Liu, Shengzhong Liu, Lu su and Tarek Abdelzaher, [https://dl.acm.org/citation.cfm?id=3264954 SenseGAN: Enabling Deep Learning for Internet of Things with a Semi-Supervised Framework], ACM UbiComp 2018.  ('''Presented by Tasnia Ashrafi Heya''')
**'''Dynamic Adaptive Streaming over QUIC'''
***Abhinav Mehrotra and Mirco Musolesi, [https://dl.acm.org/citation.cfm?id=3264937 Using Autoencoders to Automatically Extract Mobility Features for Predicting Depressive States], ACM UbiComp 2018.  ('''Presented by Shichang Ding''')  
***Vikram Nathan, et, at., [https://dlnext.acm.org/doi/abs/10.1145/3341302.3342077 End-to-end transport for video QoE fairness], SIGCOMM'19.  ('''Presented by Aytaj Badirova''')  
 
***Quentin De Coninck UCLouvain, Belgium, et. al., [https://dl.acm.org/citation.cfm?id=3143370 Multipath QUIC: Design and Evaluation], CoNEXT'17.  ('''Presented by   Ding-Ze Hu''')  
 
 
* 31 January 2019
**'''Wireless Content Caching'''
***Soumya Basu, Aditya Sundarrajan, Javad Ghaderi, Sanjay Shakkottai and Ramesh Sitaraman, [https://ieeexplore.ieee.org/abstract/document/8337092 Adaptive TTL-Based Caching for Content Delivery], IEEE/ACM Transactions on Networking 2018.  ('''Presented by Jonas Hügel''')  
***Jie Xu, Lixing Chen and Pan Zhou, [https://arxiv.org/abs/1801.05868 Joint Service Caching and Task Offloading for Mobile Edge Computing in Dense Networks], IEEE INFOCOM 2018. ('''Presented by Cong Li''')
**'''Tracking and localization'''
***Andreas Pfrunder, Paulo V. K. Borges, Adrian R. Romero, Gavin Catt and Alberto Elfes, [https://ieeexplore.ieee.org/abstract/document/8206083 Real-time autonomous ground vehicle navigation in heterogeneous environments using a 3D LiDAR], IEEE IROS 2017.  ('''Presented by Robert Tasik''')  
***Yunting Zhang, Jiliang Wang, Weiyi Wang, Zhao Wang and Yunhao Liu, [https://ieeexplore.ieee.org/abstract/document/8486365 Vernier: Accurate and Fast Acoustic Motion Tracking Using Mobile Devices], IEEE INFOCOM 2018.  ('''Presented by Fangxi Deng''')  
 




*Final Report:
*Final Report:
**Essay (5~6 pages, double columns, IEEE format)
**Essay ( 8~9 pages, single column, IEEE format)
**Due by 23:59pm 28 Feb. 2019
**Due by 23:59pm 5th May 2020


[[Category:Courses]]
[[Category:Courses]]

Latest revision as of 14:55, 6 April 2020

Details

Workload/ECTS Credits: 5 ECTS
Module: Please refer to below univz.
Lecturer: Prof. Xiaoming Fu; Dr. Yali Yuan
Teaching assistant: []
Time: Thu. 14:00-16:00
Place: IfI 0.101
UniVZ [1]


Course Overview

The purpose of this seminar is to discuss some advanced topics in Mobile computing, big data and social computing. This course is a theory-oriented but with practical implications research seminar (5 ECTS), held on a weekly base and comprising the following components:

  • Weekly Presentation + Weekly Paper Reading and Discussion
  • Final Presentation
  • Final Report

The material in the seminar is mainly drawn from the research literature in top journals/conferences, like ToN, JSAC, TMC, TPDS, TKDD, TKDE, ACM Transactions on Social Computing, SIGCOMM, CoNEXT, SIGMETRICS, INFOCOM, USENIX ATC, MOBICOM, MOBIHOC, MobiSys, Middleware, WWW, KDD, WSDM, ICWSM, SIGIR, CIKM, ASONAM, CIKM, NIPS, AAAI, IJCAI, ICDM, PERCOM, UbiComp, CSCW, ICIS, or from practical systems and case studies.

Requirements

  • Each participant is required to read the assigned paper before the seminar and prepare the review of the paper, which should include the following parts:
    • Summary of the paper
    • Pros AND cons of the paper (your conclusion)
    • NOTE!! Every participant should provide the paper review BEFORE the seminar (23:59 Wednesday). => the review form is available at [Paper_Review_Form_ATCN_WS201112.doc]
  • During each weekly seminar, one participant is assigned for presenting the paper (each presentation for ~30 minutes). And the list of pros and cons is discussed by all the participants.
  • In the middle of the semester, everyone is requested to pick a topic and prepare:
    • Final report: prepare an essay (8~9 pages, single column) for your chosen research topic, which contains a comprehensive literature survey + a detailed discussion of some key enabling technologies
    • Final presentation: each presentation for ~20 minutes, plus ~10 minutes Q&A

Schedule

  • 24 Oct. 2019
    • Informational Meeting






  • 05 Dec. 2019 (Final presentation topics release)




  • 19 Dec. 2019
      • No lecture


  • 09 Jan. 2020
      • No lecture





  • 23 Jan. 2020
      • Final presentation slides submission before 23:59pm

Final Presentations & Report

  • Final Registration in FlexNow: 23.01.2020.


  • Final Presentation:
    • Each for ~20 minutes, plus ~5 minutes Q&A



  • Final Report:
    • Essay ( 8~9 pages, single column, IEEE format)
    • Due by 23:59pm 5th May 2020
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