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==Schedule==
==Schedule==
* '''Oct. 20, 16:00ct''': Introduction meeting  
* '''Oct. 20, 16:00ct''': Introduction meeting  
* '''TBA''' : Deadline for registration
* '''Feb. 2, 2017''' : Deadline for registration
* '''TBA''' : Presentations
* '''Feb. 9 and Feb. 16''' : Presentations
* '''Mar. 31, 2017, 23:59''': Deadline for submission of report (should be sent to the topic adviser!)
* '''Mar. 31, 2017, 23:59''': Deadline for submission of report (should be sent to the topic adviser!)
==Final Presentation==
{| align="center" class="wikitable sortable" {{Prettytable}}
|-
|{{Hl2}} |'''Time Slot (Feb 9, 2017)'''
|{{Hl2}} |'''Student'''
|{{Hl2}} |'''Advisor'''
|-
| 9:00AM -- 9:30AM
| Ander Schiavella
| Sripriya
|-
| 9:30AM -- 10:00AM
| Fabio Sortino
| Sripriya
|-
| 10:00AM -- 10:30AM
| Hargun Sandhu
| Enhuan
|-
| 10:30AM -- 11:00AM
| Tran, Thi Ngoc Han
| Abhinandan
|-
| 11:00AM -- 11:30AM
| Yasir Sohail
| Tao
|-
|}
{| align="center" class="wikitable sortable" {{Prettytable}}
|-
|{{Hl2}} |'''Time Slot (Feb 16, 2017)'''
|{{Hl2}} |'''Student'''
|{{Hl2}} |'''Advisor'''
|-
| 1:00PM -- 1:30PM
| Mojtaba Shabani
| Osama
|-
| 1:30PM -- 2:00PM
| Saidul Islam
| Osama
|-
| 2:00PM -- 2:30PM
| Abdul Hadi
| Enhuan
|-
| 2:30PM -- 3:00PM
| Alireza
| Mayutan
|-
| 3:00PM -- 3:10PM
| Break
|-
| 3:10PM -- 3:40PM
| Georgios Kaklamanos 
| Mayutan
|-
| 3:40PM -- 4:10PM
| Vaibhav Kasturia
| Enhuan
|-
| 4:10PM -- 4:40PM
| Kalyani, Rishita
| Abhinandan
|-
| 4:40PM -- 5:10PM
|Bhabajeet Kalita
| Abhinandan
|-
|}


== Topics ==
== Topics ==


{| align="center" class="wikitable sortable" {{Prettytable}}  
{| align="center" class="wikitable sortable" {{Prettytable}}
|-
|-
|{{Hl2}} |'''Topic'''
|{{Hl2}} |'''Topic'''
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| [http://www.net.informatik.uni-goettingen.de/people/Hong_Huang Hong Huang]
| [http://www.net.informatik.uni-goettingen.de/people/Hong_Huang Hong Huang]
| [https://research.googleblog.com/2016/09/a-neural-network-for-machine.html?utm_campaign=Revue%20newsletter&utm_medium=Newsletter&utm_source=revue]
| [https://research.googleblog.com/2016/09/a-neural-network-for-machine.html?utm_campaign=Revue%20newsletter&utm_medium=Newsletter&utm_source=revue]
|-
| '''Inferring social capital from big data (assigned to Bikash Chandra Karmokar)''' 
This study is to discover the state of art of social capital measuring, particularly, from big data perspective.
| [http://www.net.informatik.uni-goettingen.de/people/Hong_Huang Hong Huang]
| [http://science.sciencemag.org/content/350/6264/1073][http://www.sciencedirect.com/science/article/pii/S0378873314000033]
|-
|'''An overview on deep learning framework(assigned to Mohammad Wazed Ali)'''
In this work, you will be asked to do a survey on all popular deep learning framework either in academe or industry, like tensorflow, caffe and so on. You shall elaborate their shortcomings and advantages.
|[http://www.net.informatik.uni-goettingen.de/people/Hong_Huang Hong Huang]
|[https://deeplearning4j.org/compare-dl4j-torch7-pylearn]
|-
|-
| '''Towards a Pricing Model in NFV (assigned to Saidul Islam)'''   
| '''Towards a Pricing Model in NFV (assigned to Saidul Islam)'''   
One of the untouched research areas in Network Function Virtualization (NFV) is Accounting Management. Your task is firstly identify the current Management systems that used in Data centers and cloud computing environments and later to map what you think it might be useful to NFV area. You should support your statement with logical reasons so far. It is not required to conducted any empirical work. Your work should investigate in some depth the exact relationship between different factors not only describing them.
One of the untouched research areas in Network Function Virtualization (NFV) is Accounting Management. Your task is firstly identify the current Management systems that used in Data centers and cloud computing environments and later to map what you think it might be useful to NFV area. You should support your statement with logical reasons so far. It is not required to conducted any empirical work. Your work should investigate in some depth the exact relationship between different factors not only describing them.
| [http://www.net.informatik.uni-goettingen.de/people/osamah_barakat Osamah Barakat]
| [http://www.net.informatik.uni-goettingen.de/people/osamah_barakat Osamah Barakat]
| [http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7243304][http://store.elsevier.com/Cloud-Data-Centers-and-Cost-Modeling/Caesar-Wu/isbn-9780128014134/][http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7378433]
| [http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=7243304][http://store.elsevier.com/Cloud-Data-Centers-and-Cost-Modeling/Caesar-Wu/isbn-9780128014134/][https://wiki.net.informatik.uni-goettingen.de/wiki/List_of_Conferences_Journals]
|-
|-
| '''Legacy support in SDN networks(assigned to Dorna Amiri)'''   
| '''Legacy support in SDN networks(assigned to Dorna Amiri)'''   
Supporting legacy network is an active research area in SDN. You should survey all techniques used up to date to solve this problem. Details may be provided later.  
Supporting legacy network is an active research area in SDN. You should survey all techniques used up to date to solve this problem. Details may be provided later.  
| [http://www.net.informatik.uni-goettingen.de/people/osamah_barakat Osamah Barakat]
| [http://www.net.informatik.uni-goettingen.de/people/osamah_barakat Osamah Barakat]
| TBD
| Take a look at recent papers in well known conferences/workshops.
|-
| '''WiFi latest advances and Smart-wifi (assigned to Mojtaba Shabani)''' 
A new generation of Wireless Local Area Networks (WLANs) will make its appearance in the market in the forthcoming years based on the amendments to the IEEE 802.11 standards that have recently been approved or are under development. Examples of the most expected ones are IEEE 802.11aa (Robust Audio Video Transport Streaming), IEEE 802.11ac (Very-high throughput at < 6 GHz), IEEE 802.11af (TV White Spaces) and IEEE 802.11ah (Machine-to-Machine communications) specifications. You should investigate the latest advances made in WiFi and in its usage to support other type of networks as LTE and G5.
| [http://www.net.informatik.uni-goettingen.de/people/osamah_barakat Osamah Barakat]
| Take a look at recent papers in well known conferences/workshops.
|-
|-
| '''What is the current status and future of cloud related research? What are the main research problems that are currently being targeted?  (assigned to Georgios Kaklamanos)'''   
| '''What is the current status and future of cloud related research? What are the main research problems that are currently being targeted?  (assigned to Georgios Kaklamanos)'''   
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| Take a look at recent papers in well known conferences/workshops.  
| Take a look at recent papers in well known conferences/workshops.  
|-
|-
| '''Sponsored Search Auctions in Internet (Online advertisements Google Ads)'''
| '''What is the current status of congestion control protocols in ICN?  (assigned to Ali Reza)''' 
The aim of this work is to identify the congestion control related work in the ICN space. 
| [http://www.net.informatik.uni-goettingen.de/people/mayutan_arumaithurai Mayutan Arumaithurai]
| Take a look at recent papers in well known conferences/workshops.
|-
| '''Sponsored Search Auctions in Internet (Online advertisements Google Ads)(assigned to Han)'''
Sponsored search auctions are widely used by search engines like Google, Microsoft, for displaying ads when an user perform keyword search in goole.com/bing.com. The application of sponsored search auctions in not only limited to search engine providers but also has popular with online markets like eBay. The goal is to perform survey on the latest advancements in this area.       
Sponsored search auctions are widely used by search engines like Google, Microsoft, for displaying ads when an user perform keyword search in goole.com/bing.com. The application of sponsored search auctions in not only limited to search engine providers but also has popular with online markets like eBay. The goal is to perform survey on the latest advancements in this area.       
| [http://www.net.informatik.uni-goettingen.de/people/abhinandan%20s_prasad Abhinandan S Prasad]
| [http://www.net.informatik.uni-goettingen.de/people/abhinandan%20s_prasad Abhinandan S Prasad]
| [http://web.stanford.edu/~jdlevin/Econ%20285/Sponsored%20Search%20Auctions.pdf] [https://en.wikipedia.org/wiki/Sponsored_search_auction]
| [http://web.stanford.edu/~jdlevin/Econ%20285/Sponsored%20Search%20Auctions.pdf] [https://en.wikipedia.org/wiki/Sponsored_search_auction][http://dl.acm.org/citation.cfm?id=2668108]
|-
|-
|'''Service Plane for Network Functions: Network Service Headers and Other alternatives'''
|'''Service Plane for Network Functions: Network Service Headers and Other alternatives (assigned to Zico Abhi Day)'''


Focus of this topic is to understand 'Service Function Chaining of Network Functions', the state-of-the-art proposals like Network Service Headers and related academic works. Reason and justify the need for service plane and then try to propose new mechanisms and design of the data plane to support network services, and the control plane functions necessary to manage these data plane functions.
Focus of this topic is to understand 'Service Function Chaining of Network Functions', the state-of-the-art proposals like Network Service Headers and related academic works. Reason and justify the need for service plane and then try to propose new mechanisms and design of the data plane to support network services, and the control plane functions necessary to manage these data plane functions.
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| [http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6733615] [http://conferences2.sigcomm.org/acm-icn/2014/papers/p107.pdf] [https://tools.ietf.org/pdf/draft-quinn-sfc-nsh-07.pdf]
| [http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=6733615] [http://conferences2.sigcomm.org/acm-icn/2014/papers/p107.pdf] [https://tools.ietf.org/pdf/draft-quinn-sfc-nsh-07.pdf]
|-
|-
|'''NFV state-of-the-art and Future trends - A survey'''
|'''NFV state-of-the-art and Future trends - A survey <s>(assigned to Ishwarya Chandrasekaran)</s> withdrawn.'''
Study and Understand Network Function Virtualisation (NFV), the real world use cases and deployment trends of NFV in the Datacenter, telecommunication, private networks. Survey on the reports by standardisation committees and open workgroups like IEFT/ETSI/OPNFV,  primarily the specification and requirements for the NFV, and the NFV deployment models. Compare with the available open-source/commercial products if any in the market and make the study of NFV characteristics, the Key Performance Index(KPIs) for NFV and identify the open issues and challenges towards adopting to NFV. Student can choose to carry out either breadth or in-depth on particular aspect of NFV.   
Study and Understand Network Function Virtualisation (NFV), the real world use cases and deployment trends of NFV in the Datacenter, telecommunication, private networks. Survey on the reports by standardisation committees and open workgroups like IEFT/ETSI/OPNFV,  primarily the specification and requirements for the NFV, and the NFV deployment models. Compare with the available open-source/commercial products if any in the market and make the study of NFV characteristics, the Key Performance Index(KPIs) for NFV and identify the open issues and challenges towards adopting to NFV. Student can choose to carry out either breadth or in-depth on particular aspect of NFV.   


| [http://www.net.informatik.uni-goettingen.de/people/sameer_kulkarni Sameer Kulkarni]
| [http://www.net.informatik.uni-goettingen.de/people/sameer_kulkarni Sameer Kulkarni]
| [https://portal.etsi.org/Portals/0/TBpages/NFV/Docs/NFV_White_Paper3.pdf] [https://datatracker.ietf.org/rg/nfvrg/documents/] [https://www.opnfv.org] [https://www.sdxcentral.com/reports/nfv-vnf-2016/vnf/] [http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7350211]
| [https://portal.etsi.org/Portals/0/TBpages/NFV/Docs/NFV_White_Paper3.pdf] [https://datatracker.ietf.org/rg/nfvrg/documents/] [https://www.opnfv.org] [https://www.sdxcentral.com/reports/nfv-vnf-2016/vnf/] [http://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=7350211]
|-
|-
| '''Towards SDN and NFV Fault Management and High Availability (assigned to Shakik Ahmed Chowdhury)'''
Network Function Virtualisation (NFV), is gaining rapid momentum, but are they reliable? can they conform with the Telecom operators latency and availability requirements of Fine Nines or Six Nines? The focus of this work is to first study and understand the concerns with NFV in terms of their failures, what amount of availability can they support. Second, study the state-of-the-art in terms of techniques that have been provided in the Cloud and Data Center networks for the traditional Virtual Machine based approaches and make the clear distinction of what aspects can and cannot be adapted? and what are the characteristics of NFV that make them differ from traditional VM based solutions? and aspects and solutions that can be adapted to achieve scalability, efficiency, and reliability in the NFV environments.
| [http://www.net.informatik.uni-goettingen.de/people/sameer_kulkarni Sameer Kulkarni]
| [http://www.etsi.org/deliver/etsi_gs/NFV-REL/001_099/002/01.01.01_60/gs_NFV-REL002v010101p.pdf]  [https://portal.etsi.org/Portals/0/TBpages/NFV/Docs/NFV_White_Paper3.pdf] [https://datatracker.ietf.org/rg/nfvrg/documents/] [https://www.opnfv.org]
|-
|-
| '''Green Energy Aware Provisioning for Datacenters (assigned to Rishita Kalyani)'''
| '''Green Energy Aware Provisioning for Datacenters (assigned to Rishita Kalyani)'''
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| [http://link.springer.com/article/10.1186/s13174-015-0041-5] [http://sloanreview.mit.edu/case-study/data-driven-city-management/] [http://sloanreview.mit.edu/article/six-lessons-from-amsterdams-smart-city-initiative/] [http://www.govtech.com/blogs/lohrmann-on-cybersecurity/making-the-top-smart-city-in-europe.html] [http://www.forbes.com/sites/peterhigh/2015/03/09/the-top-five-smart-cities-in-the-world/][https://www2.deloitte.com/content/dam/Deloitte/tr/Documents/public-sector/deloitte-nl-ps-smart-cities-report.pdf]
| [http://link.springer.com/article/10.1186/s13174-015-0041-5] [http://sloanreview.mit.edu/case-study/data-driven-city-management/] [http://sloanreview.mit.edu/article/six-lessons-from-amsterdams-smart-city-initiative/] [http://www.govtech.com/blogs/lohrmann-on-cybersecurity/making-the-top-smart-city-in-europe.html] [http://www.forbes.com/sites/peterhigh/2015/03/09/the-top-five-smart-cities-in-the-world/][https://www2.deloitte.com/content/dam/Deloitte/tr/Documents/public-sector/deloitte-nl-ps-smart-cities-report.pdf]
|-
|-
| '''Google Balloon project (assigned to Vaibhav Kasturia)'''
| '''New Technologies to Connect Internet: Google balloon and Facebook Drone (assigned to Vaibhav Kasturia)'''
Project Loon is a research and development project being developed by Google X with the mission of providing Internet access to rural and remote areas. Provide a comprehensive study on it. Investigate related approaches, techniques, methods, etc.     
Project Loon and Facebook Drone are research and development projects being developed by Google X and Facebook respectively. Provide a comprehensive study on them. Investigate related approaches, techniques, methods, etc.     
| [https://www.net.informatik.uni-goettingen.de/people/enhuan_dong Enhuan Dong]
| [https://www.net.informatik.uni-goettingen.de/people/enhuan_dong Enhuan Dong]
| [https://www.solveforx.com/loon/]  
| [https://www.solveforx.com/loon/]  
|-
|-
|'''ICN - Information Centric Networking '''
| '''Commercial usage of Multipath TCP (assigned to Hargun Sandhu)'''
MultiPath TCP (MPTCP) is an emerging extension for TCP and it is under discussion in IETF now. Study  MPTCP protocol including architecture, data transmission, default congestion control, etc. Investigate how MPTCP is used in companies. 
| [https://www.net.informatik.uni-goettingen.de/people/enhuan_dong Enhuan Dong]
| [https://tools.ietf.org/html/rfc6824][http://link.springer.com/chapter/10.1007%2F978-3-642-20757-0_35][https://www.usenix.org/conference/nsdi12/technical-sessions/presentation/raiciu][http://dl.acm.org/citation.cfm?id=2342476][http://dl.acm.org/citation.cfm?id=2631977][https://www.usenix.org/legacy/event/nsdi11/tech/full_papers/Wischik.pdf][http://blog.multipath-tcp.org/blog/html/2015/12/25/commercial_usage_of_multipath_tcp.html]
|-
|'''ICN - Information Centric Networking (assigned to Mian Athar Naqash, Ahmed Towfique, Fabio Sortino and Ander Schiavella)'''


Content Centric Networking (CCN) is a new ambitious proposal to replace the IP protocol. A better and faster content distribution, improved privacy, integrated cryptography and easy P2P communication are among the key elements of this architecture. On the other hand problems like efficiency and scalability of the name-based routing, support of existing application and new ones and the possibility to actually deploy this technology are still open and actively discussed, making CCN one of the most active research field in networking.  
Content Centric Networking (CCN) is a new ambitious proposal to replace the IP protocol. A better and faster content distribution, improved privacy, integrated cryptography and easy P2P communication are among the key elements of this architecture. On the other hand problems like efficiency and scalability of the name-based routing, support of existing application and new ones and the possibility to actually deploy this technology are still open and actively discussed, making CCN one of the most active research field in networking.  
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By choosing this topic you will gain a general knowledge of the many architecture proposed for ICN and will have to gain insight into one of the problems like routing or security, or solutions (i.e. applications on top of NDN).
By choosing this topic you will gain a general knowledge of the many architecture proposed for ICN and will have to gain insight into one of the problems like routing or security, or solutions (i.e. applications on top of NDN).


   - '''topics available''': Routing and IoT with ICN  
   - '''topics available''': Routing and IoT with ICN, Security in IoT, Routing in IoT, ICN Architectures
  - [http://named-data.net/wp-content/uploads/2013/10/ndn-annualreport2012-2013.pdf NDN technical report]
  - [http://named-data.net/wp-content/uploads/2013/10/ndn-annualreport2012-2013.pdf NDN technical report]
  - [http://tools.ietf.org/pdf/draft-pentikousis-icn-scenarios-04.pdf  ICN Base line scenarios]
  - [http://tools.ietf.org/pdf/draft-pentikousis-icn-scenarios-04.pdf  ICN Base line scenarios]
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|-
|-
| '''Understanding and modelling individual human mobility'''   
| '''Understanding and modelling individual human mobility (assigned to Tetiana Tolmachova)'''   
This study is to provide a comprehensive study of understanding and modelling individual human mobility.
This study is to provide a comprehensive study of understanding and modelling individual human mobility.
| [http://www.net.informatik.uni-goettingen.de/people/tao_zhao Tao Zhao]
| [http://www.net.informatik.uni-goettingen.de/people/tao_zhao Tao Zhao]
| Take a look at related papers in well known conferences/workshops/journals, e.g., [http://www.ccsb.dfci.harvard.edu/web/export/sites/default/ccsb/publications/papers/2010/Song--Barabasi_NatPhysics_10.pdf]  
| Take a look at related papers in well known conferences/workshops/journals, e.g., [http://www.ccsb.dfci.harvard.edu/web/export/sites/default/ccsb/publications/papers/2010/Song--Barabasi_NatPhysics_10.pdf]  
|-|}
 
|-
| '''Recommendations in Location-based Social Networks - A Survey (assigned to Al Kafi Khan)''' 
This study is to provide a comprehensive study of recommendations in Location-based Social Networks.
| [http://www.net.informatik.uni-goettingen.de/people/tao_zhao Tao Zhao]
| [https://www.microsoft.com/en-us/research/publication/recommendations-in-location-based-social-networks-a-survey/]
 
|-
| '''Learning from Imbalanced Data (assigned to Oleh Astappiev)''' 
When building and training classifiers for classification problems, one commonly encountered problem is that of imbalanced data. For instance, in the case of a binary classifier, this means that one class is hugely overrepresented in the data available. Training classifiers for this kind of datasets has been a problem for some time. In this work, your task is to i) precisely introduce the imbalanced data problem, ii) discuss the state of the art of approaches for mitigating this problem (both from the perspective of learning algorithms and data manipulation techniques) and iii) find out what issues still remain open until today. Note that this topic requires a background in data science, and in particular in classification algorithms. Also, this topic requires a comparatively high reading effort.
| [https://www.net.informatik.uni-goettingen.de/people/David_Koll David Koll ]
| [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=5128907&tag=1]
|-
| '''Deep Learning and its (possible) flaws  (assigned to Sven Voigt)''' 
One recent trend in machine learning is 'deep learning', where neural networks are employed for solving a wide range of problems. One prominent example of such problems is image classification. While neural networks are in fact delivering sometimes great results, they may also have some weak spots. In this work, your task is to i) make yourself familiar with neural networks, ii) discuss the state-of-the-art in image classification, and iii) to investigate some possible flaws in neural networks. Note that for this topic a background in data science, and in particular in classification algorithms, is strongly recommended. Also, this topic requires a comparatively high reading effort.
| [https://www.net.informatik.uni-goettingen.de/people/David_Koll David Koll ]
| [http://arxiv.org/abs/1404.7828]
|-
| '''How do self-driving cars work? (assigned) ''' 
The topic title is pretty self-explanatory :)
| [https://www.net.informatik.uni-goettingen.de/people/David_Koll David Koll ]
| [http://cs.stanford.edu/people/teichman/papers/iv2011.pdf]
|-
| '''Tiered Pricing in Internet (assigned to Bhabajeet Kalita)'''
ISPs sell transit connectivity bulk based on aggregate internet usage which is popularly known as blended rate pricing. Though blended rate pricing is simple, it is inefficient especially wrt resource allocation. Tiered pricing is one of the alternative. The goal of this work is to understand motivation for tiered pricing and discuss state-of-the-art in tiered pricing.
| [http://www.net.informatik.uni-goettingen.de/people/abhinandan%20s_prasad Abhinandan S Prasad]
| [http://dl.acm.org/citation.cfm?id=2018459][http://netseminar.stanford.edu/past_seminars/seminars/11_03_11.pdf][http://dl.acm.org/citation.cfm?id=2096157][http://dl.acm.org/citation.cfm?id=2674854]
|-}


==Workflow==
==Workflow==
Hhuang
151

edits

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