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Networking for Cloud Computing -" xmpDM:startTime="451233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="A Survey,&quot; IEEE Communications Magazine, Nov 2013, pp." xmpDM:startTime="451233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="24-31, http://www.cse.wustl.edu/~jain/papers/net_virt.htm" xmpDM:startTime="451233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="451233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Problems with Virtual Machines Each VM requires an operating system (OS) Each OS requires a license Þ CapEx Each OS" xmpDM:startTime="479167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="has its own compute and storage overhead Needs maintenance, updates Þ OpEx VM Tax = added CapEx + OpEx Hypervisor" xmpDM:startTime="479167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="VM OS App VM OS App VM OS App Physical Hardware" xmpDM:startTime="479167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 7: Virtualization to Containerization Run many apps in the same virtual machine These apps share the OS and its" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="overhead Can’t access each other’s resources without explicit permission Like apartments in a complex Þ Containers Cloud-Native = Containerized micro-services" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Image result for Apartments Image result for house with a swimming pool Image result for house with a swimming pool" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Image result for house with a swimming pool Image result for house with a swimming pool Ref: Janakiram, &quot;10 Key" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Attributes of Cloud-Native Applications,&quot; 19 Jul 2018, https://thenewstack.io/10-key-attributes-of-cloud-native-applications/" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="520100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Kata Containers Containers do have less security than VMs Kata Containers = VM + Container hybrid Combines “Intel Clear Containers”" xmpDM:startTime="551167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and “HyperV runV” Open source project under OpenStack Foundation Performance like containers, isolation and security like VMs Package once and" xmpDM:startTime="551167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="run anywhere VMware, Google, and Amazon are all moving towards this approach Ref: https://katacontainers.io/" xmpDM:startTime="551167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="https://www.forbes.com/sites/janakirammsv/2017/12/11/why-kata-containers-is-good-for-the-industry-and-customers/2/#3d8cc2e9404f" xmpDM:startTime="551167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="551167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Standards are Slow Initially, Standards Þ Interoperability Iff all companies implement the same way Standards = Compromises Þ We agree" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="to disagree Too many options Þ No Interoperability Need Interoperability organizations IEEE 802.11" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="vs WiFi Many standards out of date when it is ready for implementation “non-discriminatory and reasonable licensing fee” Þ Not" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="really open IEEE 802.11ah-2016" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Long-Range WiFi for IoT." xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Started 2010." xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Taken over by competition: ZigBee, LoraWAN, … Ref: http://www.ieee802.org/11/Reports/802.11_Timelines.htm" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="573267" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 8: Standards to Open Source Standard vs." xmpDM:startTime="671100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Rough Consensus and Running Code IETF has ~100 working groups Open Linux Foundation has &gt;100 open-source networking projects." xmpDM:startTime="671100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Open-Source Everything: Open Network Automation Platform (ONAP) AI Developer Toolkits Open-Source Base Station DevOps Tool chain Open-Source Hardware OS Containers" xmpDM:startTime="671100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Open-Source Blockchain" xmpDM:startTime="671100" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Blockchains Blockchain is the technology that made Bitcoin secure Blockchain was invented by the inventor of Bitcoin After Bitcoin became" xmpDM:startTime="753700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="successful, people started looking into the technology behind Bitcoin and found: Blockchain is the key for its success Two complete" xmpDM:startTime="753700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="strangers can complete a transaction/contract without a third party" xmpDM:startTime="753700" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Example of a Contract: Wedding" xmpDM:startTime="761933" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Wedding (Cont) Centralized Decentralized Centralized registry Single point of failure Easier to hacked Decentralized No single point of failure Very" xmpDM:startTime="807567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="difficult to hack" xmpDM:startTime="807567" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 9: Centralized to Decentralized Trend: Make everything decentralized with no central point of trust Two perfect strangers can exchange" xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="money, make a contract without a trusted third party Decentralized systems are More secure: Attack tolerant No single bottleneck More" xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="reliable: Fault tolerant No single point of control Þ No monopoly Blockchain is one way to do this among untrusted" xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="multi-domain systems." xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Time is a cycle: Decentralized vs." xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Centralized debate" xmpDM:startTime="835167" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Examples of Centralized Multi-Domain Systems Banks: Allow money transfer between two accounts City Records Networks: Certificate Authorities, DNS, Data ownership" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="and privacy, Data provenance, Integrity assurance In all cases: There is a central third party to be trusted Central party" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="maintains a large database Þ Attracts Hackers Central party may be hacked Þ affects millions Central party is a single" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="point of failure." xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Can malfunction or be bribed." xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Ref: Tara Salman, Maede Zolanvari, Aiman Erbad, Raj Jain, and Mohammed Samaka, &quot;Security Services Using Blockchains:A State of the Art" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Survey&quot; IEEE Communications Surveys and Tutorials, Accepted September 2018, 28 pp.," xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="http://www.cse.wustl.edu/~jain/papers/bcs.htm" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="886133" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 10: Smart to Intelligent ANd9GcS7WoEOjzeTQQV_XVlAxfX9tslO5p3RlgX2X9PRehm7DcaxDjhy Intelligent Health Intelligent Home Security ANd9GcQE5LAwv1brqIs0MNddbB9kalv1giZzE5OU4ehj4R4t1yRxAyVcBw Intelligent TV Intelligent Clock Google Assistant Amazon Alexa" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Intelligent Car Intelligent Microwave Intelligent Light Ring Alarm – Home Security System with optional 24/7 Professional Monitoring – No contracts" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="– 5 piece kit – Works with Alexa AmazonBasics Microwave, Small, 0.7" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Cu." xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Ft, 700W, Works with Alexa LATME Wake Up Light Alarm Clock Works with Alexa and Google Home with Colored Sunrise" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Simulation and Sunset Fading Night Light for bedrooms,FM Radio,4 Alarm 12 Times Snooze Function (White-Smart) AED Smart Wifi Light Bulb" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Work With Alexa Goolge Home, No Hub Required, A19 Dimmable, 16 Million Colors, Soft White to Cool White, E26, LED" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Color Changing Globe Light Bulb for Celing Fan, 2 Packs Image result for Google Assistant Image result for autonomous car" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="929333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Edge AI Edge Computing + AI Þ AI in things Amazon’s DeepLens camera has built-in AI Google Clips camera knows" xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="what to photograph Moving AI to the Edge Þ Data Compression and Anomaly Detection Deep Neural Network ASICs Þ GPUs" xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="replaced by Tensor Processing Units (TPUs) Ref: A." xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Teng, G." xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Brocklehurst, &quot;Hype Cycle for Semiconductors and Electronics Technologies, 2018,&quot; Gartner ID G00340360, 30 July 2018, 61 pp." xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1008300" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Machine Learning Challenges Machine learning is currently a blackbox ML algorithms are developed/used without domain expertise Data cleanliness, labeling, feature" xmpDM:startTime="1125767" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="extractions, all require domain knowledge, e.g.," xmpDM:startTime="1125767" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="What is the distance between Port 80, Port 81, and Port 8080? Synthetic data is used Þ Garbage-In, Garbage-Out Results" xmpDM:startTime="1125767" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="are stated without model validation." xmpDM:startTime="1125767" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="ML Random Available Dataset Conclusions" xmpDM:startTime="1125767" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 11: AI to Explainable AI Data Imbalance (1 in a Billion packet is an attack packet)." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="In most papers, 10-15% of the packets are attack packets Explainability issue Þ No idea of why the results are" xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="what they are Can’t discover bugs in ML model implementations Ref: M." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Zolanvari, M." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="A." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Teixeira, R." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Jain, &quot;Effect of Imbalanced Datasets on Security of Industrial IoT Using Machine Learning,&quot; 2018 IEEE International Conference on Intelligence and" xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Security Informatics (ISI), Miami FL, Nov." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="9 - 11, 2018, 6 pp.," xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="http://www.cse.wustl.edu/~jain/papers/imb_isi.htm" xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="M." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Zolanvari, M." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="A." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Teixeira, R." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Jain, &quot;An Explainable Machine Learning Based Security Framework: A Special Case on Industrial IoT,&quot; Submitted February 2019." xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Machine Learning is what only machines can do, but human cannot do and cannot explain" xmpDM:startTime="1227600" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="AI is Everywhere Except Networks Everything in my home is intelligent except my network devices: Routers, Base stations, switches None" xmpDM:startTime="1259467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="of them speak Alexa." xmpDM:startTime="1259467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="None of them can be programmed with IFTTT Wishlist: Address assignments Traffic prioritization Port forwarding VPN into home Get the" xmpDM:startTime="1259467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="configuration from another device nearby Congestion control, Routing, …" xmpDM:startTime="1259467" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Trend 12: Managed to Self-Driven Networks Self-Discover: Find its components Self-configure: Trending." xmpDM:startTime="1293067" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Predict." xmpDM:startTime="1293067" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Auto-Manage = Auto-BSS (bill)/Auto-OSS (provision) Self-Monitor: Counters and Probes." xmpDM:startTime="1293067" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Telemetry Self-Diagnose and Self-Heal: Self-Report to human operator Self-Organizing Network (SON) capabilities since 3GPP R8 Ref: Kireerti Kompella, https://datatracker.ietf.org/meeting/98/materials/slides-98-nmrg-self-driving-networks" xmpDM:startTime="1293067" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Image result for sleeping at work Network Manager Image result for self-driving cars" xmpDM:startTime="1293067" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Intent-Based Policy Management Intent: Tell what you want." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Not how you want it done." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="E.g.," xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Tell Google maps where you want to go." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Not how to." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Invariance: Intent doesn’t change if the network changes, devices fail, … Portability: Independent of infrastructure, equipment vendors, service providers, protocols" xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="used, media used, … Compose-ability: Can use any infrastructure, … Scalable: From one to billions." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Single controllers not scalable." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Action requires context: Actions need to adopt to changes in infrastructure OpenDaylight has a new project on Network Intent Composition" xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="(NIC)." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="IETF, and many vendors Apstra, Cisco, Forward, Juniper, Veriflow, and Waltz are working on it." xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Ref: https://www.sdxcentral.com/articles/contributed/network-intent-summit-perspective-david-lenrow/2015/02/" xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="https://docs.opendaylight.org/en/stable-fluorine/user-guide/network-intent-composition-(nic)-user-guide.html" xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1324333" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Summary Networking is changing faster than PhD research cycles For impact/success, publishing is not sufficient." xmpDM:startTime="1372667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Implement your research in open source SW." xmpDM:startTime="1372667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1372667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Related Papers Multi-Cloud: Deval Bhamare, Mohammed Samaka, Aiman Erbad, Raj Jain, Lav Gupta, H." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Anthony Chan, &quot;Optimal Virtual Network Function Placement and Resource Allocation in Multi-Cloud Service Function Chaining Architecture,&quot; Computer Communications, Vol." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="102, April 2017, pp." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="1-16, http://www.cse.wustl.edu/~jain/papers/comcom17.htm" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Deval Bhamare, Raj Jain, Mohammed Samaka, Aiman Erbad, &quot;A Survey on Service Function Chaining,&quot; Journal of Network and Computer Applications," xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Vol." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="75, Nov 2016, pp." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="138-155, http://www.cse.wustl.edu/~jain/papers/jnca16.htm" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Lav Gupta, Prof Raj Jain, Prof Mohammed Samaka, Prof Aiman Erbad, and Dr." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Deval Bhamare, &quot;Performance Evaluation of Multi-Cloud Management and Control Systems,&quot; Recent Advances in Communications and Network Technology, 2016, Vol." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="5, Issue 1, pp." xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="9-18, http://www.cse.wustl.edu/~jain/papers/racnt.htm" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Subharthi Paul, Raj Jain, Mohammed Samaka, Aiman Erbaud, &quot;Service Chaining for NFV and Delivery of other Applications in a Global" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Multi-Cloud Environment,&quot; 21st Annual International Conference on Advanced Computing and Communications (ADCOM) 2015, Chennai, India, September 18-20, 2015, http://www.cse.wustl.edu/~jain/papers/adn_in15.htm" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1430900" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Related Papers (Cont) Edge Computing: Lav Gupta, Raj Jain, H." xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Anthony Chan, &quot;Mobile Edge Computing - an important ingredient of 5G Networks,&quot; IEEE Softwarization Newsletter, March 2016, http://www.cse.wustl.edu/~jain/papers/mec16.htm" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Deval Bhamare, Aiman Erbad, Raj Jain, Mohammed Samaka, &quot;Automated Service Delivery Platform for C-RANs,&quot; The IEEE Third International Workshop on" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Mobile Cloud Computing systems, Management, and Security (MCSMS) 2017, Valencia Spain, May 8-11, 2017, http://www.cse.wustl.edu/~jain/papers/mcsms17.htm" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Micro-Services: Deval Bhamare, Mohammed Samaka, Aiman Erbad, Raj Jain, Lav Gupta, &quot;Exploring Micro-Services for Enhancing Internet QoS,&quot; Transactions on Emergin" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Telecommunications Technologies, Accepted June, 2018, ISSN: 2161-3915, DOI: 10.1002/ett.3445," xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="http://www.cse.wustl.edu/~jain/papers/ms_ett18.htm" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1431200" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Related Papers (Cont) Micro-services (Cont) Deval Bhamare, Aiman Erbad, Raj Jain, Maede Zolanvari, Mohammed Samaka, &quot;Efficient Virtual Network Function Placement" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Strategies for Cloud Radio Access Networks,&quot; Computer Communications, Volume 127, May 2018, pp." xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="50-60, ISSN 0140-3664, DOI:10.1016/j.comcom.2018.05.004" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Deval Bhamare, Mohammed Samaka, Aiman Erbad, Raj Jain, Lav Gupta, H." xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Anthony Chan, &quot;Multi-Objective Scheduling of Micro-Services for Optimal Service Function Chains,&quot; International Conference on Communications (ICC 2017), May 21-25, 2017," xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="http://www.cse.wustl.edu/~jain/papers/icc17.htm" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Deval Bhamare, Raj Jain, Mohammed Samaka, Gabor Vaszkun, Aiman Erbad, &quot;Multi-Cloud Distribution of Virtual Functions and Dynamic Service Deployment: OpenADN" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Perspective,&quot; 2015 IEEE International Conference on Cloud Engineering (IC2E), Tempe, AZ, March 9-13, 2015, pp." xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="299-304, http://www.cse.wustl.edu/~jain/papers/vm_dist.htm" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1432233" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Related Papers (Cont) Micro-Services (Cont): Deval Bhamare, Raj Jain, Mohammed Samaka, Aiman Erbad, &quot;A Survey on Service Function Chaining,&quot; Journal" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="of Network and Computer Applications, Vol." xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="75, Nov 2016, pp." xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="138-155, ISSN: 10848045, DOI: 10.1016/j.jnca.2016.09.001," xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="http://www.cse.wustl.edu/~jain/papers/jnca16.htm" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="AI for Networking: Marcio Andrey Teixeira, Tara Salman, Maede Zolanvari, Raj Jain, Nader Meskin, and Mohammed Samaka, &quot;SCADA System Testbed" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="for Cybersecurity Research Using Machine Learning Approach,&quot; Future Internet 2018, 10(8), 76, http://www.cse.wustl.edu/~jain/papers/ics_ml.htm" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Lav Gupta, M." xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Samaka, Raj Jain, Aiman Erbad, Deval Bhamare, H." xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Anthony Chan, &quot;Fault and Performance Management in Multi-Cloud Based NFV using Shallow and Deep Predictive Structures,&quot; 26th International Conference on" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Computer Communications and Networks (ICCCN 2017), Vancouver, Canada, July 31-Aug 3, 2017, http://www.cse.wustl.edu/~jain/papers/icccn17.htm" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="" xmpDM:startTime="1432667" xmpDM:duration="1000"/></rdf:li><rdf:li><rdf:Description xmpDM:name="Related Papers (Cont) AI for Networking (Cont): Tara Salman, Deval Bhamare, Aiman Erbad, Raj Jain, Mohammed Samaka, &quot;Machine Learning for" 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                     <rdf:li xmpDM:name="autohide" xmpDM:value="true"/><rdf:li xmpDM:name="autoplay" xmpDM:value="false"/><rdf:li xmpDM:name="loop" xmpDM:value="false"/><rdf:li xmpDM:name="searchable" xmpDM:value="true"/><rdf:li xmpDM:name="captionsenabled" xmpDM:value="false"/><rdf:li xmpDM:name="sidebarenabled" xmpDM:value="false"/><rdf:li xmpDM:name="unicodeenabled" xmpDM:value="false"/><rdf:li xmpDM:name="backgroundcolor" xmpDM:value="000000"/><rdf:li xmpDM:name="sidebarlocation" xmpDM:value="left"/><rdf:li xmpDM:name="endaction" xmpDM:value="stop"/><rdf:li xmpDM:name="endactionparam" xmpDM:value="true"/><rdf:li xmpDM:name="locale" xmpDM:value="en-US"/></rdf:Bag>
               </tscDM:parameters>
               <tscDM:controllerText>
                  <rdf:Bag>
                  </rdf:Bag>
               </tscDM:controllerText>
            </rdf:Description>
         </tscDM:controller>
         <tscDM:contentList>
            <rdf:Description>
               <tscDM:files>
                  <rdf:Seq>
                     <rdf:li xmpDM:name="0" xmpDM:value="inetauto.mp4"/><rdf:li xmpDM:name="1" xmpDM:value="inetauto_First_Frame.png"/><rdf:li xmpDM:name="2" xmpDM:value="inetauto_Thumbnails.png"/></rdf:Seq>
               </tscDM:files>
            </rdf:Description>
         </tscDM:contentList>
      </rdf:Description>
   </rdf:RDF>
</x:xmpmeta>