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− | * '''Instructors:''' [http://www.cse.wustl.edu/~lu Chenyang Lu] and [http://www.cse.wustl.edu/~roman Gruia-Catalin Roman] | + | * '''Instructor:''' [http://www.cse.wustl.edu/~lu Prof. Chenyang Lu] |
− | * '''Time: Friday at 2-3pm, Location: Jolley 542''' | + | * '''Time: Thursday at 4pm-4:50pm, Location: Jolley 431''' |
| + | * '''Google group:''' [https://groups.google.com/forum/#!forum/wustlmlseminar group for machine learning seminar] |
| | | |
− | This seminar examines fundamental and emerging concepts in concurrency and distribution by studying seminal papers and recent research results. Broad topics of interest include models of concurrency, mobile computing, parallel architectures, sensor networks, distributed algorithms, and specialized protocols. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. | + | This seminar examines machine learning by studying seminal papers and recent research results. Each semester, the seminar emphasizes different themes reflecting the current research interests of the participants. The theme of this semester's seminar is '''Machine Learning for Health'''. We will read and discuss papers from recent major conferences on machine learning, data mining, and AI related to healthcare. These conferences include: |
| | | |
− | The theme of this semester's seminar is Wireless Sensor Networks. We will read and discuss papers from recent major conferences on mobile, wireless, and sensor networks and systems. These conferences include:
| + | * SenSys ([http://sensys.acm.org]) |
| + | * IPSN ([http://ipsn.acm.org]) |
| + | * RTSS ([http://www.rtss.org/]) |
| + | * RTAS ([http://www.rtas.org/]) |
| + | * ICCPS ([http://www.iccps.org]) |
| + | * Wireless Health ([http://mobihealth.name/]) |
| + | * MobiCom ([https://sigmobile.org/mobicom/2019/]) |
| + | * MobiSys ([http://www.sigmobile.org/mobisys/2019/]) |
| + | * Sigcomm ([http://conferences.sigcomm.org/sigcomm/2019/]) |
| + | * NSDI ([https://www.usenix.org/conference/nsdi19]) |
| + | * SOSP ([https://www.sigops.org/]) |
| + | * OSDI ([https://www.usenix.org/conference/osdi18/]) |
| | | |
− | * [http://sensys.acm.org/ SenSys]
| |
− | * IPSN ([http://portal.acm.org/citation.cfm?id=984626&coll=portal&dl=ACM&CFID=26359144&CFTOKEN=96957034 ACM Archive])
| |
− | * MobiCom ([http://portal.acm.org/toc.cfm?id=SERIES395&type=series&coll=ACM&dl=ACM&CFID=26358907&CFTOKEN=49744667 ACM archive])
| |
− | * MobiSys ([http://www.sigmobile.org/mobisys/2006/ 2006], [http://portal.acm.org/toc.cfm?id=SERIES11190&type=series&coll=ACM&dl=ACM&CFID=26358907&CFTOKEN=49744667 ACM archive])
| |
− | * NSDI ([http://www.usenix.org/events/nsdi07/ USENIX Website])
| |
− | * [http://sosp.org/ SOSP]
| |
− | * OSDI ([http://www.informatik.uni-trier.de/%7Eley/db/conf/osdi/ Archive website])
| |
− | * RTSS ([http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000619 IEEE Archive])
| |
− | * RTAS (IEEE Archive: [http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000616 part1] [http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000621 part2])
| |
| | | |
− | When choosing a paper to present, you may look through the conferences mentioned above, or view the [[List of Potential Papers|list of potential papers]].
| |
| | | |
− | === January 16, 2009 - Eric You ===
| |
| | | |
− | <pre>Near-Optimal Sensor Placements in Gaussian Processes: Theory, Efficient
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− | Algorithms and Empirical Studies; Andreas Krause, Ajit Singh and Carlos Guestrin;
| |
− | In the Journal of Machine Learning Research (JMLR), Volume 9, pp. 235--284,
| |
− | 2008.</pre>
| |
| | | |
− | Links: [http://www.cs.cmu.edu/~guestrin/Publications/JMLR08SensorPlace/jmlr08-sensor-place.pdf Paper], [http://userfs.cec.wustl.edu/~cse730/slides/submodular.pdf Slides]
| |
| | | |
− | === January 23, 2009 - Weijun (Vincent) Guo===
| |
| | | |
− | <pre>
| + | ==Previous Semesters== |
− | Cao, Q., Abdelzaher, T., Stankovic, J., Whitehouse, K., and Luo, L. 2008.
| |
− | Declarative tracepoints: a programmable and application independent
| |
− | debugging system for wireless sensor networks. In Proceedings of the 6th
| |
− | ACM Conference on Embedded Network Sensor Systems (Raleigh, NC, USA,
| |
− | November 05 - 07, 2008). SenSys '08. ACM, New York, NY, 85-98.
| |
− | </pre>
| |
− | | |
− | Links: [http://www.cs.uiuc.edu/homes/qcao2/sensys_2008.pdf Paper], [http://doi.acm.org/10.1145/1460412.1460422 DOI],[[http://www.cse.wustl.edu/wsn/images/1/15/Declarative_Tracepoints_for_WSN.pptx slides]]
| |
− | | |
− | === January 30, 2009 - Chengjie Wu === | |
− | | |
− | <pre>
| |
− | Jianping Song Song Han Mok, A.K. Deji Chen Lucas, M. Nixon, M.,
| |
− | WirelessHART: Applying Wireless Technology in Real-Time Industrial Process Control
| |
− | RTAS'08
| |
− | </pre>
| |
− | | |
− | Links: [http://ieeexplore.ieee.org/xpl/freeabs_all.jsp?arnumber=4550808 Paper]
| |
− | | |
− | === February 6, 2009 - Abdel-Karim R. Al Tamimi ===
| |
− | | |
− | <pre>
| |
− | Baik Hoh et al.
| |
− | Virtual Trip Lines for Distributed Privacy-Preserving Traffic Monitoring.
| |
− | To appear at ACM MobiSys 2008.
| |
− | </pre>
| |
− | | |
− | Links: [http://traffic.berkeley.edu/conference%20publications/virtual_trip_lines.pdf Paper]
| |
− | | |
− | === February 13, 2009 - Yong Fu ===
| |
− | <pre>
| |
− | "DVSleak: Combining Leakage Reduction and Voltage Scaling in
| |
− | Feedback EDF Scheduling " by Y. Zhu and F. Mueller in ACM SIGPLAN
| |
− | Conference on Languages, Compilers, and Tools for Embedded Systems
| |
− | (LCTES'07), Jun 2007
| |
− | </pre>
| |
− | | |
− | Links: [http://moss.csc.ncsu.edu/~mueller/ftp/pub/mueller/papers/lctes07.pdf Paper]
| |
− | | |
− | === February 20, 2009 - Abu Sayeed Saifullah ===
| |
− | | |
− | <pre>
| |
− | Bian, F., Kempe, D., and Govindan, R. 2006. Utility based sensor selection.
| |
− | In Proceedings of the 5th international Conference on information Processing
| |
− | in Sensor Networks (Nashville, Tennessee, USA, April 19 - 21, 2006).
| |
− | IPSN '06. ACM, New York, NY, 11-18.
| |
− | DOI= http://doi.acm.org/10.1145/1127777.1127783
| |
− | </pre>
| |
− | | |
− | Links: [http://portal.acm.org/citation.cfm?id=1127783# Paper]
| |
− | | |
− | === February 27, 2009 - Chien-Liang Fok ===
| |
− | | |
− | <pre>
| |
− | Rodrigo Fonseca, Prabal Dutta, Philip Levis, and Ion Stoica. "Quanto:
| |
− | Tracking Energy in Networked Embedded Systems." Proceedings of the Eighth
| |
− | USENIX Symposium on Operating System Design and Implementation (OSDI), 2008.
| |
− | </pre>
| |
− | | |
− | Links: [http://db.usenix.org/events/osdi08/tech/full_papers/fonseca/fonseca_html/index.html Paper]
| |
− | | |
− | === March 6, 2009 - Canceled ===
| |
− | | |
− | === March 13, 2009 - Canceled ===
| |
− | | |
− | === March 20, 2009 - Octav Chipara ===
| |
− | | |
− | <blockquote>Anis Koubaa, Mario Alves, Eduardo Tovar, "Modeling and Worst-Case Dimensioning of Cluster-Tree Wireless Sensor Networks," Real-Time Systems Symposium, IEEE International, vol. 0, no. 0, pp. 412-421, 27th IEEE International Real-Time Systems Symposium (RTSS'06), 2006.</blockquote>
| |
− | | |
− | Links: [http://doi.ieeecomputersociety.org/10.1109/RTSS.2006.29 DOI]
| |
− | | |
− | === March 27, 2009 - Yong Fu ===
| |
− | | |
− | <blockquote>Meisner, D., Gold, B. T., and Wenisch, T. F. 2009. PowerNap: eliminating server idle power.
| |
− | In Proceeding of the 14th international Conference on Architectural Support For Programming Languages and Operating Systems (Washington, DC, USA, March 07 - 11, 2009). ASPLOS '09. ACM, New York, NY, 205-216. DOI= http://doi.acm.org/10.1145/1508244.1508269 </blockquote>
| |
− | | |
− | === April 03, 2009 - Weijun (Vincent) Guo ===
| |
− | <blockquote>
| |
− | Harnessing Exposed Terminals in Wireless Networks.
| |
− | Mythili Vutukuru, Kyle Jamieson, and Hari Balakrishnan, MIT Computer Science and Artificial Intelligence Laboratory
| |
− | Proceedings of the 5th USENIX Symposium on Networked Systems Design and Implementation
| |
− | San Francisco, California, 2008
| |
− | </blockquote>
| |
− | | |
− | Links: [[http://portal.acm.org/citation.cfm?id=1387589.1387594 CMAP], [http://www.mit.edu/~mythili/research/CMAP.ppt ppt]]
| |
| | | |
− | === April 10, 2009 - Canceled ===
| + | * [[Seminar Fall 2019|Fall 2019]] |
− | | + | * [[Seminar Summer 2019|Summer 2019]] |
− | ''Meeting with Victor Bahl.''
| + | * [[Seminar Spring 2019|Spring 2019]] |
− | | + | * [[Seminar Fall 2018|Fall 2018]] |
− | === April 17, 2009 - Abdel-Karim R. Al Tamimi ===
| + | * [[Seminar Summer 2018|Summer 2018]] |
− | | + | * [[Seminar Spring 2018|Spring 2018]] |
− | <blockquote>Nemmaluri, A., Corner, M. D., and Shenoy, P. 2008. Sherlock: automatically locating objects for humans. In Proceeding of the 6th international Conference on Mobile Systems, Applications, and Services (Breckenridge, CO, USA, June 17 - 20, 2008). MobiSys '08. ACM, New York, NY, 187-198. DOI= http://doi.acm.org/10.1145/1378600.1378621 </blockquote>
| + | * [[Seminar Fall 2017|Fall 2017]] |
− | | + | * [[Seminar Summer 2017|Summer 2017]] |
− | Links: [http://portal.acm.org/citation.cfm?doid=1378600.1378621 Paper]
| + | * [[Seminar Spring 2017|Spring 2017]] |
− | | + | * [[Seminar Fall 2016|Fall 2016]] |
− | === April 24, 2009 - Chengjie Wu ===
| + | * [[Seminar Summer 2016|Summer 2016]] |
− | | + | * [[Seminar Spring 2016|Spring 2016]] |
− | <blockquote>Xiaofan Jiang, Stephen Dawson-Haggerty, Prabal Dutta, and David Culler.
| + | * [[Seminar Fall 2015|Fall 2015]] |
− | Design and Implementation of a High-Fidelity
| + | * [[Seminar Summer 2015|Summer 2015]] |
− | AC Metering Network</blockquote>
| + | * [[Seminar Spring 2015|Spring 2015]] |
− | | + | * [[Seminar Fall 2014|Fall 2014]] |
− | Links: [http://www.google.com/url?sa=U&start=1&q=http://buzzing.cs.berkeley.edu/~xjiang/papers/jiang09acme.pdf&ei=nMD4SdS3NuGclQeE-Jy1Cg&sig2=guJnwONcangamJziLGbhkA&usg=AFQjCNGxtmrB4miDpxN2RyYMivwlnroElQ]
| + | * [[Seminar Summer 2014|Summer 2014]] |
− | | + | * [[Seminar Spring 2014|Spring 2014]] |
− | === May 1, 2009 - Yong Fu ===
| + | * [[Seminar Fall 2013|Fall 2013]] |
− | | + | * [[Seminar Summer 2013|Summer 2013]] |
− | <blockquote>Gadara: Dynamic Deadlock Avoidance for Multithreaded Programs
| + | * [[Seminar Spring 2013|Spring 2013]] |
− | Yin Wang, University of Michigan and Hewlett-Packard Laboratories;
| + | * [[Seminar Fall 2012|Fall 2012]] |
− | Terence Kelly, Hewlett-Packard Laboratories; Manjunath Kudlur,
| + | * [[Seminar Summer 2012|Summer 2012]] |
− | Stéphane Lafortune, and Scott Mahlke, University of Michigan
| + | * [[Seminar Spring 2012|Spring 2012]] |
− | in 8th USENIX Symposium on Operating Systems Design and Implementation(OSDI'08)</blockquote>
| + | * [[Seminar Fall 2011|Fall 2011]] |
− | | + | * [[Seminar Summer 2011|Summer 2011]] |
− | Links: [http://www.usenix.org/events/osdi08/tech/full_papers/wang/wang.pdf Paper]
| + | * [[Seminar Spring 2011|Spring 2011]] |
− | | + | * [[Seminar Fall 2010|Fall 2010]] |
− | ==Previous Semesters==
| + | * [[Seminar Spring 2010|Spring 2010]] |
| + | * [[Seminar Fall 2009|Fall 2009]] |
| + | * [[Seminar Summer 2009|Summer 2009]] |
| + | * [[Seminar Spring 2009|Spring 2009]] |
| * [[Seminar Fall 2008|Fall 2008]] | | * [[Seminar Fall 2008|Fall 2008]] |
| * [[Seminar Summer 2008|Summer 2008]] | | * [[Seminar Summer 2008|Summer 2008]] |
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| * [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998] | | * [http://cec.wustl.edu/~cs673/backUp/fall.1998.html Fall 1998] |
| * [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998] | | * [http://cec.wustl.edu/~cs673/backUp/spring.1998.html Spring 1998] |
| + | |
| + | ==Previous Lab Meetings== |
| + | * [[Labmeeting Spring 2020|Spring 2020]] |
| + | * [[Labmeeting Fall 2014|Fall 2014]] |
| + | * [[Labmeeting Summer 2014|Summer 2014]] |
| + | * [[Labmeeting Spring 2014|Spring 2014]] |