Reading Assignments

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Reading Assignments

Introduction (Monday 3/31)

  • Introduction to participatory sensing and current research at CENS by instructor

Interesting Relevant Work

  • cellular Telephone Basics[1]
  • How Cell Phones Work[2]

Additional Readings

  • Brahim Ghribi, Luigi Logrippo, 'Understanding GPRS: the GSM packet radio service,' In Computer Networks 34 (2000), p. 763-779.[3]

Tools: Mobile Python, Symbian Operating System, Sensorbase Data Repository (Wednesday 4/2)

  • No Reading Assignment
  • Presentation by Jason Ryder about Symbian Operating System
  • Presentation by Sasank Reddy about mobile python and homeworks

Location technologies (Monday 4/7)

  • Vids Samanta :: Mike Chen, Timothy Sohn, Dmitri Chmelev, Dirk Haehnel, Jeffrey Hightower, Jeff Hughes, Anthony LaMarca, Fred Potter, Ian Smith and Alex Varshavsky, 'Practical Metropolitan-Scale Positioning for GSM Phones,' In Proceedings of Ubicomp 2006. [4]
  • Min Y. Mun :: Yu-Chung Cheng,Yatin Chawathe, Anthony LaMarca, John Krumm, 'Accuracy Characterization for Metropolitan-scaleWi-Fi Localization,' In Proceedings of the 3rd international conference on Mobile systems, applications, and services (MOBYSIS), Seattle, Washington 2005 [5]
  • Kyo Lee :: Anthony LaMarca, Jeff Hightower, Ian Smith, Sunny Consolvo, 'Self-Mapping in 802.11 Location Systems,' In Proceedings of Ubicomp 2005, Tokyo, Japan. September 2005.[6]

Interesting Relevant Work

  • Wireless Geographic Logging Engine[7]
  • Google Maps with My Location[8]
  • Skyhoook's Wi-Fi Positioning System (WPS)[9]
  • Wifi maps and wardrive toolbox[10]
  • How GPS works[11]
  • GPS Explained[12]
  • Place Lab[13]

Additional Readings

  • Sayed, A.H., Tarighat, A. and Khajehnouri, N., 'Network-based wireless location: challenges faced in developing techniques for accurate wireless location information,' ,IEEE Signal Processing Magazine, 2005[14]
  • GPS technology and Integration with mobile Cessular Systems[15][16]
  • Kari Laasonen, Mika Raento, and Hannu Toivonen, 'Adaptive On-Device Location Recognition,' In Proceedings of Second International Conference on Pervasive Computing, PERVASIVE 2004, Vienna Austria, April 2004[17]
  • Alex Varshavsky, Eyal de Lara, Jeffrey Hightower, Anthony LaMarca, Veljo Otsason, 'GSM indoor localization,' Pervasive and Mobile Computing archive, Volume 3 , Issue 6, December 2007[18]
  • Amiya Bhattacharya,Sajal K. Das 'LeZi-update: an information-theoretic framework for personal mobility tracking in PCS networks,' Wireless Networks, Volume 8 , Issue 2/3 (March-May 2002), Selected Papers from Mobicom'99[19]
  • Emiliano Trevisani, Andrea Vitaletti, 'Cell-ID location technique, limits and benefits: an experimental study,' In Proceedings of the Sixth IEEE Workshop on Mobile Computing Systems and Applications WMCSA ,2004.[20]
  • Paramvir Bahl and Venkata N. Padmanabhan, 'RADAR: An In-Building RF-based User Location and Tracking System,' Proceedings of IEEE Infocom 2000, Tel-Aviv, Israel[21]

Motivating Applications: Microenvironmental Impact (Wednesday 4/9)

  • Invited Speaker, Doug Houston, UCLA Department of Urban Planning

Readings Recommnded by the Speaker

  • Kai Elgethun, Richard A. Fenske, Michael G. Yost, and Gary J. Palcisko , 'Time-Location Analysis for Exposure Assessment Studies of Children Using a Novel Global Positioning System Instrument,' Environmental Health Perspectives Volume 111, Number 1, January 2003[22]
  • Phillips ML, Hall TA, Esmen NA, Lynch R, Johnson DL., 'Use of global positioning system technology to track subject's location during environmental exposure sampling,' Journal of exposure analysis and environmental epidemiology, 2001[23]

Additional Readings

  • John Gulliver, David J. Briggs, 'Time–space modeling of journey-time exposure totraffic-related air pollution using GIS,' Environmental Research, Volume 97, Issue 1, January 2005[24]

Mapping APIs, Visualization of Spatial Data and Sharing Informatin on Facebook (Monday 4/14)

  • Konstantinos Niktas :: Keyhole Markup Language (KML)[25]
  • Donnie Kim:: Google Maps API Tutorial[26][27]
  • Olmo Maldonado :: Writing Facebook Application[28]

Additional Readings

  • Yuri A. IvanovMember, Christopher R. WrenMember,Alexander SorokinMember, Ishwinder KaurMember, 'Visualizing the History of Living Spaces,' ,IEEE Transactions on Visualization and Computer Graphics, VOL. 13, NO. 6, Nov./Dec. 2007.[29]
  • Jo Wood, Member, IEEE, Jason Dykes, Aidan Slingsby, and Keith Clarke, 'Interactive Visual Exploration of a Large Spatio-Temporal Dataset: Reflections on a Geovisualization Mashup,' IEEE Transactions on Visualization and Computer Graphics, VOL. 13, NO. 6, Nov./Dec. 2007.[30]

Interesting Relevant Work

An overview of GIS Tools and Systems (Wednesday 4/16)

  • Invited Speaker,Eric Howard, UCLA Center for Embedded Networked Sensing
  • Natalia Vinnik :: First two sections of Geographical Information System, a print copy have been distributed in the class

Interesting Relevant Work

  • Introduction to Geographic Information Systems[35]
  • Environmental Systems Research Institute (ESRI), the leading[36]
  • GIS for web developers by Scott Davis[37]
  • OpenStreetMap[38]
  • GeoServer[39]
  • OpenLayers[40]

Additional Readings

  • Harvey J. Miller, 'What about people in geographic information science?,' , in P. Fisher and D. Unwin (ed.) Re-Presenting Geographical Information Systems, John Wiley, 215-242.[41]

Audio on mobile devices, Group Data Collection for Homework Three (Monday 4/21)

  • Faisal Alquaddoomi :: Lie Lu, Hong-Jiang Zhang, Stan Li, 'Content-based Audio Classification and Segmentation by Using Support Vector Machines,' ACM Multimedia Systems Journal 8 (6), pp. 482-492, March, 2003.[42]
  • Anand Mehta :: Ling Ma,Ben Milner and Dan Smith,Acoustic Environment Classification,' ACM Transactions on Speech and Language Processing, Vol. 3, No. 2, July 2006, Pages 1–22.[43]

Interesting Relevant Work

  • London Road Traffic Noise Map[44]

Additional Readings

  • If you want to know more about Support Vector Machine[45]


Speech Analysis on Mobile Devices (Wednesday 4/23)

  • Invited Speaker, Péter Pál Boda, Nokia Research
  • Half of the class will be discussion and brainstorming of projects and getting feedback from our speaker
  • No Reading Assignment

Spatial Data Base, Map Matching and Location Technology(Monday 4/28)

  • Rahul Vaidya :: A hands on section with PostGIS, Demonstration of Road Data on PostGIS[46][47][48][49]
  • Alireza Vahdatpour :: Christopher E. White, David Bernstein, and Alain L. Kornhausera, 'Some map matching algorithms for personal navigation assistants ,' Transportation Research Part C: Emerging Technologies, Volume 8, Issues 1-6, February-December 2000, Pages 91-108[50]
  • Payne Cheng :: Ashbrook, D. and Starner, 'Learning Significant Locations and Predicting User Movement with GPS,' In the Proceedings of 6th IEEE International Symposium on Wearable Computers. Washington, DC, USA: IEEE Computer Society, 2002.[51]

Interesting Relevant Work

Additional Readings

  • Mohammed Quddusa, Washington Ochiengb and Robert Nolandb, 'Current map-matching algorithms for transport applications: State-of-the art and future research directions,' , Transportation Research: Emerging Technologies, Volume 15, Issue 5, October 2007, Pages 312-328.[52]
  • Mohammed A. Quddus, Washington Yotto Ochieng, Lin Zhao and Robert B. Noland, 'A general map matching algorithm for transport telematics applications ,' , Journal of GPS Solutions, Springer Berlin / Heidelberg, 2003.[53]

Current Topics in Category Recognition (Wednesday 4/30)

  • Invited Speaker, Brian Fulkerson and Teresa Ko, UCLA Computer Vision Group
  • Gabriel Takacs,Vijay Chandrasekhar,Natasha Gelfand,Yingen Xiong,Wei-Chao Chen, Thanos Bismpigiannis, Radek Grzeszczuk, Kari Pulli, Bernd Girod, 'Outdoors Augmented Reality on Mobile Phone using Loxel-Based Visual Feature Organization' ,Under submission to IEEE Transactions on Pattern Analysis and Machine Intelligence,[54]
  • Nokia CV[55]

Interesting Relevant Work

  • Introduction to Computer Vision: Bag of Features Object Recognition, Brian Fulkerson talk in CENS seminar [56]

Imagers on Mobile Devices (Monday 5/5)

  • James Hou :: Steve Hodges, Lyndsay Williams, Emma Berry, Shahram Izadi, James Srinivasan, Alex Butler, Gavin Smyth, Narinder Kapur, and Ken Wood 'SenseCam: A Retrospective Memory Aid,' Springer-Verlag Berlin Heidelberg, 2006.[57]
  • James Hou :: Doherty A, Smeaton A.F, Lee K, and Ellis D, 'Multimodal Segmentation of Lifelog Data,' In 8th RIAO Conference on Large-Scale Semantic Access to Content, Pittsburgh, PA, May-June, 2007.[58]
  • Robert Chen :: Mor Naaman, Ron B. Yeh, Hector Garcia-Molina, Andreas Paepcke, 'Leveraging Context to Resolve Identity in Photo Albums,' In proceedings of Fifth ACM/IEEE-CS Joint Conference on Digital Libraries, (JCDL 05), June 2005. [59]
  • Robert Chen :: Tye Rattenbury, Nathan Good, Mor Naaman, 'Towards Automatic Extraction of Event and Place Semantics from Flickr Tags,' In Proceedings of Thirtieth International ACM SIGIR Conference, (SIGIR 2007), July 2007, Amsterdam, The Netherlands.[60]
  • Robert Chen :: Look at the marketplace
  • Field Video Collection

Interesting Relevant Work

  • Zurfer from yahoo[61]
  • Flickr API[62]
  • Typepad Blogging Service[63]
  • Symbian Life Blog[64]
  • Flickr from Lifeblog[65]
  • ACM Carpe (Capture, Archival & Retrieval of Personal Experiences) Workshops[66]
  • SenseCam Project Page[67]
  • Slides from Dr. Alan Smeaton, Dublin City University for CENS seminar[68]

Additional Readings

  • K. Toyama, R. Logan, and A. Roseway, 'Geographic location tags on digital images,' In Proceedings of the 11th International Conference on Multimedia (MM2003), 2003.[69]
  • Jim Gemmell, Gordon Bell and Roger Lueder, MyLifeBits: a personal database for everything,' Communications of the ACM, vol. 49, Issue 1, Jan 2006. (extended microsoft technical report)[70]
  • Aleks Aris, Jim Gemmell, Roger Lueder, 'Exploiting Location and Time for Photo Search and Storytelling in MyLifeBits' , Microsoft Technical Report MSR-TR-2004-102, October 2004.[71]
  • Lyndon Kennedy, Mor Naaman, 'Generating Diverse and Representative Image Search Results for Landmarks,' In Proceedings of Seventeenth International World Wide Web Conference (WWW 2008), Apr 2008, Beijing, China.[72]
  • Shane Ahern, Mor Naaman, Rahul Nair, Jeannie Yang, 'World Explorer: Visualizing Aggregate Data from Unstructured Text in Geo-Referenced Collections,' In proceedings of Seventh ACM/IEEE-CS Joint Conference on Digital Libraries, (JCDL 07), June 2007, Vancouver, Canada.[73]
  • Lyndon Kennedy, Mor Naaman, Shane Ahern, Rahul Nair, Tye Rattenbury, 'How Flickr Helps us Make Sense of the World: Context and Content in Community-Contributed Media Collections,' In proceedings of Fifteenth ACM International Conference on Multimedia, (ACM MM 2007), September 2007, Augsburg, Germany.[74]
  • Alexander Jaffe, Mor Naaman, Tamir Tassa, Marc Davis, 'Generating Summaries and Visualization for Large Collections of Geo-Referenced Photographs,' In proceedings of The 8th ACM SIGMM International Workshop on Multimedia Information Retrieval (MIR '06), Santa Barbara, CA, USA, 2006. [75]
  • Nancy Van House, Marc Davis, Morgan Ames, Megan Finn, Vijay Viswanathan, 'The Uses of Personal Networked Digital Imaging: An Empirical Study of Cameraphone Photos and Sharing,' Conference on Human Factors in Computing Systems,Portland, OR, USA, 2005[76]
  • E. Berry, N. Kapur, L. Williams, S. Hodges, P. Watson, G. Smyth, J. Srinivasan, R. Smith, B. Wilson, and K. Wood, 'The use of a wearable camera, sensecam, as a pictorial diary to improve autobiographical memory in a patient with limbic encephalitis,' Special issue of Neuropsychological Rehabilitation, 2007.[77]
  • Mor Naaman, Rahul Nair and Vlad Kaplun, 'Photos on the Go: A Mobile Application Case Study,' In proceedings of the SIGCHI conference on Human Factors in computing systems (CHI 2008), April 2008, Florence, Italy.[78]

End-End Systems, Mobile P2P Systems (Wednesday 5/7)

  • Chien-Chia Chen  :: D.N. Kalofonos, Z. Antoniou, F. Reynolds, M. Van-Kleek, J. Strauss, and P. Wisner, 'MyNet: a Platform for Secure P2P Personal and Social Networking Services,' To appear in the 6th IEEE International Conference on Pervasive Computing and Communications (PerCom), Hong-Kong, China, March 2008.[79]
  • Dae-Ki Cho :: Sewook Jung, Uichin Lee, Alexander Chang, Dae-Ki Cho, Mario Gerla, 'BlueTorrent: Cooperative Content Sharing for Bluetooth Users,' Proceedings of the Fifth Annual IEEE International Conference on Pervasive Computing and Communications (PerCom), 2007[80]
  • We will watch their video[81] :: Cyrus Shahabi,Farnoush Banaei Kashani,Ali Khoshgozaran and Songhua Xing, 'GeoDec: A Framework to Effectively Visualize and Query Geospatial Data for Decision-Making' , Under submission[82]
  • Looking at our videos and discussion

Interesting Relevant Work

Additional Readings

  • Sonya Huang, François Proulx, Carlo Ratti, 'iFIND: A Peer-to-Peer Application for Real-Time Location Monitoring on the MIT Campus,' In Proceedings of the CUPUM 07 - 10th International Conference on Computers in Urban Planning and Urban Management, 11-13 July 2007.[84]
  • Rainer Simon, Peter Fröhlich, 'A Mobile Application Framework for the Geospatial Web,' Proceedings of the 16th international conference on World Wide Web table of contents, Alberta, Canada[85]

Engaging Applications in games, social analysis and characterization of the urban environment (Monday 5/12)

  • Kyle Dorman :: Nathan Eagle and Alex (Sandy) Pentland, 'Reality Mining: Sensing Complex Social Systems,' Journal of Personal and Ubiquitous Computing, June 2005.[86]
  • ChoNan Tsai :: Jonathan Reades, Francesco Calabrese, Andres Sevtsuk, Carlo Ratti, 'Cellular Census: Explorations in Urban Data Collection,' In IEEE Pervasive Computing, July-Sept. 2007, Volume: 6, Issue: 3.[87]
  • ChoNan Tsai :: Andres Sevtsuk and Carlo Ratti,'iSPOTS. How Wireless Technology is Changing Life on the MIT Campus,' Proceedings of CUPUM '05: The Ninth International Conference on Computers in Urban Planning and Urban Management, London,2005[88]
  • Jay Lee :: Louise Barkhuus, Matthew Chalmers, Paul Tennent, Malcolm Hall, Marek Bell, Scott Sherwood, and Barry Brown, 'Picking Pockets on the Lawn: The Development of Tactics and Strategies in a Mobile Game,' In Proceedings of International Conference on Ubiquitous Computing, Ubicomp, Tokyo, Japan, 2005.[89]
  • Quick overview by instructor:: Eleanor Toye, Richard Sharp, Anil Madhavapeddy and David Scott, 'Using Smart Phones to Access Site-Specific Services,' In the IEEE Pervasive Computing Special Issue on the Smart Phone, April-June, 2005.[90]

Interesting Relevant Work

  • Location-based games in Wikipedia[91]
  • Using Cell Phones to Teach Pandemic Flu Preparedness, A project from University of Illinois at Chicago[92]
  • Senseable City Page[93]

Additional Readings

  • Andres Sevtsuk, Sonya Huang, Francesco Calabrese, Carlo Ratti,'Mapping the MIT campus in real time using WiFi,'
  • Francesco Calabrese and Carlo Ratti, 'NOTE:Real Time Rome,' Networks and Communication Studies NETCOM, vol. 20, 2006[94]
  • Michael Rohs, Philipp Zweifel, 'A Conceptual Framework for Camera Phone-based Interaction Techniques,' Pervasive Computing: Third International Conference, PERVASIVE 2005, Lecture Notes in Computer Science (LNCS) No. 3468, Springer-Verlag, Munich, Germany, May 8-13, 2005.[95]
  • Robert Adelmann, 'Mobile Phone Based Interaction with Everyday Products – On the Go,' The 2007 International Conference on Next Generation Mobile Applications, Services and Technologies (NGMAST 2007).[96]
  • Hiroyuki Tarumi, Ken Morishita, Yusuke Ito, Yahiko Kambayashi, 'Communication through Virtual Active Objects Overlaid onto the Real World,' In Proceedings of the third international conference on Collaborative virtual environments, San Francisco, California, 2005.[97]
  • Persson, P., Blom, J. & Jung, Y., 'DigiDress: A Field Trial of an Expressive Social Proximity Application,' In Proc. Pervasive 2005, Springer Verlag, 2005.[98]
  • Benford S., Crabtree A., Flintham M., Drozd A., Anastasi R., Paxton M., Tandavanitj N., Adams M. and Row-farr J., 'Can you see me now?,' ACM Transactions on Computer-Human Interaction, 2006 , 100-133.[99]

Motivating Applications in Public Health (Wednesday 5/14)

  • Invited Speaker,Peter Capone-Newton, UCLA Geffen School of Medicine
  • Deborah Estrin

Additional Readings

  • Upkar Varshney, 'Pervasive Healthcare and Wireless Health Monitoring,' Mobile Networks and Applications, Volume 12 , Issue 2-3, Pages: 113 - 127, 2007[100]

Mobile Context, Activity Classification and Location Based Services(Monday 5/19)

  • Lin Liao, Dieter Fox and Henry Kautz, 'Extracting Places and Activities from GPS Traces Using Hierarchical Conditional Random Fields,' International Journal of Robotics Research, Volume 26 , Issue 1, January 2007[101]
  • Andreas Krause, Asim Smailagic and Daniel Siewiorek, 'Context-aware mobile computing: learning context-dependent personal preferences from a wearable sensor array,' IEEE Transactions on Mobile Computing, Volume 5, Issue 2, Feb. 2006.[102]
  • Timothy Sohn, Alex Varshavsky, Anthony LaMarca, Mike Chen, Tanzeem Choudhury, Ian Smith, Sunny Consolvo, Jeffrey Hightower, William G. Griswold and Eyal de Lara, 'Mobility Detection Using Everyday GSM Traces,' In Proceedings of Ubicomp 2006.[103]
  • Juha Parkka, Miikka Ermes, Panu Korpipa, Jani Mantyjarvi, Johannes Peltola and Ilkka Korhonen, 'Activity Classification Using Realistic Data From Wearable Sensors,' IEEE Transactions on Information Technology in Biomedicine, VOL. 10, NO. 1, JANUARY 2006.[104]
  • John Krumm and Eric Horvitz, 'LOCADIO: Inferring Motion and Location from Wi-Fi Signal Strengths,' In PRoceeding of the International Conference on Mobile and Ubiquitous Systems: Networking and Services, Boston, August 2004,.[105]

Additional Readings

  • Jonathan Lester, Tanzeem Choudhury, Nicky Kern, Gaetano Borriello and Blake Hannaford, 'A Hybrid Discriminative/Generative Approach for Modeling Human Activities,' IJCAI 2005, 766-772.[106]
  • Griswold, W.G., Shanahan, P., Brown, S.W., Boyer, R., Ratto, M., Shapiro, R.B. and Truong, T.M, 'ActiveCampus - Experiments in Community-Oriented Ubiquitous Computing,' IEEE Computer, Vol. 37, No. 10., pp. 73-81, October 2004.[107]
  • Marmasse, N., Schmandt, C. and Spectre, D., T.M, 'WatchMe: communication and awareness between members of a closely-knit group,' In the Proceedings of Ubicomp 2004: Sixth annual conference on ubiquitous computing. Tokyo, Japan.[108][109]
  • Keith Cheverst, Nigel Davies, Keith Mitchell and Adrian Friday, 'Experiences of Developing and Deploying a Context-Aware Tourist Guide: The GUIDE Project,' In Proceedings of the 6th annual international conference on Mobile computing and networking (MOBICOM), Boston, 2000.[110]
  • Steiniger, S., M. Neun and A. Edwardes. 'Lecture Notes: Foundations of Location Based Services,' , Department of Geography, University of Zürich, 2005. [111]
  • Bin Jiang, Xiaobai Ya, 'Location-based services and GIS in perspective,' Computers, Environment and Urban Systems Volume 30, Issue 6, November 2006, Pages 712-725.[112]
  • Iachello, G., Smith, I., Consolvo, S., Abowd, G., Hughes, G., Howard, J., Potter, F., Scott, J., Sohn, T., Hightower, J., and LaMarca, A., 'Control, Deception, and Communication: Evaluating the Deployment of a Location-Enhanced Messaging Service,' In Proceedings of Ubicomp 2005, Tokyo, Japan. September 2005[113]
  • Maryam Kamvar, Shumeet Baluja, 'The Role of Context in Query Input: Using contexual signals to complete queries on mobile devices,' , In Proceeding of Mobile HCI 2007, Human Computer Interaction with Mobile Devices and Services (2007).[114]
  • Timothy Sohn, Kevin A. Li, Gunny Lee, Ian Smith, James Scott and William G. Griswold, 'Place-Its: A Study of Location-Based Reminders on Mobile Phones,' In Proceedings of the Fifth International Conference on Ubiquitous Computing (UbiComp 2005), Tokyo, Japan, September 2005.[115]

Interesting Relevant Work

  • Active Campus Progect at UCSD[116]
  • IEEE Pervasive Computing, Spacial Issue on Activity-Based Computing,April-June 2008[117]
  • History Unwired, A tourism application at MIT [118][119]
  • Dodgeball - A location based hookup service[120]
  • Socialight - A location-based mobile and web social network[121]
  • Nokia Search Tool with Location Based Enhancement[122]
  • Location Based Services in Wikipedia[123]

Sun Spot (Wednesday 5/21)

  • Invited Speaker, Roger Meike, Sun Microsystems

No Class, Memorial Day Holiday (Monday 5/26)

Spatial cloaking, Privacy preserving data mining (Wednesday 5/28)

  • Invited Speaker, Katie Shilton, UCLA Graduate School of Education & Information Studies
  • John Krumm,Inference Attacks on Location Tracks,' Fifth International Conference on Pervasive Computing (Pervasive 2007), May, Toronto, Canada.[124]
  • Rakesh Agrawal,Ramakrishnan Srikant, 'Privacy Preserving Data Mining by Agrawal and Srikant,' ACM SIGMOD Record archive Volume 29 , Issue 2 (June 2000)[125]
  • Gabriel Ghinita, Panos Kalnis and Spiros Skiadopoulos,PRIVE: anonymous location-based queries in distributed mobile systems,Proceedings of the 16th international conference on World Wide Web table of contents, Alberta, Canada[126]

Additional Readings

  • Consolvo S., Smith, I. E. Matthews, T. LaMarca, A. Tabert, J., and Powledge, P., 'Location disclosure to social relations: why, when, & what people want to share,' In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI), Portland, OR, USA, April 2005. [127]
  • Marco Gruteser,Dirk Grunwald, Anonymous Usage of Location-Based Services Through Spatial and Temporal Cloaking,' Proceedings of the 1st international conference on Mobile systems, applications and services, San Francisco, California, 2003.[128]
  • Baik Hoh, Marco Gruteser, Hui Xiong, Ansaf Alrabady, 'Enhancing Security and Privacy in Traffic Monitoring Systems,' IEEE Pervasive Computing, Volume 5 , Issue 4, October,2006 [129]

Seucrity, Malware (Monday 6/2)

Additional Readings

  • Sridhar Balasubraman, Robert A. Peterson, Sirkka L. Jarvenpaa, 'Exploring the Implications of M-Commerce for Markets and Marketing ,' Journal of the Academy of Marketing Science, Vol. 30, No. 4, 348-361 (2002).[136]

Finals (Wednesday 6/4)

  • Final in class presentation of the projects
  • Project report is Due
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