Overview Advanced AI

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Overview Advanced AI
1994 AI Turing Award Lectures
AI and the Web Traditional Clustering
Graph Sequence
Mining Shape-based Image Retrieval Spatial and
Spatio-Temporal Data Mining Reinforcement
Learning and Learning to Learn
Hyla-Tree Frog
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Paper Reading List COSC 7363

• AI through 1995 Edward Feigenbaums and Raj
  Reddys 1994 Turing Award Lectures in CACM, May
  1996..
• Page Brin (Google Publication), The PageRank
  Citation Ranking Bringing Order to the Web,
  1998 walkthrough paper perhaps this is a better
  source of the work Page Brin (Google
  Publication), The Anatomy of a Large-Scale
  Hypertextual Web Search Engine,1999.
• CV of Sergey Brin potcast of 2005 Interview
  with Sergey Brin (http//www.itconversations.com/s
  hows/detail795.html)
• Hanghang Tong, Christos Faloutsos, and Jia-Yu
  Pan, Fast Random Walk with Restart and Its
  Applications, Proc. ICDM Conference, Hong Kong,
  China, Dec. 2006 won best research paper award
  2 student-supervised walkthrough
• Langville Meyer, Deeper Inside Page Rank,
  Internet Mathematics, Vol. 1, No. 3, 335-380,
  2004 potential student presentation paper
• 3 page IEEE Survey Paper on Search Engines
• Original DBSCAN Paper 2-student-supervised
  walkthrough
• Rousseaux Original Silhouette Paper
• A. Smith, The Task of the Referee, IEEE Computer,
  Vol. 23, No. 4, April 1990

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Paper Reading List COSC 7363

• Cyrus Shahabi, Maytham Safar, An experimental
  study of alternative shape-based image retrieval
  techniques, Multimedia Tools and Applications,
  Springer Netherlands, November 2006.
• S. Shekhar, P. Zhang, Y. Huang, R. Vatsavai,
  Trends in Spatial Data Mining, Chapter3 of Data
  Mining Next Generation Challenges and Future
  Directions, H. Kargupta, A. Joshi, K. Sivakumar,
  and Y. Yesha(eds.), AAAI/MIT Press, 2003.
• CHAMELEON and CLUTO (http//glaros.dtc.umn.edu/gkh
  ome/cluto/cluto/overview)
• Co-location Mining with Rare Spatial Features by
  Yan Huang, Jian Pei, and Hui Xiong published in
  Journal of GeoInformatica, vol. 10, issue 3,
  2006.
• Mirco Nanni, Dino Pedreschi. Time-focused
  density-based clustering of trajectories of
  moving objects. in Journal of Intelligent
  Information Systems (JIIS), 27(3)267-289, 2006.
• H. Cao, N. Mamoulis, and D. W. Cheung, 
  "Discovery of Periodic Patterns in Spatiotemporal
  Sequences," IEEE Transactions on Knowledge and
  Data Engineering (TKDE), to appear.
• Reinforcement Learning A Survey by Kaelbling, L.
  P. and Littman, M. L. in JAIR, 1996
  (http//www.cs.cmu.edu/afs/cs/project/jair/pub/vol
  ume4/kaelbling96a-html/rl-survey.html )
• Daniel Saunders, Paul Thagard, Creativity in
  Computer Science, In J. C. Kaufman J. Baer
  (Eds.), Creativity across domains Faces of the
  muse. Mahwah, NJ Lawrence Erlbaum Associates.