CSCE6350: Advanced Database Systems, Spring 2011

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Overview

This course treats a specific advanced topic of current research interest in the area of spatio-temporal data processing and mining. The main objective of this class is to study research methods and literature in spatial-temporal database systems. Core research skills of literature analysis, innovation, evaluation of new ideas, and communication are emphasized via homework and projects. Most students may like to get a broad overview of the research topics, methodologies, major results, open problems and potential future directions. Major topics include: route prediction, spatio-temporal algorithms and data structures, spatio-temporal networks, geo-web, location-based social networks, and geo-stream databases.

The evaluation scheme will be class participation 10%, paper analysis and presentation - 35%, and project (presentation and written report) - 55%. The class information is listed as follows:

Instructor Time Place Office Hours
Yan Huang (huangyan at unt.edu) M 05:00pm-07:50pm B140 M 01:30pm-03:30pm

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Reading

[ Course Overview ]
  1. Eunjoon Cho, Seth A. Myers, Jure Leskovec, Friendship and Mobility: User Movement in Location-based Social Networks, In proceedings of 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, page 1082-1090, 2011 [ Vallusupalli, Chaitauya; Yerra, Nikhil; Yalamanchili, Phanishee ; Gangarapu,Susmitha Priyaker ]
  2. Ming Hua, Jian Pei, Probabilistic Path Queries in Road Networks: Traffic Uncertainty Aware path selection , In proceedings of 13th International Conference on Extending Database Technology, pages 347-358, 2010 [ Tatineni, Shahini; Gummadi,Sowmya ; Kukkapalli,Vishnu Goutami ]
  3. Su Chen, Beng Chin Ooi, Zhenjie Zhang, An Adaptive Updating Protocol for Reducing Moving Object Databases Workload, In proceedings of Very Large Database Systems, pages 735-746, 2010 [Aditya kandukuri;Varun Pola; Jyothi Garapati;Sai Pavan Kalluri]
  4. Daniel B. Neil, Andrew W. Moore, Rapid Detection of Significant Spatial Clusters , In proceedings of the tenth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, page 256-265, 2004 [Kumara,Muthukudage Jayantha;Medarametla,Seshagiri;Raviteja Valluri; Kartheek Gopisetty]
  5. Thomas Bernecker, Tobias Emrich, Hans-Peter Kriegel, Matthias Renz, Stefan Zankl, Andreas Zufle, Efficient Probabilistic Reverse Nearest Neighbor Query Processing on Uncertain Data , In proceedings of VLDB Endowment, Volume 5, Number 1, pages 669-680, 2010 [Chilukuri,Naveen Nath Reddy; Madi,Prashanth Reddy; Polala,Sumanth Kumar;Emmadishetty, Rohit ]
  6. Yohan Roh, Yon Dohn Chung, Jin Hyun Son, Jae Ho Kim, Myoung Ho Kim, Hierarchically Organized Skew-Tolerant Histograms for Geographic Data Objects , In proceedings of the ACM SIGMOD International Conference on Management of Data, pages 627-638, 2010 [Adepu,Sagarika; Sawant, Uttara; Sushruth ReddyGade; Chandha,Susmitha]
  7. Ugur Demiryurek, Farnoush Banaei Kashani, Cyrus Shahabi, Anand Ranganathan, Online Computation of Fastest Path in Time-Dependent Spatial Networks , In proceedings of 12th International Symposium on Advances in Spatial and Temporal Databases, pages 92-111, 2011 [Mandadi,Sruthi; Matli,Nymisha; Mundru,Ajay Pratap; Ehichoya, Louis ]
  8. Ruoming Jin, Lin Liu, Bolin Ding, Haixun Wang, Distance-constraint Reachability Computation in Uncertain Graphs , In proceedings of 37th International Conference on Very Large Data Bases, pages 551-562, 2011 [Mohammed Abdul Ilyas;Eshan Karan;VENKATA NAGA GANESH ADITYA VARMA NANDYALA;Barani Tharan]

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Assignment

Team/Project