Geospatial
Data Integration
Characteristics
|
A.Y. |
2010-2011 |
|
LECTURER |
Craig Knoblock |
|
LANGUAGE |
English |
|
SCHEDULE |
TTH 10:00-12:30 6 Jul – 29 Jul, 2010 |
Course
objectives and contents
This is a
graduate-level course on geospatial data integration. The goal of the course is to teach students about the
current scientific research on the problems of integrating diverse sources of
data in a geospatial context. Such
data includes satellite and aerial imagery, raster maps, vector data
representing transportation networks, hydrograhic
layers, political boundaries, etc., and other types of data that can be mapped
into a geospatial context, such as text documents, news articles, web pages,
etc. The course will cover both
commercial tools and current research related geospatial data integration.
Prerequisites
The course
can be taken in the first or in the second year in the master in Computer
Science (Laurea Specialistica)
and of the Doctorate Program of International Graduate School in Information and
Communication Technologies.
This course
will be taught in English.
Program
This course
will cover a variety of topics on geospatial data integration. Topics in the course will include
geospatial mashups, geospatial mediators, geospatial
source discovery, alignment of vector and imagery data, extraction and
alignment of raster maps, linking text documents with imagery, and geospatial
reasoning. In addition to
the lectures, there will technical readings for each class, quizzes, and
homework assignments.
Grades:
The grades
for the class will be based on class participation, quiz grades, and the homework
assignments. Attendance of
the lectures of this course is required.
Lectures
Schedule
Period: 6
July – 29 July, 2010
Every
Tuesday and Thursday from 10:00-12:30.
Course
Syllabus and Schedule
July 6
Topic:
Introduction and Geospatial Mashups
Readings:
á
Making Mashups with Marmite: Towards End-User Programming for the
Web
Paper
á
Intel Mashmaker
Paper
á
Building Mashups by Example, Rattapoom Tuchinda, Pedro Szekely, and
Craig A. Knoblock, In Proceedings of the
International Conference on Intelligent User Interface 2008
Paper
á
Building geospatial mashups to visualize information for crisis
management. Shubham Gupta and Craig A. Knoblock. In Proceedings
of the 7th International Conference on Information Systems for Crisis Response
and Management, 2010.
Paper
July 8
Topic: Geospatial
Background and Geospatial Source Discovery
Readings:
á
Geospatial
search service. Proch‡zka, David and Motyčka,
Arnošt, Information
Society. Ljubljana, Slovenia, 2008. vol. A, pp.
227--230. ISSN 1581-9973.
Paper
á
Identifying
Maps on the World Wide Web. Michelson, M.; Goel, A.; and Knoblock,
C. A. In Proceedings of the 5th International Conference on GIScience, LNCS 5266, 249--260, Springer, New York. DOI=10.1007/978-3-540-87473-7_16
Paper
á
A Data Integration Approach to Dynamically Fusing
Geospatial Sources. Thakkar, S. Ph.D. Thesis,
Department of Computer Science, University of Southern California.
Chapter 3, pages 42-80
Thesis
July 13
Topic: Open
Source GIS and Remote Sensing and GIS based risk modeling
Readings
á
Open Source GIS. Markus Neteler, In Warf, B. (ed.) The Encyclopedia of Geography.
London: SAGE Publications, 2010
á
Open Source Geospatial Foundation. Markus Neteler, In Warf, B. (ed.) The
Encyclopedia of Geography. London: SAGE Publications, 2010
á
Free and Open Source geospatial tools for environmental
modeling and management. A. Jolma, D.P. Ames, N. Horning, M. Neteler,
A. Racicot, and T. Sutton, 2006: In A. Voinov,
editor, Proc. iEMSs 2006, 3rd Biennial meeting of the
Intl. Env. Mod. and Softw. Soc. July 9-13, 2006, Burlington, Vermont, USA, W13: Open geospatial tools and methods in environmental
modeling and management.
Paper
á
Studying the global distribution of infectious diseases
using GIS and RS. D. Rogers and S.E. Randolph, Nature Reviews Microbiology 1,
231-237, 2003
Paper
July 15
Topic: Geospatial
Reasoning
Readings:
á
A
Constraint Satisfaction Approach to Geospatial Reasoning. Michalowski, M., and Knoblock, C. A. 2005. In Proceedings of
the Twentieth National Conference on Artificial Intelligence (AAAI-05).
Paper
á
Exploiting
Automatically Inferred Constraint Models for Building Identification in
Satellite Imagery. Michalowski, M.; Knoblock, C. A.; Bayer, K. M.; and Choueiry, B. Y. 2007.
In Proceedings of the 15th ACM
International Symposium on Advances in Geographic Information Systems (ACMGIS
07), 35-42. Paper
July 20
Topic:
Linking Text Documents to Location
Readings:
á
STEWARD:
Architecture of a spatio-textual search engine.
M. D. Lieberman, H. Samet, J. Sankaranarayanan,
and J. Sperling. In Proceedings
of the 15th ACM International Symposium on Geographic Information Systems (ACM
GIS'07), pages 186-193, Seattle, WA, November 2007.
Paper
á
Web-a-where:
Geotagging Web Content. Amitay E., Har'El
N., Sivan R., Soffer A. (2004). ACM SIGIR 2004.
Paper
July 22
Topic: Geocoding
Readings:
á
A comparison of address
point, parcel and street geocoding techniques, Paul
A. Zandbergen, Computers,
Environment and Urban Systems 32 (2008) 214–232
Paper
á
A Flexible Addressing
System for Approximate Geocoding, Davis et al.,
Paper
July 27
Topic:
Registering and Aligning Geospatial Layers
Readings:
á
Automatically
conflating road vector data with orthoimagery,
Ching-Chien Chen, Craig
A. Knoblock, and Cyrus Shahabi.
Geoinformatica, 10(4):495--530,
December 2006.
Paper
á
Automatically
and Accurately Conflating Raster Maps with Orthoimagery.
Chen, C.;
Knoblock, C. A.; and Shahabi, C.
2008.
Geoinformatica, 12(3):377--410.
Paper
July 29
Topic:
Extracting Layers from Maps
Readings:
á
Accurate
and Automatic Extraction of Road Intersections From Raster Maps, Y.-Y. Chiang, C. A. Knoblock, C. Shahabi, and C.-C.
Chen, Geoinformatica 13, 2 (2008), 121-157.
Paper
á
Integrated
text and line-art extraction from a topographic map. L. Li, G. Nagy, A. Samal, S. C. Seth,
and Y. Xu. International Journal of Document Analysis
and Recognition, 2(4):177-185, 2000.
Paper