Fall 2023 | GEOG 5531 Section 001: Numerical Spatial Analysis (18440)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person
- Enrollment Requirements:
- Exclude fr or soph 5000 level courses
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/05/2023 - 12/13/2023Mon, Wed 01:00PM - 02:15PMUMTC, West BankBlegen Hall 435
- Enrollment Status:
- Open (5 of 6 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
"Everything is related to everything else, but near things are more related than distant things", the First Law of Geography proposed by Waldo Tobler implies the complex yet fascinating nature of the geospatial world. Spatial analysis in order to understand geographic numbers is becoming increasingly necessary to support knowledge discovery and decision-making. The objective of this course is to teach the fundamental theory and quantitative methods within the scope of geospatial analysis. The course starts with basic statistics, matrix, the background of spatial analysis, and exploratory spatial data analysis. Then, we will dive into the special nature of our spatial world, with fundamental geographic ideas and theories being introduced. The focus will be on numerical methods and models including descriptive statistics, pattern analysis, interpolation, and regression models. Finally, some advanced topics regarding spatial complexities and spatial networks will be introduced to arouse further interest in this realm. To sum, this is an introductory course that makes use of quantitative analytics such as linear algebra, statistics, and econometrics for spatial data analysis.
By taking this course you will:- quantitatively understand critical concepts behind geospatial processes, such as scale, spatial weights, spatial autocorrelation, spatial dependence, spatial pattern.
- learn key methods of analyzing spatial data: e.g., point pattern analysis, spatial autocorrelation statistics, spatial prediction, and spatial regression.
- examine the lectured methods/models with data from geographic scenarios using Python and related programming packages.
(Prereq: high-school algebra; Basic stats and linear algebra recommended)- Textbooks:
- https://bookstores.umn.edu/course-lookup/18440/1239
- Instructor Supplied Information Last Updated:
- 16 November 2021
Fall 2023 | GEOG 5531 Section 002: Numerical Spatial Analysis (18441)
- Instructor(s)
- Zhongfu Ma (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/05/2023 - 12/13/2023Wed 02:30PM - 04:25PMUMTC, West BankBlegen Hall 440
- Auto Enrolls With:
- Section 001
- Enrollment Status:
- Open (5 of 6 seats filled)
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18441/1239
Fall 2022 | GEOG 5531 Section 001: Numerical Spatial Analysis (19021)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person
- Enrollment Requirements:
- Exclude fr or soph 5000 level courses
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/06/2022 - 12/14/2022Mon, Wed 01:00PM - 02:15PMUMTC, West BankBlegen Hall 435
- Enrollment Status:
- Open (3 of 6 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
"Everything is related to everything else, but near things are more related than distant things", the First Law of Geography proposed by Waldo Tobler implies the complex yet fascinating nature of the geospatial world. Spatial analysis in order to understand geographic numbers is becoming increasingly necessary to support knowledge discovery and decision-making. The objective of this course is to teach the fundamental theory and quantitative methods within the scope of geospatial analysis. The course starts with basic statistics, matrix, the background of spatial analysis, and exploratory spatial data analysis. Then, we will dive into the special nature of our spatial world, with fundamental geographic ideas and theories being introduced. The focus will be on numerical methods and models including descriptive statistics, pattern analysis, interpolation, and regression models. Finally, some advanced topics regarding spatial complexities and spatial networks will be introduced to arouse further interest in this realm. To sum, this is an introductory course that makes use of quantitative analytics such as linear algebra, statistics, and econometrics for spatial data analysis.
By taking this course you will:- quantitatively understand critical concepts behind geospatial processes, such as scale, spatial weights, spatial autocorrelation, spatial dependence, spatial pattern.
- learn key methods of analyzing spatial data: e.g., point pattern analysis, spatial autocorrelation statistics, spatial prediction, and spatial regression.
- examine the lectured methods/models with data from geographic scenarios using Python and related programming packages.
(Prereq: high-school algebra; Basic stats and linear algebra recommended)- Textbooks:
- https://bookstores.umn.edu/course-lookup/19021/1229
- Instructor Supplied Information Last Updated:
- 16 November 2021
Fall 2022 | GEOG 5531 Section 002: Numerical Spatial Analysis (19022)
- Instructor(s)
- Robert Hendrickson (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/06/2022 - 12/14/2022Wed 02:30PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Enrollment Status:
- Open (3 of 6 seats filled)
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/19022/1229
Spring 2022 | GEOG 5531 Section 001: Numerical Spatial Analysis (68989)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Enrollment Requirements:
- Exclude fr or soph 5000 level courses
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session01/18/2022 - 05/02/2022Mon, Wed 01:00PM - 02:15PMUMTC, West BankBlegen Hall 435
- Enrollment Status:
- Open (2 of 5 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
"Everything is related to everything else, but near things are more related than distant things", the First Law of Geography proposed by Waldo Tobler implies the complex yet fascinating nature of the geospatial world. Spatial analysis in order to understand geographic numbers is becoming increasingly necessary to support knowledge discovery and decision-making. The objective of this course is to teach the fundamental theory and quantitative methods within the scope of geospatial analysis. The course starts with basic statistics, matrix, the background of spatial analysis, and exploratory spatial data analysis. Then, we will dive into the special nature of our spatial world, with fundamental geographic ideas and theories being introduced. The focus will be on numerical methods and models including descriptive statistics, pattern analysis, interpolation, and regression models. Finally, some advanced topics regarding spatial complexities and spatial networks will be introduced to arouse further interest in this realm. To sum, this is an introductory course that makes use of quantitative analytics such as linear algebra, statistics, and econometrics for spatial data analysis.
By taking this course you will:- quantitatively understand critical concepts behind geospatial processes, such as scale, spatial weights, spatial autocorrelation, spatial dependence, spatial pattern.
- learn key methods of analyzing spatial data: e.g., point pattern analysis, spatial autocorrelation statistics, spatial prediction, and spatial regression.
- examine the lectured methods/models with data from geographic scenarios using Python and related programming packages.
(Prereq: high-school algebra; Basic stats and linear algebra recommended)- Textbooks:
- https://bookstores.umn.edu/course-lookup/68989/1223
- Instructor Supplied Information Last Updated:
- 16 November 2021
Spring 2022 | GEOG 5531 Section 002: Numerical Spatial Analysis (68990)
- Instructor(s)
- Rob Hendrickson (TA)
- Class Component:
- Discussion
- Credits:
- 4 Credits
- Grading Basis:
- Student Option
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Enrollment Requirements:
- Exclude fr or soph 5000 level courses
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session01/18/2022 - 05/02/2022Wed 02:30PM - 04:25PMUMTC, West BankBlegen Hall 455
- Enrollment Status:
- Open (2 of 5 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/68990/1223
Fall 2021 | GEOG 5531 Section 001: Numerical Spatial Analysis (20234)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Enrollment Requirements:
- Exclude fr or soph 5000 level courses
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/07/2021 - 12/15/2021Mon, Wed 01:00PM - 02:15PMUMTC, West BankBlegen Hall 260
- Enrollment Status:
- Open (5 of 6 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/20234/1219
Fall 2021 | GEOG 5531 Section 002: Numerical Spatial Analysis (20235)
- Instructor(s)
- Megan Marsolek (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/07/2021 - 12/15/2021Wed 02:30PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Enrollment Status:
- Open (5 of 6 seats filled)
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/20235/1219
Fall 2019 | GEOG 5531 Section 001: Numerical Spatial Analysis (18297)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/03/2019 - 12/11/2019Tue 03:30PM - 05:25PMUMTC, West BankBlegen Hall 44509/03/2019 - 12/11/2019Thu 03:30PM - 04:20PMUMTC, West BankBlegen Hall 445
- Enrollment Status:
- Open (1 of 6 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18297/1199
Fall 2019 | GEOG 5531 Section 002: Numerical Spatial Analysis (18298)
- Instructor(s)
- Hannah White (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/03/2019 - 12/11/2019Thu 04:35PM - 05:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Enrollment Status:
- Open (1 of 6 seats filled)
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18298/1199
Fall 2018 | GEOG 5531 Section 001: Numerical Spatial Analysis (18603)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/04/2018 - 12/12/2018Tue 03:30PM - 05:25PMUMTC, West BankBlegen Hall 44509/04/2018 - 12/12/2018Thu 03:30PM - 04:20PMUMTC, West BankBlegen Hall 445
- Enrollment Status:
- Open (1 of 6 seats filled)
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18603/1189
Fall 2018 | GEOG 5531 Section 002: Numerical Spatial Analysis (18604)
- Instructor(s)
- Dory Shreve (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/04/2018 - 12/12/2018Thu 04:35PM - 05:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Enrollment Status:
- Open (1 of 6 seats filled)
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18604/1189
Fall 2017 | GEOG 5531 Section 001: Numerical Spatial Analysis (15562)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/05/2017 - 12/13/2017Tue 03:30PM - 05:25PMUMTC, West BankBlegen Hall 43009/05/2017 - 12/13/2017Thu 03:30PM - 04:20PMUMTC, West BankBlegen Hall 430
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/15562/1179
Fall 2017 | GEOG 5531 Section 002: Numerical Spatial Analysis (15563)
- Instructor(s)
- Dory Shreve (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/05/2017 - 12/13/2017Thu 04:35PM - 05:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/15563/1179
Fall 2016 | GEOG 5531 Section 001: Numerical Spatial Analysis (15894)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/06/2016 - 12/14/2016Tue 02:30PM - 04:25PMUMTC, West BankBlegen Hall 14009/06/2016 - 12/14/2016Thu 02:30PM - 03:20PMUMTC, West BankBlegen Hall 140
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/15894/1169
Fall 2016 | GEOG 5531 Section 002: Numerical Spatial Analysis (15895)
- Instructor(s)
- Bryan Runck (TA)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/06/2016 - 12/14/2016Thu 03:35PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/15895/1169
Fall 2015 | GEOG 5531 Section 001: Numerical Spatial Analysis (17712)
- Instructor(s)
- No instructor assigned
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/08/2015 - 12/16/2015Tue 02:30PM - 04:25PMUMTC, West BankBlegen Hall 44509/08/2015 - 12/16/2015Thu 02:30PM - 03:20PMUMTC, West BankBlegen Hall 445
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/17712/1159
Fall 2015 | GEOG 5531 Section 002: Numerical Spatial Analysis (17713)
- Instructor(s)
- Andrea Samuelson (Secondary Instructor)
- Class Component:
- Discussion
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/08/2015 - 12/16/2015Thu 03:35PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/17713/1159
Fall 2014 | GEOG 5531 Section 001: Numerical Spatial Analysis (18501)
- Instructor(s)
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Class Attributes:
- Delivery Medium
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/02/2014 - 12/10/2014Tue 02:30PM - 04:25PMUMTC, West BankBlegen Hall 44509/02/2014 - 12/10/2014Thu 02:30PM - 03:20PMUMTC, West BankBlegen Hall 445
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18501/1149
Fall 2014 | GEOG 5531 Section 002: Numerical Spatial Analysis (18502)
- Instructor(s)
- Allen Lin (Secondary Instructor)
- Class Component:
- Discussion
- Class Attributes:
- Delivery Medium
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/02/2014 - 12/10/2014Thu 03:35PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/18502/1149
Fall 2013 | GEOG 5531 Section 001: Numerical Spatial Analysis (24531)
- Instructor(s)
- Martin Swobodzinski
- Class Component:
- Lecture
- Instructor Consent:
- No Special Consent Required
- Instruction Mode:
- In Person Term Based
- Class Attributes:
- Delivery Medium
- Meets With:
- GEOG 3531 Section 001
- Times and Locations:
- Regular Academic Session09/03/2013 - 12/11/2013Tue 02:30PM - 04:25PMUMTC, West BankBlegen Hall 44509/03/2013 - 12/11/2013Thu 02:30PM - 03:20PMUMTC, West BankBlegen Hall 445
- Also Offered:
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Notes:
- Taught by new assistant professor Martin Swobodzinski.
- Class Description:
- The fundamental objective of this course is to teach the appropriate uses of basic quantitative methods for the description and analysis of spatial and non-spatial data that are typical in geographic inquiry. The first several weeks of the class deal with the nature of data, descriptive statistics, and data exploration techniques. We will then transition into the fundamental concepts of statistical data analysis: distributions, probability, and sampling. Subsequently, the final third of the course introduces several different methods of analyzing data of different kinds and inferring information and conclusions about the population using your samples. In all cases, the spatial nature of data and its analysis will be emphasized. Foremost, this is an introductory course in statistics that makes use of geographic problem scenarios rather than a course on spatial statistics using georeferenced data. INSTRUCTOR: Martin Swobodzinski
- Grading:
- 17% Midterm Exam
30% Final Exam
18% Additional Semester Exams
35% Laboratory Evaluation - Exam Format:
- Primarily short answer questions. Exams are closed-note and closed-book.
- Class Format:
- 40% Lecture
30% Laboratory
30% Small Group Activities The lecture time will be split into a lecture element and individual work on spot checks which are an important preparation for the exams. - Workload:
- 20 Pages Reading Per Week
3 Exam(s)
10 Problem Set(s)
Other Workload: There will be a total of 10 graded lab exercises with the last one being offered for extra credit. - Textbooks:
- https://bookstores.umn.edu/course-lookup/24531/1139
- Instructor Supplied Information Last Updated:
- 17 July 2013
Fall 2013 | GEOG 5531 Section 002: Numerical Spatial Analysis (24532)
- Instructor(s)
- Christopher Martin (Secondary Instructor)
- Class Component:
- Discussion
- Class Attributes:
- Delivery Medium
- Meets With:
- GEOG 3531 Section 002
- Times and Locations:
- Regular Academic Session09/03/2013 - 12/11/2013Thu 03:35PM - 04:25PMUMTC, West BankBlegen Hall 455
- Auto Enrolls With:
- Section 001
- Course Catalog Description:
- Applied/theoretical aspects of geographical quantitative methods for spatial analysis. Emphasizes analysis of geographical data for spatial problem solving in human/physical areas.
- Class Description:
- Student may contact the instructor or department for information.
- Textbooks:
- https://bookstores.umn.edu/course-lookup/24532/1139
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