Geospatial Analysis with R programming detailed syllabus for Geoinformatics Engineering (Geo) for 2021 regulation curriculum has been taken from the Anna University official website and presented for the Geo students. For course code, course name, number of credits for a course and other scheme related information, do visit full semester subjects post given below.
For Geoinformatics Engineering 6th Sem scheme and its subjects, do visit Geo 6th Sem 2021 regulation scheme. The detailed syllabus of geospatial analysis with r programming is as follows.
Course Objectives:
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Unit I
INTRODUCTION TO R Introduction – History and overview – elements and data structures – Sessions and Functions -Variables – DataTypes – Vectors – Scalars – Conclusion – DataFrames – Lists – Matrices – Arrays -Classes – Data input/output – Data storage formats – Sub setting objects – Vectorization
Unit II
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Unit III
DATA MANIPULATION Math and Simulation – Functions – Math Function – Probability Calculation – Cumulative Sums and Products-Minima and Maxima Data sorting – Linear Algebra Operation on Vectors and Matrices -Set Operation.
Unit IV
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Unit V
STATISTICAL DATA ANALYSIS Basic Statistics – Outlier – regression Analysis: Linear – Multiple – Logistic – Poisson – Survival Analysis and Nonlinear Models: Splines – Decision Tree – Random Forests – Support Vector Machine – Clustering – Correlation – Covariance – Statistical simulation – T-Tests.
Course Outcomes:
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Reference Books:
- Mark Gardener, Beginning R -The Statistical Programming Language, John Wiley and Sons, Inc., ISBN: 9781118164303, 2012.
- Chris Brunsdon, Lex Comber, An Introduction to R for Spatial Analysis and Mapping, 2nd Revised Edition, Sage Publications Ltd (UK), ISBN: 9781446272954, 2019.
- Jared P. Lander, R for Everyone Advanced Analytics and Graphics, 2nd Edition, Addison-Wesley Professional PTG, ISBN: 9780134546926, 2017
- Hamid Reza Pourghasemi, Spatial Modeling in GIS and R for Earth and Environmental Sciences, Elsevier (S&T), ISBN: 9780128152263, 2019
- Michael J. Crawley, The R Book, 2nd Edition, Wiley-Blackwell, ISBN: 9780470973929, 2012.
For detailed syllabus of all other subjects of Geoinformatics Engineering, 2021 regulation curriculum do visit Geo 6th Sem subject syllabuses for 2021 regulation.
For all Geoinformatics Engineering results, visit Anna University Geo all semester results direct link.