Applied Statistics Detailed Syllabus for Geotechnical Engineering M.Tech first year first sem is covered here. This gives the details about credits, number of hours and other details along with reference books for the course.
The detailed syllabus for Applied Statistics M.Tech 2017-2018 (R17) first year first sem is as follows.
M.Tech. I Year I Sem.
Course Objectives: A deep understanding of the most important statistical models and analytical tools for practical analysis of complex data, as well as the ability to analyze new types of problems.
Course Outcomes: Upon successful completion of the course, students should be able to apply statistics to a variety of problem from different areas.
UNIT-I: Introduction & Sampling Techniques: Histogram, Frequency diagram, Role of Probability and Statistics in Civil Engineering, Skewness; Kurtosis; Definitions and Applications; Simple random sampling; Stratified sampling; Systematic sampling; Sample Size determination; Collection & Presentation of data, Design of Experiment.
UNIT-II: Statistical Distributions and Probability : Random Variability, conditional probability, Uniform, Binomial, Poisson, Exponential and Normal distributions; Fitting of distributions; Skewness and Kurtosis, Mean and variance; Chi-square test of goodness-of-fit; lognormal, Beta distribution Probability – Laws of Probability; Conditional probability and Independent events; Kolmogorov – Smirnov (K-S test) Laws of expectation.
UNIT-III: Regression And Correlation: Linear/non-Linear and multiple linear correlation analysis, Linear regression and correlation; Multiple correlation; Multiple correlation coefficient; Standard error of estimate; Analysis of Variance; Curvilinear regression;
UNIT-IV: Multi-Variate Data Analysis and Exact Sampling Distributions :Types of data; Basic vectors and matrices; Simple estimate of centroid, Standard deviation, Dispersion, Variance and covariance; Correlation matrices; Principal component analysis; Time series analysis. Exact Sampling Distributions – Chi-square distribution; Students T-distribution;
UNIT-V: Tests Of Significance & Confidence Interval Estimation & Statistical Testing – I & II: Large sample and small sample tests; Tests for single mean, Means of two samples, Proportions, two variances, two observed correlation coefficients, paired T-tests, Applications. Tests Of Significance & Confidence Interval – Intervals for mean, variance and regression coefficients; Tests of Hypothesis, goodness of fit test.
TEXT BOOK
- Haldar, A.S. & Mahadevan,S., Probability, Reliability, Statistical Methods in Engineering Design, John Wiley and Sons Inc., New York, 2007.
REFERENCES:
- Ang, A.H.S. & Tang, W.H. – Probability Concepts in Engineering – Emphasis on Applications to Civil Environmental Engineering, John Wiley and Sons Inc., New York, 2007.
- Fenton, G.A. and Griffiths, D.V. – Risk Assessment in Geotechnical Engineering, John Wiley and Sons Inc., New York, 2008.
- Montgomery, D.C. and Runger, G.C. – Applied Statistics
For all other M.Tech 1st Year 1st Sem syllabus go to JNTUH M.Tech Geotechnical Engineering 1st Year 1st Sem Course Structure for (R17) Batch.
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