B.Sc. (Data Science) Time Series Analysis and Forecasting Practical Syllabus - Mumbai University
This is the Fourth Year BSc Data Science Honours syllabus under NEP 2020, phased in one year at a time, from the academic year 2024-25. The University still sets the earlier Choice Based papers alongside it for ATKT candidates, so check which scheme your exam form names before you revise.
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Syllabus for Time Series Analysis and Forecasting Practical
Module I
- 1. Fitting and plotting of modified exponential curve. 2. Fitting and plotting of Gompertz curve. 3. Fitting and plotting of logistic curve. 4. Fitting of trend by Moving Average Method. 5. Measurement of Seasonal indices Ratio-to-Trend method.
Module II
- 1. Measurement of Seasonal indices Ratio-to-Moving Average method. 2. Measurement of seasonal indices Link Relative method. 3. Calculation of variance of random component by variate difference method. 4. Forecasting by exponential smoothing. 5. Forecasting by short term forecasting methods. 10 Text Books 1. Kendall, M. (1976) Time Series. 2nd Edition, Charles Griffin and Co Ltd., London and High Wycombe. 2. Chatfield C. (1980). The Analysis of Time Series –An Introduction, 6th Edition, Chapman & Hall. 4. Mukhopadhyay P. (2011). Applied Statistics, 2nd ed. Revised reprint, Books and Allied 11 Reference Books
- Shumway, R. H., and Stoffer, D. S. (2006). Time Series Analysis and Its Applications With R Examples, 2 ed. Springer, New York, NY
- Box, G. E. P., Jenkins, G. M., & Reinsel, G. C. (1994). Time Series Analysis: Forecasting and Control. Prentice - Hall, Inc., Upper Saddle River, NJ. 5. Yaffee, R. and McGee, M. (2000). Introduction to Time Series Analysis and Forecasting with Applications of SAS and SPSS. Academic Press, Inc., San Diego, CA. 12 Semester End Examination: 100%
Text Books
- 1 Kendall, M. (1976) Time Series. 2nd Edition, Charles Griffin and Co Ltd., London and High Wycombe.
- 2 Chatfield C. (1980). The Analysis of Time Series –An Introduction, 6th Edition, Chapman & Hall.
- 4 Mukhopadhyay P. (2011). Applied Statistics, 2nd ed. Revised reprint, Books and Allied
- Shumway, R. H., and Stoffer, D. S. (2006). Time Series Analysis and Its Applications With R Examples, 2 ed. Springer, New York, NY
- Box, G. E. P., Jenkins, G. M., & Reinsel, G. C. (1994). Time Series Analysis: Forecasting and Control. Prentice - Hall, Inc., Upper Saddle River, NJ.
- 5 Yaffee, R. and McGee, M. (2000). Introduction to Time Series Analysis and Forecasting with Applications of SAS and SPSS. Academic Press, Inc., San Diego, CA.
Reproduced from the University of Mumbai syllabus for B.Sc. (Data Science) under NEP 2020. Wording is as printed in that syllabus. Module numbering is as printed there too.
The complete syllabus
This subject is cut from the University circular for its year. Open a document here if you want the whole thing rather than a single subject.