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Missing Data Estimation And Modelling Via Probability Distributions (Paperback)
Loot Price: R1,214
Discovery Miles 12 140
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Missing Data Estimation And Modelling Via Probability Distributions (Paperback)
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Total price: R1,234
Discovery Miles: 12 340
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This book provides simple applications of single imputation methods
in replacing missing values and latermodel the dataset using common
probability distributions i.e. Weibull, gamma, lognormal etc. The
first chapter reviews the theory on missing data mechanism, single
and multiple imputations and the types of software available to
fill the missing data. Then, the assessment of few single
imputation methods were described in chapter 2. The selections of
the most appropriate method for the observations were also
revealed. In the last chapter, the readers will be exposed on how
to model the air pollutant data using probability distributions.
The most fitted distributions were also selected after calculating
the performance indicators and finally, the most fitted
distribution will be used to estimate the return period for next
year. Hopefully with this humble publication, the interest among
the readers will be developed to explore this new chapter of
research thus improving the quality of dataset for better analysis.
Furthermore, the good quality data can be model for the future.
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