Using interpolation to calculate p-values from t-table?

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SUMMARY

This discussion focuses on the use of interpolation methods to calculate p-values from t-tables, specifically addressing the limitations of linear interpolation due to the non-linear nature of the t-distribution. The user highlights the need for more precise methods and introduces quadratic interpolation as a potential solution. The formulas for linear and quadratic interpolation are provided, demonstrating the mathematical approach to estimating p-values between known t-scores.

PREREQUISITES
  • Understanding of t-tables and their limitations
  • Basic knowledge of statistical concepts such as t-scores and p-values
  • Familiarity with interpolation methods, particularly linear and quadratic interpolation
  • Ability to manipulate mathematical formulas and functions
NEXT STEPS
  • Research advanced interpolation techniques for statistical analysis
  • Learn about the properties of the t-distribution and its applications
  • Explore numerical methods for estimating p-values beyond t-tables
  • Study the implementation of interpolation in statistical software like R or Python
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Statisticians, data analysts, and students studying statistics who are looking to enhance their understanding of p-value calculations and interpolation methods in statistical contexts.

tomizzo
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Hi there,

I've started learning the concept of t-tables and have a question regarding methods to find p-values.

I realize that the t-table is limited in providing p-values for every possible t-score. Instead, we must rely on interpolation to attempt to get more precision on the p-value. I've read that linear interpolation is a common method for extending the range of p-values, but are there alternative interpolation methods?

The t-distribution is not exactly linear, thus there must be better interpolation methods/transformations available?

I'm having a difficult time with Google on this one, so I appreciate any help!
 
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Not knowing what a t or p table actually is, I'll jump right in. Say we have two measured values, ##p_1## and ##p_2## taken at ##t_1## and ##t_2##. Let us assume that ##t_1\lt t \lt t_2##. Then the linear interpolated value, ##p##, is given by,

##p=p_1+\frac{p_2-p_1}{t_2 - t_1}(t-t_1)##​
 
Reading comprehension not my strong suit, I'll try again,

Let
##F_1(t)=\frac{(t-t_2)(t-t_3)}{(t_1-t_2)(t_1-t_3)}##
##F_2(t)=\frac{(t-t_1)(t-t_3)}{(t_2-t_1)(t_2-t_3)}##
##F_3(t)=\frac{(t-t_1)(t-t_2)}{(t_3-t_1)(t_3-t_2)}##

##p(t) = F_1(t)p_1+F(t)p_2+F(t)p_3##

##p(t)## is a quadratic interpolation. Note that ##F_i(t_j)=\delta_{ij}##​
 

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