Answered step by step
Verified Expert Solution
Link Copied!

Question

1 Approved Answer

Here is the simplest form of my model: Like_i_j = alpha _0_0 + alpha_1_0 Polarity_i_j + U_0_j+R_i_j Like_i_j is the number of likes left for

Here is the simplest form of my model:

Like_i_j = \alpha _0_0 + \alpha_1_0 Polarity_i_j + U_0_j+R_i_j

Like_i_jis the number of likes left for tweet "i" posted by user j.Polarity_i_j is the polarity of the tweet (whether it is negative or positive). So, there are two levels of variables, one is for tweets (i) and the other one is for users (j). "\alpha _0_0 + \alpha _1_0 Polarity_i_j" is the fixed part, and "U_0_j +R_i_j" is the random part.\sigma ^2_0(= variance of R_i_j) is variability inLike_i_j at the tweet level.\tau ^2_0 (= variance of U_0_j) is variability inLike_i_j at the user level.

Now, I want to use a log-Normal hierarchical Bayesian model in "brms" package to fit the model. Here are my codes:

library(brms)

fit

My problem is that this code will give me one intercept for each user. Because I have many many users, I will have too many intercepts. For making analysis simpler and have just two parameters (mean and variance) instead of too many parameters (intercepts), I want to have a mean for all intercepts (grand mean) in my fitted model. If I use just "likes ~ 1 + polarity" as the formula rather than "likes ~ 1 + polarity + (1 | user)", would it be like a simple regression and ignore the effect of users? In overall, considering my purpose, could you please tell me whether it is the correct code in brms that I am using?

Then, I want to consider the effect of followers of each user. It would be a user-level variable like

image text in transcribed
\f

Step by Step Solution

There are 3 Steps involved in it

Step: 1

blur-text-image

Get Instant Access to Expert-Tailored Solutions

See step-by-step solutions with expert insights and AI powered tools for academic success

Step: 2

blur-text-image

Step: 3

blur-text-image

Ace Your Homework with AI

Get the answers you need in no time with our AI-driven, step-by-step assistance

Get Started

Recommended Textbook for

Advanced Engineering Mathematics

Authors: ERWIN KREYSZIG

9th Edition

0471488852, 978-0471488859

More Books

Students also viewed these Mathematics questions

Question

How many states in India?

Answered: 1 week ago

Question

HOW IS MARKETING CHANGING WITH ARTIFITIAL INTELIGENCE

Answered: 1 week ago

Question

Different types of Grading?

Answered: 1 week ago

Question

Explain the functions of financial management.

Answered: 1 week ago