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Questions tagged [interpretation]

Refers generally to making substantive conclusions from the results of a statistical analysis.

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Chooice of the family distribution and handle of factor variables in HGAMM (Hierarchical Generalized Additive Mixed Models)

my research question is what covariates are related to higher contacts during the lockdown period. The dataset includes the contact information for each participant for at least two-time points. The ...
Chao's user avatar
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1 answer
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Why do I get a large difference between the p-value of a Chi-square test and the p-value of a KS test?

Introduction. I have data, representing the number of mammals, in a certain geographical region. I show here an example of data (please see the code below for more information): ...
Ommo's user avatar
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How can for two groups one variable be significantly different but another not if both measure same construct?

Overview: Two sets of ordinal data collected using two different measures for usability These two measures are proven to be correlated (also confirmed for this dataset) Each dataset can be divided ...
anjelomerte's user avatar
3 votes
1 answer
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How to adress potential issues with interpretation/generalizability after discarding observations in exact matching?

Observations are discarded if they have no exact match, which potentially leads to a different distribution of the covariates in the matched sample compared to the original sample. I assume that at ...
mb1994's user avatar
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Resids vs fitted plot shows cyclical patterns. I have chosen 5 explanatory variables out of 300. Should I add more or do I risk overfitting?

I'm predicting the relative abundance of 1 genus (y) based on the relative abundance of other genus (the variables are each genus name). I have arbitrarily chosen the 5 genus that seemed the most ...
Samuel beauregard-tousignant's user avatar
1 vote
1 answer
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How interpret contrary coefficient estimates in a logistic regression?

I need help to interpret a result output of a mediation analysis. I have a predictor X that predicts three mediators variables M1, M2, M3 in a negative way. When X increases M1, M2, M3 decreases. M1, ...
KB02's user avatar
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3 votes
1 answer
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Distance between probability distributions

I am trying to understand the differences between three distances between probability distributions, for instance what are their advantages and inconvenients, what they do emphasize and what they don'...
xuanphong's user avatar
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Kproto, Kmeans and Gower with PAM (General Clustering Analysis)

Hi I have around 654 rows of data with mixed variables (both numeric and categorical). I have done all the scaling, transformation for numerical variables and replaced missing in both numerical and ...
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Level mean from natural logarithm mean [duplicate]

Suppose I have a random sample $X_i$ where the values $x_i$ are strictly positive. I calculate the mean of the transformed variable $t_i = \ln x_i$ as $\bar{t} = \frac{\sum_{i=1}^n t_i}{n} \approx 9....
Papayapap's user avatar
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Is it necessary to transform the tide variable using a truncated Fourier series for GLM (Gamma), and how should I interpret interactions? [closed]

I’m using glm to see whether there is an association between zooplankton biomass (response) with two variables: 1) hours from high tide (high tide is zero, hours before are negative at one hourly ...
Jo Harris's user avatar
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Elasticity from differenced log-level regression

I have the regression $ \Delta \ln Y_i = \alpha + \beta \Delta X_i + \varepsilon_i $ where $\Delta \ln Y_i = \ln Y_{t,i} - \ln Y_{t-1,i}$ and $\Delta X_i = ((X_{t,i} - X_{t-1,i}) / T_{t-1,i} ) \cdot ...
Papayapap's user avatar
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Compare effect of two coefficients in logit model

I have a logit model with multiple independents qualitatives variables (A, B, C), and I would like to compare the probability of success between individuals who have a certain profile. For instance, ...
Léo Joubert's user avatar
1 vote
1 answer
35 views

Addition of regression coefficients in Linear Probability Models?

I'm reading this paper Sangyoon Park (2018) Coeducation, academic performance, and subject choice: evidence from quasi-random classroom assignments, Education Economics, 26:6, 574-592, DOI: 10.1080/...
Lucas Sempe's user avatar
1 vote
1 answer
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Interpretation of Poisson regression model (outcome variable - dietary diversity)

I would like to get some insights on how to interpret the Poisson model using the results shown in the picture. This is how I interpreted it: For every one unit increase in the number of cooked food ...
Lucy's user avatar
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Moderation coefficient in linear mixed models SPSS - interpretation

My model: IV: extroversion (5 point likert) Moderator: Comepetence (values 1-5) DV: Offer (values 5 to 15) Hypothesis: The negative relationship between Extroversion and offer is moderated by ...
breeks's user avatar
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