Questions tagged [statistical-confidence]

19 questions
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What is the history of $p < 0.05$ or 95% confidence?

I'm wondering what the history of $p < 0.05$ or using a 95% confidence interval is. I know that more nuanced reasoning would argue that there is nothing special about 0.05 or 95% (I think decision theory offers guidance on what level of risk to…
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Given a regression model, is there a way to evaluate confidence of a prediction?

What are methods for evaluating the predictive probability or something equivalent in a regression problem? In classification problems a predictive probability will be outputted given an input. For example in a neural network or a logistic…
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How would you interpret this p-value in relation to page traffic due to page features?

I'm exploring some manual approaches to understand whether specific changes on a site can be deemed conclusive and statistically significant. I appreciate that any A/B testing platform has a reporting part of doing this job; however, changes have…
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Compare two confidence intervals calculated from same sample

Problem: We have distance between user and a static device(in meters). We have lab tested data where user is actually standing away from device(actual values). Based on these we try to determine what is approximate distance of user(predicted…
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Measuring the confidence of a probability prediction from a binary classifier

I've trained a binary classifier for a language identification problem. The training data is $n$ sentences from language A and $n$ sentences from language B. Such that $n$ sentences are selected uniformly at random from a larger corpus of $N$…
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How to find confidence in output result given a histogram?

I have this algorithm that spits out a value between two objects. The smaller the value the more similar those objects are in euclidean space. I ran it on hundreds of examples that are true positives, i.e. I know they are similar. I know their lower…
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repeated measurements needed for certainty

A bit of a silly question. We have a model, which can be described as y = M(x) + some significant levels of noise. We see that if we repeat the measurements of y N times, we can see a clear correlation between the measurements and M. However we want…
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statistical confidence level based on a sample size

I have 974 samples in front of me. I want to test these samples and ideally I should test all 974 samples. However, testing the sample will break the sample and I cannot afford to break all of them. The manual states that if I test (by pulling to…
Mr.Happy
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What is the meaning of " Confidence interval of less than 1% of the average value"?

I want to find confidence intervals for my scenario and I see this sentence in many research papers related to my work. " Confidence interval of less than 1% of the average value"? What does it mean? You can also explain this with the example given…
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Occurrence certainty

I think the best way to ask this question is with a hypothetical situation. Let's say I have a sensor that measures on average one occurrence every 3 days with a standard deviation of about 4. I want to move that sensor to a new unknown location.…
Krits
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Getting the confidence level of a model score given previous model accuracy

For practical reasons, I want to implement a standard confidence level which represents the probability that a particular instance is in a particular class given a model and the accuracy of that model on a number of examples. Sounds like something…
Joshua M
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How to categorise data bumps/valleys into actual features or noise?

Here's some data$^1$ denoting the variation of the mean of samples (y-axis) with the no. of samples (x-axis). The uncertainties are $1\sigma$ standard deviation of those samples. Fig1. Graph of the data Clearly the data has a trend. It converges to…
lineage
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How to treat proportions with different sample sizes as response variable in GLM / GLMM?

For an ecological research project, I am trying to model the effect of different factors on the prevalence of a specific pathogen in ticks. Ticks were collected from around 80 different plots and screened for pathogens. Prevalence is then the…
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Algorithm to determine ability to distinguish phonemes in a foreign language

I am a language teacher and web developer. I took an advanced course in statistics in my last year of high school, but that is many many years ago. I am developing a web app to help learners of a foreign language hear distinctions that do not occur…
James Newton
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Does the confidence level plus the significance level add to 1?

From reading it seems to me that the significance level is referred to as $\alpha$ and the confidence level is referred to as $1-\alpha$ However I haven't found statements defining each in terms of the other.
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