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Questions that seek a conceptual or non-mathematical understanding of statistics.

-4 votes
1 answer
59 views

Intuitive explanation on "Generalization " [closed]

I recently worked on Generalization of Gradients. If I'm asked to find Generalization of Gradients or for Dirichlet distribution, etc. I'll do it correctly like a machine. But I didn't understand it. …
Thalassophile's user avatar
2 votes
2 answers
301 views

What is an intuitive way for choosing the right Statistical test?

In my Statistics class, we just talked about Statistical tests. So far I’ve been understanding the material, okay, but now I’m very confused. I get that Statistical tests are used in hypothesis test …
0 votes
0 answers
100 views

What is a generalized linear model [duplicate]

Generalized linear models have become so central to effective statistical data analysis, however, that it is worth the additional effort required to acquire a basic understanding of the subject. I am …
Thalassophile's user avatar
24 votes
3 answers
4k views

Intuition behind Box-Cox transform

I am really having trouble understanding the intuition behind Box-Cox transform. I mean how to configure data transform method for both square root and log transform and estimating lambda. … Could anyone explain in simple words (and maybe with an example) what the intuition behind Box-Cox transform is? …
Thalassophile's user avatar
4 votes
1 answer
296 views

Understanding "Kalman Filter" intuitively

What is the cleanest, easiest way to explain to someone the concept of "Kalman Filter"? What does it intuitively mean? It's a concept that I have difficulty articulating – especially when explaining t …
Thalassophile's user avatar
2 votes
3 answers
342 views

Intuitive Explanation of "AutoEncoders"

I'm looking for intuition in words but also some simple insight into mathematical calculations (I don't know if the latter is possible). Can anybody shed some light on the "AutoEncoders"? …
Thalassophile's user avatar
5 votes
1 answer
4k views

Intuitive explanation of Friedman's H-statistic

What is the cleanest, easiest way to explain someone, a non-STEM person the concept of Friedman's H-statistic? What does it intuitively mean? While exploring feature interaction I went through Friedma …
Thalassophile's user avatar
35 votes
8 answers
3k views

Intuitive explanation of "Statistical Inference"

What is the cleanest, easiest way to explain someone the concept of Inference? What does it intuitively mean? How would you go to explain it to the layperson, or to a person who has studied a very bas …
Thalassophile's user avatar
3 votes
1 answer
473 views

Pruning in Decision Trees?

Pruning is a technique in machine learning and search algorithms that reduces the size of decision trees by removing sections of the tree that provide little power to classify instances. I know what i …
Thalassophile's user avatar
2 votes
0 answers
470 views

Hannan–Quinn information criterion and Kashyap information criterion (KIC)

I am really having trouble understanding the intuition behind KIC. I mean how KIC is using Fisher information matrix and how these methods are used for Model Selection …
Thalassophile's user avatar
3 votes
1 answer
3k views

What is MCRMSE (mean columnwise root mean squared error)?

The MCRMSE evaluation metric was used in the Kaggle Competitions Africa Soil Property Prediction Challenge(6 years ago) and OpenVaccine: COVID-19 mRNA Vaccine Degradation Prediction(On-going) competit …
Thalassophile's user avatar
2 votes
0 answers
163 views

How to explain a Box Plot? [duplicate]

Assuming that I'm able to augment their knowledge about boxplot I can give the below insights for box plot First Quartile(Q1) Second Quartile(Q2) Third Quartile(Q3) Inter Quartile Range(IQR) = Q3-Q1 …
Thalassophile's user avatar
2 votes
1 answer
178 views

Intuitive explanation of "invariance"

...assuming that I'm able to augment their knowledge about variance in an intuitive fashion Understanding "variance" intuitively and about covariance How would you explain covariance to someone who un …
Thalassophile's user avatar
5 votes
1 answer
2k views

How does Random Forest split?

Random forests or random decision forests are an ensemble learning method for classification, regression, and other tasks that operate by constructing a multitude of decision trees at training time an …
Thalassophile's user avatar
4 votes
1 answer
3k views

What is meant by divergence in statistics?

I have learned about the Intuition on the Kullback-Leibler (KL) Divergence as how much a model distribution function differs from the theoretical/true distribution of the data. …
Thalassophile's user avatar

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