Which part of the data should I use for Linear Regression?
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I have a dataset composed of Carbon Monoxide level per 5 seconds (up to 20 seconds) as my independent variables/features and mg/dl (Glucose) as dependent variable. I want to use Regression to make a model for the CO level in breath vs Glucose in blood. Should I use the average of four instances (5s, 10s, 15s, 20s), should I have them all as features? Or should I manipulate it first?
My data goes like this
CO(5s) | CO(10s) | CO(15s) | CO(20s) | mg/dl
161 168 165 170 8.6
machine-learning regression
New contributor
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add a comment |
$begingroup$
I have a dataset composed of Carbon Monoxide level per 5 seconds (up to 20 seconds) as my independent variables/features and mg/dl (Glucose) as dependent variable. I want to use Regression to make a model for the CO level in breath vs Glucose in blood. Should I use the average of four instances (5s, 10s, 15s, 20s), should I have them all as features? Or should I manipulate it first?
My data goes like this
CO(5s) | CO(10s) | CO(15s) | CO(20s) | mg/dl
161 168 165 170 8.6
machine-learning regression
New contributor
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It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
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– Majid Mortazavi
15 hours ago
add a comment |
$begingroup$
I have a dataset composed of Carbon Monoxide level per 5 seconds (up to 20 seconds) as my independent variables/features and mg/dl (Glucose) as dependent variable. I want to use Regression to make a model for the CO level in breath vs Glucose in blood. Should I use the average of four instances (5s, 10s, 15s, 20s), should I have them all as features? Or should I manipulate it first?
My data goes like this
CO(5s) | CO(10s) | CO(15s) | CO(20s) | mg/dl
161 168 165 170 8.6
machine-learning regression
New contributor
$endgroup$
I have a dataset composed of Carbon Monoxide level per 5 seconds (up to 20 seconds) as my independent variables/features and mg/dl (Glucose) as dependent variable. I want to use Regression to make a model for the CO level in breath vs Glucose in blood. Should I use the average of four instances (5s, 10s, 15s, 20s), should I have them all as features? Or should I manipulate it first?
My data goes like this
CO(5s) | CO(10s) | CO(15s) | CO(20s) | mg/dl
161 168 165 170 8.6
machine-learning regression
machine-learning regression
New contributor
New contributor
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asked 16 hours ago
James-Andrew R. SarmientoJames-Andrew R. Sarmiento
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It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
$endgroup$
– Majid Mortazavi
15 hours ago
add a comment |
$begingroup$
It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
$endgroup$
– Majid Mortazavi
15 hours ago
$begingroup$
It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
$endgroup$
– Majid Mortazavi
15 hours ago
$begingroup$
It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
$endgroup$
– Majid Mortazavi
15 hours ago
add a comment |
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$begingroup$
It is best that you plot your variables and dependant variables to see whether there is any seasonality, or how they fluctuate..Yes, usually you have to do some rolling average smooth the trend or some differencing to make your series stationary. Without knowing details, it would be hard to give good suggestions.
$endgroup$
– Majid Mortazavi
15 hours ago