does index of my data which is of type “Date time index” plays a part in reggression?Linearly increasing data with manual resetType of regression with nominal, ordinal, interval and ratio dataCan Machine Learning be applied in software developementClustering Crime Data which has latitute, longitude, crime-type tuplesDoes variation in data density over time affect regression models?Which type of regression has the best predictive power for extrapolating for smaller values?Time series prediction of discontinuous dataConvert Atypical Date Format for Time Series in PythonCan I use regression to solve a multiple equation problemMAE,MSE and MAPE aren't comparable?
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does index of my data which is of type “Date time index” plays a part in reggression?
Linearly increasing data with manual resetType of regression with nominal, ordinal, interval and ratio dataCan Machine Learning be applied in software developementClustering Crime Data which has latitute, longitude, crime-type tuplesDoes variation in data density over time affect regression models?Which type of regression has the best predictive power for extrapolating for smaller values?Time series prediction of discontinuous dataConvert Atypical Date Format for Time Series in PythonCan I use regression to solve a multiple equation problemMAE,MSE and MAPE aren't comparable?
$begingroup$
I'm new to data science and I'm working on a regression problem. My question is the index of my data which is of type "Date time index" plays a part in regression? I mean is it Okay if i drop the index ?
machine-learning data-mining regression pandas
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
$endgroup$
add a comment |
$begingroup$
I'm new to data science and I'm working on a regression problem. My question is the index of my data which is of type "Date time index" plays a part in regression? I mean is it Okay if i drop the index ?
machine-learning data-mining regression pandas
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
$endgroup$
$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday
add a comment |
$begingroup$
I'm new to data science and I'm working on a regression problem. My question is the index of my data which is of type "Date time index" plays a part in regression? I mean is it Okay if i drop the index ?
machine-learning data-mining regression pandas
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
$endgroup$
I'm new to data science and I'm working on a regression problem. My question is the index of my data which is of type "Date time index" plays a part in regression? I mean is it Okay if i drop the index ?
machine-learning data-mining regression pandas
machine-learning data-mining regression pandas
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
asked yesterday
imtiaz ul Hassanimtiaz ul Hassan
133
133
$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday
add a comment |
$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday
$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday
add a comment |
1 Answer
1
active
oldest
votes
$begingroup$
You can take the date into account, but you should convert it into numeric value.
Suggestions:
1) Consider "datetime" package in python to change it to numeric, or some other techniques such as indexing with date-time, and converting the index value to numeric, float, etc. I don't have your exact case, so cannot say specifically.
or
2) If you have time series data, then in many cases ARMAX, ARIMAX, Seasonal ARIMAX models can do a really good job.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
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1 Answer
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1 Answer
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active
oldest
votes
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oldest
votes
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votes
$begingroup$
You can take the date into account, but you should convert it into numeric value.
Suggestions:
1) Consider "datetime" package in python to change it to numeric, or some other techniques such as indexing with date-time, and converting the index value to numeric, float, etc. I don't have your exact case, so cannot say specifically.
or
2) If you have time series data, then in many cases ARMAX, ARIMAX, Seasonal ARIMAX models can do a really good job.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
You can take the date into account, but you should convert it into numeric value.
Suggestions:
1) Consider "datetime" package in python to change it to numeric, or some other techniques such as indexing with date-time, and converting the index value to numeric, float, etc. I don't have your exact case, so cannot say specifically.
or
2) If you have time series data, then in many cases ARMAX, ARIMAX, Seasonal ARIMAX models can do a really good job.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
add a comment |
$begingroup$
You can take the date into account, but you should convert it into numeric value.
Suggestions:
1) Consider "datetime" package in python to change it to numeric, or some other techniques such as indexing with date-time, and converting the index value to numeric, float, etc. I don't have your exact case, so cannot say specifically.
or
2) If you have time series data, then in many cases ARMAX, ARIMAX, Seasonal ARIMAX models can do a really good job.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
$endgroup$
You can take the date into account, but you should convert it into numeric value.
Suggestions:
1) Consider "datetime" package in python to change it to numeric, or some other techniques such as indexing with date-time, and converting the index value to numeric, float, etc. I don't have your exact case, so cannot say specifically.
or
2) If you have time series data, then in many cases ARMAX, ARIMAX, Seasonal ARIMAX models can do a really good job.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
answered yesterday
Karen DanielyanKaren Danielyan
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
answered yesterday
Karen DanielyanKaren Danielyan
16
answered yesterday
Karen DanielyanKaren Danielyan
16
16
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
New contributor
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
Karen Danielyan is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
Check out our Code of Conduct.
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$begingroup$
Please explain more about the problem you are trying to solve (features and target)
$endgroup$
– Alireza Zolanvari
yesterday
$begingroup$
i have hourly data of a smart grid and i want to predict hourly system load
$endgroup$
– imtiaz ul Hassan
yesterday