6
$\begingroup$

I want to build a model that can detect which driver is driving now the car based on a dataset that contains 20 driver records for 3600s each driver ( the dataset contains all the car sensors values every second ) .

So , now i have that dataset that contain the drivers records . How can i train a model that can identify the driver based on 60 seconds ( or more for example).

Means , i want to make predictions with a dataframe of rows and not a single row . because we can't identify a driver with a single row .

:)

Improve this question
$\endgroup$
4
  • 1
    $\begingroup$ This is a very interesting problem. First of all I am looking forward to hearing what others have to say. It is a multivariate time series. If we look at it as a supervised learning, should not LSTM-RNN be able to help for multiclass-classification? My question is, how each driver is labeled? An exact driven name/id or a it is rather behavioral labeling? This is very much people at automotive industry are trying to look at. $\endgroup$
    – TwinPenguins
    Apr 11, 2018 at 12:34
  • $\begingroup$ Yes , my first idea was to use LSTM-RNN and i'm looking for how to make data reliable for it ( convert dataframe to time sequences ) . Every driver has it's own ID ( or letter ) as label . $\endgroup$
    – John Karimov
    Apr 11, 2018 at 12:42
  • 1
    $\begingroup$ Have you seen the answer and suggested links in this post? datascience.stackexchange.com/questions/23196/… I think I pretty much have the very same dataset like yours. I think I wrote a function to sample efficiently (because the sensory data was collected every milliseconds) over the 3-min period; I can share this if you want. But I am not sure this is what you want at this stage. Is not your data already with timestamp? I would actually like to try these methods myself. Happy to collaborate as well if you like. ;-) $\endgroup$
    – TwinPenguins
    Apr 11, 2018 at 12:49
  • $\begingroup$ Sure , it will be great to collaborate with you :) . My data has a timestamp ( every second ) . So , your function must be helpful for me :) . $\endgroup$
    – John Karimov
    Apr 11, 2018 at 13:21

0

Reset to default

Your Answer

By clicking “Post Your Answer”, you agree to our terms of service and acknowledge that you have read and understand our privacy policy and code of conduct.