How to make time series prediction with change point problem?












0












$begingroup$


For example , i have 1000 row with 2 column ( X and y ). X is feature , y is target



row 1 until row 500, y = -X



row 501 until row 1000 , y = X



index, X, y
1, 1, -1
2, 19, -19
3, 10, -10
4, 20, -20
...
500, 23, -23
501, 5, 5
502, 18, 18
503, 7, 7
...
1000, 21, 21


Obviously, there is correlation change on row 501 , from negative correlation to positive correlation.



How to make prediction , if i want to predict row 1001 ?



can LSTM solve this problem ?



this is just dummy data , in my real problem i have many features and i cant check on by one , so dont ask me to do something manually



i'll be happy if someone can give some code to solve this problem because i'm a newbie in time series deep learning. i just start to learn Keras










share|improve this question







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    0












    $begingroup$


    For example , i have 1000 row with 2 column ( X and y ). X is feature , y is target



    row 1 until row 500, y = -X



    row 501 until row 1000 , y = X



    index, X, y
    1, 1, -1
    2, 19, -19
    3, 10, -10
    4, 20, -20
    ...
    500, 23, -23
    501, 5, 5
    502, 18, 18
    503, 7, 7
    ...
    1000, 21, 21


    Obviously, there is correlation change on row 501 , from negative correlation to positive correlation.



    How to make prediction , if i want to predict row 1001 ?



    can LSTM solve this problem ?



    this is just dummy data , in my real problem i have many features and i cant check on by one , so dont ask me to do something manually



    i'll be happy if someone can give some code to solve this problem because i'm a newbie in time series deep learning. i just start to learn Keras










    share|improve this question







    New contributor




    Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
    Check out our Code of Conduct.







    $endgroup$















      0












      0








      0





      $begingroup$


      For example , i have 1000 row with 2 column ( X and y ). X is feature , y is target



      row 1 until row 500, y = -X



      row 501 until row 1000 , y = X



      index, X, y
      1, 1, -1
      2, 19, -19
      3, 10, -10
      4, 20, -20
      ...
      500, 23, -23
      501, 5, 5
      502, 18, 18
      503, 7, 7
      ...
      1000, 21, 21


      Obviously, there is correlation change on row 501 , from negative correlation to positive correlation.



      How to make prediction , if i want to predict row 1001 ?



      can LSTM solve this problem ?



      this is just dummy data , in my real problem i have many features and i cant check on by one , so dont ask me to do something manually



      i'll be happy if someone can give some code to solve this problem because i'm a newbie in time series deep learning. i just start to learn Keras










      share|improve this question







      New contributor




      Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.







      $endgroup$




      For example , i have 1000 row with 2 column ( X and y ). X is feature , y is target



      row 1 until row 500, y = -X



      row 501 until row 1000 , y = X



      index, X, y
      1, 1, -1
      2, 19, -19
      3, 10, -10
      4, 20, -20
      ...
      500, 23, -23
      501, 5, 5
      502, 18, 18
      503, 7, 7
      ...
      1000, 21, 21


      Obviously, there is correlation change on row 501 , from negative correlation to positive correlation.



      How to make prediction , if i want to predict row 1001 ?



      can LSTM solve this problem ?



      this is just dummy data , in my real problem i have many features and i cant check on by one , so dont ask me to do something manually



      i'll be happy if someone can give some code to solve this problem because i'm a newbie in time series deep learning. i just start to learn Keras







      deep-learning keras time-series






      share|improve this question







      New contributor




      Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.











      share|improve this question







      New contributor




      Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.









      share|improve this question




      share|improve this question






      New contributor




      Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.









      asked 17 hours ago









      HjinHjin

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      New contributor





      Hjin is a new contributor to this site. Take care in asking for clarification, commenting, and answering.
      Check out our Code of Conduct.






      Hjin 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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