Summary:
Tomorrow, I will see if I can find and analyze other noise and start to write the paper.
10/31/2017
add noise to all input logs together and analyze 2 kinds of noise
Today, I added noise to all input logs together and analyzed 2 kinds of noise.
10/30/2017
add noise to one log at a time
Today, I add noise to one log at a time.
Summary:
I use exactly the same codes for every input but I cannot get prediction results if I add noise to some inputs.
I found that there are some NaNs of the predicted values so that I can not calculate the accuracy. For now, I do not know why it happens.
Tomorrow, I will try to find the reason for the above problem and continue to analyze the noise of logs.
Summary:
I use exactly the same codes for every input but I cannot get prediction results if I add noise to some inputs.
I found that there are some NaNs of the predicted values so that I can not calculate the accuracy. For now, I do not know why it happens.
Tomorrow, I will try to find the reason for the above problem and continue to analyze the noise of logs.
10/27/2017
find the least number of inputs
Today, I found the least number of inputs.
Summary:
From the results, we can see that the least number is 12 following the above standard. I deleted RHOZ, PEFZ and GR, which are three least important inputs among all.
Next week, I will start to analyze the noise of inputs and outputs and start to write the paper.
Summary:
From the results, we can see that the least number is 12 following the above standard. I deleted RHOZ, PEFZ and GR, which are three least important inputs among all.
Next week, I will start to analyze the noise of inputs and outputs and start to write the paper.
10/26/2017
Finish analyzing the dependence of accuracy on each of the inputs
Today, I finished analyzing the dependence of accuracy on each of the inputs.
Summary:
Tomorrow, I will analyze the least number of inputs with which I can still obtain predictions close to the best one now.
Summary:
10/25/2017
search for papers and start to write the paper
Today, I started to search for papers so that I can rewrite the introduction. Also, I list some tasks added to the original work.
Summary:
I am now rewriting the introduction and search for useful papers when writing it.
Also, I listed two more tasks:
1. analyze sensitivity to noise in input data
2. analyze dependence of the accuracy on each of the inputs (rank all inputs using parallel computing)
Tomorrow, I will try to finish the two tasks and continue to write the paper.
Summary:
I am now rewriting the introduction and search for useful papers when writing it.
Also, I listed two more tasks:
1. analyze sensitivity to noise in input data
2. analyze dependence of the accuracy on each of the inputs (rank all inputs using parallel computing)
Tomorrow, I will try to finish the two tasks and continue to write the paper.
10/20/2017
Select all useful paragraphs from the second paper
Today, I selected all useful paragraphs from the second paper.
Summary:
I am now writing a draft for the GRSL letter.
Next week, I will continue to write the draft.
Summary:
I am now writing a draft for the GRSL letter.
Next week, I will continue to write the draft.
10/19/2017
start to change the paper
Today, I started to change the second paper to a letter.
Summary:
I am now thinking about how to extract the third model from the whole paper and combine it with inputs analysis.
Tomorrow, I will continue to write the letter.
Summary:
I am now thinking about how to extract the third model from the whole paper and combine it with inputs analysis.
Tomorrow, I will continue to write the letter.
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