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Generalizing "Causal Impact" synthetic controls, to multiple outcomes

Does anybody know a way to generalize the use of the Causal Impact google R package to multiple outcome time series? Say I ran a time series experiment and was able to set up multiple test outcome ...
f.g.'s user avatar
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1 answer
41 views

Multilevel modelling - using variables with different number of trials

I would like to know whether it is possible to do multilevel modelling with variables that have different number of trials. To be more specific, let's say we have x(a), y(a), x(b), y(b) variables. x(...
User33268's user avatar
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1 answer
676 views

Theory of Dynamic Time Warping(DTW) in dtwclust package of the software R

I used to utilize dtwclust for my study and I got a problem. I have read a few studies and I understand the DTW distance like below picture. source: A. Akl, S. Valaee, "Accelerometer-based gesture ...
victory's user avatar
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1 answer
32 views

How to cluster companies into different types of life cycle?

There is a dataset which contains financial metrics of many companies, for example: ...
Deqing's user avatar
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1 answer
834 views

How to implement initial GDP variable in time-series growth regression?

I am running a regression on real GDP growth as the dependent variable. I am trying to include an initial year for GDP as an independent variable to control for the initial state of development in a ...
user156505's user avatar
-1 votes
1 answer
265 views

Clustering data with mixed attributes: timeseries and constants?

I have a data set of time series, and each time series has a set of attributes. I know I can cluster time series using dynamic time warping and k-means (https://github.com/alexminnaar/time-series-...
BobbyJohnsonOG's user avatar
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1 answer
157 views

Does the order of variables in a Markov Regime Switching model matter?

since Ive received feedback that my previous question was not well-recieved Ill just have to give it another shot. I am estimating Markov Regime Switching Models, and I am getting different results ...
JoeyT's user avatar
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1 answer
990 views

Holt-Winters optimal parameters with gradient descent

Can we use gradient descent in order to find optimal alpha, beta and gamma for Holt-Winters model? And more generally, are there any academic works that suggest methods for finding optimal values for ...
omer sagi's user avatar
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1 answer
175 views

Hierarchical linear regression analyses, but with logarithms?

I was ask to do a linear regression analyses of my variables. I have Reaction times. Can you recommend me a linear regression analysis (hierarchical?) and tell me whether I should transform my raw ...
Yacila's user avatar
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1 answer
135 views

Regression on time series and its segment series

I want to test whether segment series explains anything in additional to the full series. Let's say y and ts_full are time series with same length. And I divide ts_full to 3 non-overlapping sub time ...
Ryan You's user avatar
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1 answer
418 views

What does seasonality of 1 mean?

What does having a seasonality of 1 mean? Suppose I have hourly data and I define the seasonality to be 1, does that mean the data will be dealt with as if there is no seasonality?
Leo's user avatar
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1 answer
243 views

Is it Multiple Regression that I should chose?

I am trying to assess how the degree of CSR activity could change the financial results of a company. For this, my independent variable would be a CSR score (fluctuations of which give me the ...
Ash's user avatar
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2 answers
1k views

How to select P and Q in ARIMA

I am new to using ARIMA and I would like to know how to determine the p, q values of ARIMA by PCF and PACF. Here is the raw data figure. The raw data is a human glucose data collected.The blue data is ...
yuyang sun's user avatar
-1 votes
1 answer
1k views

How to reverse log difference?

I am currently doing log differences to a dataset and I want to revert back to the actual values. I'm trying to understand why at the end we need to multiply by the original value (and why we do not ...
Antonio's user avatar

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