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25 views

Time spatial data analysis

Can anyone recommend some reading materials (books or papers) on the analysis of time spatial data. I am particular interested in the bayesian model building for this type of data. Thanks very much. ...
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1answer
112 views

VAR vs STAR for space-time autoregression in Python

I want to use autoregressive model to build a predictor for some sets of spatio-temporal data. For example, I have historical traffic data (speeds at various segments of freeways). similarly, I have ...
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5answers
579 views

Ways to reduce high dimensional data for visualization

I'm working on a 2D physical simulation and I am collecting data in time at several points. These discrete points are along vertical lines, with multiple lines in the axial direction. This makes the ...
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0answers
51 views

Difference between kappa and delta in mixed-effects model

I have a following stochastic model describing evolution of a process (Y) in space and time. Ds and Dt are domain in space (2D with x and y axes) and time (1D with t axis). This model is usually known ...
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0answers
42 views

Spatio-temporal version of Hammersley and Clifford theorem

Does anybody encountered or derived a spatiotemporal version of Hammersley and Clifford theorem? The original theorem (with the proof by Besag) fits just for the temporal models, but if I have a ...
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0answers
225 views

Mackey-glass regression experiments

So I'm running some experiments using long-short term memory networks for temporal sequence regression, and one of the sequences I have to use is generated using the mackey-glass differential ...
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2answers
138 views

Associating a probability to disease propagation in regions of a map

I am trying to model disease propagation. I am considering a map separated into regions. One region is infected. There is data over time, with the number of people travelling into and out of the ...
2
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1answer
87 views

How do I do temporal correlations of matrices?

I have a some data like the following explaining the presence of a relation between various entities (A,B,C,...) in my system at time ...
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0answers
89 views

Searching for geometric network dataset

I'm looking for a large dataset (~20k nodes,~100k edges) for a geometric network, like utility networks, etc (See) Ideally, at a minimum I would like a dataset that includes identified 'nodes' with ...
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2answers
95 views

Searching for car displacement data

I am starting a work on electric vehicle to see how the charging process can impact the local electricity network. I would like to know if there exists public data of driving "habits". Ideally, I ...
7
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2answers
919 views

How to model time-series temperature data at multiple sites as a function of data at one site?

I am new to time series analysis, and would appreciate any suggestions on how best to approach the following time-series regression problem: I have hourly temperature measurements at approximately 20 ...
12
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2answers
260 views

Exploratory analysis of spatio-temporal forecast errors

The data: I have worked recently on analysing the stochastic properties of a spatio-temporal field of wind power production forecast errors. Formally, it can be said to be a process $$ \left ...