201 citations · 212 across the 4 of their papers we have counts for
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nlin.CD2010★ 201 cited
Non-uniform state space reconstruction and coupling detection
Ioannis Vlachos, Dimitris Kugiumtzis
We investigate the state space reconstruction from multiple time series derived from continuous and discrete systems and propose a method for building embedding vectors progressive…
nlin.CD2008★ 1 cited
Turning Point Prediction of Oscillating Time Series using Local Dynamic Regression Models
D. Kugiumtzis, I. Vlachos
In the prediction of oscillating time series, the interest is in the turning points of successive oscillations rather than the samples themselves. For this purpose a scheme has bee…
nlin.CD2008★ 10 cited
State Space Reconstruction for Multivariate Time Series Prediction
I. Vlachos, D. Kugiumtzis
In the nonlinear prediction of scalar time series, the common practice is to reconstruct the state space using time-delay embedding and apply a local model on neighborhoods of the…