most citedFaster Functional Clustering via Gaussian Mixture Models

1 citations · 1 across the 3 of their papers we have counts for

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stat.ME2016

Whole-Volume Clustering of Time Series Data from Zebrafish Brain Calcium Images via Mixture Modeling

Hien D. Nguyen, Jeremy F. P. Ullmann, Geoffrey J. McLachlan +5

Calcium is a ubiquitous messenger in neural signaling events. An increasing number of techniques are enabling visualization of neurological activity in animal models via luminescen…

stat.ME2016

Spatial Clustering of Time-Series via Mixture of Autoregressions Models and Markov Random Fields

Hien D Nguyen, Geoffrey J McLachlan, Jeremy F P Ullmann +1

Time-series data arise in many medical and biological imaging scenarios. In such images, a time-series is obtained at each of a large number of spatially-dependent data units. It i…