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» Translation-invariant mixture models for curve clustering
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KDD
2003
ACM
111views Data Mining» more  KDD 2003»
14 years 5 months ago
Translation-invariant mixture models for curve clustering
Darya Chudova, Scott Gaffney, Eric Mjolsness, Padh...
NIPS
2003
13 years 6 months ago
Gene Expression Clustering with Functional Mixture Models
We propose a functional mixture model for simultaneous clustering and alignment of sets of curves measured on a discrete time grid. The model is specifically tailored to gene exp...
Darya Chudova, Christopher E. Hart, Eric Mjolsness...
UAI
2003
13 years 6 months ago
Probabilistic Models For Joint Clustering And Time-Warping Of Multidimensional Curves
In this paper we present a family of models and learning algorithms that can simultaneously align and cluster sets of multidimensional curves measured on a discrete time grid. Our...
Darya Chudova, Scott Gaffney, Padhraic Smyth
VISAPP
2007
13 years 6 months ago
Simultaneous robust fitting of multiple curves
In this paper, we address the problem of robustly recovering several instances of a curve model from a single noisy data set with outliers. Using M-estimators revisited in a Lagran...
Jean-Philippe Tarel, Pierre Charbonnier, Sio-Song ...