Probabilistic clustering of time-evolving distance data
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| 001 | 605478309 | ||
| 003 | CHVBK | ||
| 005 | 20210128100405.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150901xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s10994-015-5516-x |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s10994-015-5516-x | ||
| 245 | 0 | 0 | |a Probabilistic clustering of time-evolving distance data |h [Elektronische Daten] |c [Julia Vogt, Marius Kloft, Stefan Stark, Sudhir Raman, Sandhya Prabhakaran, Volker Roth, Gunnar Rätsch] |
| 520 | 3 | |a We present a novel probabilistic clustering model for objects that are represented via pairwise distances and observed at different time points. The proposed method utilizes the information given by adjacent time points to find the underlying cluster structure and obtain a smooth cluster evolution. This approach allows the number of objects and clusters to differ at every time point, and no identification on the identities of the objects is needed. Further, the model does not require the number of clusters being specified in advance—they are instead determined automatically using a Dirichlet process prior. We validate our model on synthetic data showing that the proposed method is more accurate than state-of-the-art clustering methods. Finally, we use our dynamic clustering model to analyze and illustrate the evolution of brain cancer patients over time. | |
| 540 | |a The Author(s), 2015 | ||
| 700 | 1 | |a Vogt |D Julia |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | |
| 700 | 1 | |a Kloft |D Marius |u Department of Computer Science, Humboldt University of Berlin, Berlin, Germany |4 aut | |
| 700 | 1 | |a Stark |D Stefan |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | |
| 700 | 1 | |a Raman |D Sudhir |u Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich and ETH Zurich, Zurich, Switzerland |4 aut | |
| 700 | 1 | |a Prabhakaran |D Sandhya |u Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland |4 aut | |
| 700 | 1 | |a Roth |D Volker |u Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland |4 aut | |
| 700 | 1 | |a Rätsch |D Gunnar |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | |
| 773 | 0 | |t Machine Learning |d Springer US; http://www.springer-ny.com |g 100/2-3(2015-09-01), 635-654 |x 0885-6125 |q 100:2-3<635 |1 2015 |2 100 |o 10994 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s10994-015-5516-x |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s10994-015-5516-x |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Vogt |D Julia |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Kloft |D Marius |u Department of Computer Science, Humboldt University of Berlin, Berlin, Germany |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Stark |D Stefan |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Raman |D Sudhir |u Translational Neuromodeling Unit (TNU), Institute for Biomedical Engineering, University of Zurich and ETH Zurich, Zurich, Switzerland |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Prabhakaran |D Sandhya |u Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Roth |D Volker |u Department of Mathematics and Computer Science, University of Basel, Basel, Switzerland |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Rätsch |D Gunnar |u Computational Biology, Memorial Sloan-Kettering Cancer Center, 1275 York Avenue, 10065, New York, NY, USA |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Machine Learning |d Springer US; http://www.springer-ny.com |g 100/2-3(2015-09-01), 635-654 |x 0885-6125 |q 100:2-3<635 |1 2015 |2 100 |o 10994 | ||