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ORCID1st @AALTD 2015: Porto, Portugal - Revised Selected Papers
- Ahlame Douzal Chouakria, José A. Vilar Fernández, Pierre-François Marteau:
Advanced Analysis and Learning on Temporal Data - First ECML PKDD Workshop, AALTD 2015, Porto, Portugal, September 11, 2015, Revised Selected Papers. Lecture Notes in Computer Science 9785, Springer 2016, ISBN 978-3-319-44411-6
Time Series Representation and Compression
- Alexis Bondu, Marc Boullé, Antoine Cornuéjols:
Symbolic Representation of Time Series: A Hierarchical Coclustering Formalization. 3-16 - Adeline Bailly, Simon Malinowski, Romain Tavenard, Laetitia Chapel, Thomas Guyet
:
Dense Bag-of-Temporal-SIFT-Words for Time Series Classification. 17-30 - Brijnesh J. Jain, Stephan Spiegel:
Dimension Reduction in Dissimilarity Spaces for Time Series Classification. 31-46
Time Series Classification and Clustering
- Borja R. Lafuente-Rego, José Antonio Vilar:
Fuzzy Clustering of Series Using Quantile Autocovariances. 49-64 - Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Luigi Fortunati, Federico Vozzi, Oberdan Parodi:
A Reservoir Computing Approach for Balance Assessment. 65-77 - Fernando Mateo, Jordi Muñoz-Marí, Valero Laparra, Jochem Verrelst, Gustau Camps-Valls:
Learning Structures in Earth Observation Data with Gaussian Processes. 78-94 - Ricardo Andrade Pacheco, Martin Gordon Mubangizi, John A. Quinn, Neil D. Lawrence:
Monitoring Short Term Changes of Infectious Diseases in Uganda with Gaussian Processes. 95-110 - Alexander J. Gibberd, James D. B. Nelson:
Estimating Dynamic Graphical Models from Multivariate Time-Series Data: Recent Methods and Results. 111-128
Metric Learning for Time Series Comparison
- Cao-Tri Do, Ahlame Douzal Chouakria, Sylvain Marié, Michèle Rombaut:
A Multi-modal Metric Learning Framework for Time Series kNN Classification. 131-143 - Saeid Soheily-Khah, Ahlame Douzal Chouakria, Éric Gaussier:
A Comparison of Progressive and Iterative Centroid Estimation Approaches Under Time Warp. 144-156 - Marc Dupont, Pierre-François Marteau:
Coarse-DTW for Sparse Time Series Alignment. 157-172
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