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1st AALTD 2015: Porto, Portugal
- Ahlame Douzal Chouakria, José A. Vilar Fernández, Pierre-François Marteau, Elizabeth Ann Maharaj, Andrés M. Alonso Fernández, Edoardo Otranto, Maria-Irina Nicolae:
Proceedings of the 1st International Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2015, co-located with The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD 2015), Porto, Portugal, September 11, 2015. CEUR Workshop Proceedings 1425, CEUR-WS.org 2015
Invited paper
- Gustavo Camps-Valls:
Capturing Time-structures in Earth Observation Data with Gaussian Processes (abstract).
Regular papers
- Ricardo Andrade Pacheco, Martin Gordon Mubangizi, John A. Quinn, Neil D. Lawrence:
Monitoring Short Term Changes of Malaria Incidence in Uganda with Gaussian Processes. - Adeline Bailly, Simon Malinowski, Romain Tavenard, Thomas Guyet, Lætitia Chapel:
Bag-of-Temporal-SIFT-Words for Time Series Classification. - Lynne Billard, Ahlame Douzal Chouakria, Seyed Yaser Samadi:
An Exploratory Analysis of Multiple Multivariate Time Series. - Alexis Bondu, Marc Boullé, Antoine Cornuéjols:
Symbolic Representation of Time Series: A Hierarchical Coclustering Formalization. - Cao-Tri Do, Ahlame Douzal Chouakria, Sylvain Marié, Michèle Rombaut:
Temporal and Frequential Metric Learning for Time Series kNN Classification. - Marc Dupont, Pierre-François Marteau:
Coarse-DTW: Exploiting Sparsity in Gesture Time Series. - Claudio Gallicchio, Alessio Micheli, Luca Pedrelli, Federico Vozzi, Oberdan Parodi:
Preliminary Experimental Analysis of Reservoir Computing Approach for Balance Assessment. - Alexander J. Gibberd, James D. B. Nelson:
Estimating Dynamic Graphical Models from Multivariate Time-series Data. - Corentin Hardy, Laurent Amsaleg, Guillaume Gravier, Simon Malinowski, René Quiniou:
Sequential Pattern Mining on Multimedia Data. - Brijnesh J. Jain, Stephan Spiegel:
Time Series Classification in Dissimilarity Spaces. - Georg Krempl:
Temporal Density Extrapolation. - Borja R. Lafuente-Rego, José Antonio Vilar:
Fuzzy Clustering of Series Using Quantile Autocovariances. - Ridho Rahmadi, Perry Groot, Marianne Heins, Hans Knoop, Tom Heskes:
Causality on Longitudinal Data: Stable Specification Search in Constrained Structural Equation Modeling. - Christophe Salperwyck, Simon Maby, Jérôme Cubillé, Matthieu Lagacherie:
CourboSpark: Decision Tree for Time-series on Spark. - Anna Sapienza, André Panisson, Joseph Wu, Laetitia Gauvin, Ciro Cattuto:
Anomaly Detection in Temporal Graph Data: An Iterative Tensor Decomposition and Masking Approach. - Saeid Soheily-Khah, Ahlame Douzal Chouakria, Éric Gaussier:
Progressive and Iterative Approaches for Time Series Averaging. - Ivan Sorokin:
Classification Factored Gated Restricted Boltzmann Machine.
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