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PKDD
2015
Springer
7views Data Mining» more  PKDD 2015»
8 years 8 months ago
SVR-based Modelling for the MoReBikeS Challenge: Analysis, Visualisation and Prediction
We present a solution to the MoReBikeS challenge in ECML PKDD 2015 conference by analysing data from different aspects, by visualising latent patterns, by building a set of featur...
Yu Chen, Peter Flach
PKDD
2015
Springer
16views Data Mining» more  PKDD 2015»
8 years 8 months ago
Robust Representation for Domain Adaptation in Network Security
The goal of domain adaptation is to solve the problem of di↵erent joint distribution of observation and labels in the training and testing data sets. This problem happens in many...
Karel Bartos, Michal Sofka
PKDD
2015
Springer
18views Data Mining» more  PKDD 2015»
8 years 8 months ago
(Blue) Taxi Destination and Trip Time Prediction from Partial Trajectories
Real-time estimation of destination and travel time for taxis is of great importance for existing electronic dispatch systems. We present an approach based on trip matching and ens...
Hoang Thanh Lam, Ernesto Diaz-Aviles, Alessandra P...
PKDD
2015
Springer
11views Data Mining» more  PKDD 2015»
8 years 8 months ago
Real Time Detection and Tracking of Spatial Event Clusters
Natalia V. Andrienko, Gennady L. Andrienko, Georg ...
PKDD
2015
Springer
17views Data Mining» more  PKDD 2015»
8 years 8 months ago
Anomaly Detection in Temporal Graph Data: An Iterative Tensor Decomposition and Masking Approach
Sensors and Internet-of-Things scenarios promise a wealth of interaction data that can be naturally represented by means of timevarying graphs. This brings forth new challenges for...
Anna Sapienza, André Panisson, Joseph Wu, L...
PKDD
2015
Springer
11views Data Mining» more  PKDD 2015»
8 years 8 months ago
An Exploratory Analysis of Multiple Multivariate Time Series
Our aim is to extend standard principal component analysis for non-time series data to explore and highlight the main structure of multiple sets of multivariate time series. To thi...
Lynne Billard, Ahlame Douzal Chouakria, Seyed Yase...
PKDD
2015
Springer
14views Data Mining» more  PKDD 2015»
8 years 8 months ago
Evidence of Temporal Artifacts in Social Networks
There has been extensive research on social networks and methods for specific tasks such as: community detection, link prediction, and tracing information cascades; and a recent e...
Matt Revelle, Carlotta Domeniconi, Aditya Johri
PKDD
2015
Springer
10views Data Mining» more  PKDD 2015»
8 years 8 months ago
Opening the Black Box: Revealing Interpretable Sequence Motifs in Kernel-Based Learning Algorithms
Abstract. This work is in the context of kernel-based learning algorithms for sequence data. We present a probabilistic approach to automatically extract, from the output of such s...
Marina M.-C. Vidovic, Nico Görnitz, Klaus-Rob...
PKDD
2015
Springer
17views Data Mining» more  PKDD 2015»
8 years 8 months ago
Metalearning for Multiple-Domain Transfer Learning
Abstract. Machine learning processes consist in collecting data, obtaining a model and applying it to a given task. Given a new task, the standard approach is to restart the learni...
Catarina Félix, Carlos Soares, Alípi...