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)
by Ahlame Douzal-Chouakria /
2016 / English / EPUB
3.3 MB Download
This book constitutes the refereed proceedings of the First ECML
PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September
2016.
This book constitutes the refereed proceedings of the First ECML
PKDD Workshop, AALTD 2015, held in Porto, Portugal, in September
2016.
The 11 full papers presented were carefully reviewed and selected
from 22 submissions. The first part focuses on learning new
representations and embeddings for time series classification,
clustering or for dimensionality reduction. The second part
presents approaches on classification and clustering with
challenging applications on medicine or earth observation data.
These works show different ways to consider temporal dependency
in clustering or classification processes. The last part of
the book is dedicated to metric learning and time series
comparison, it addresses the problem of speeding-up the dynamic
time warping or dealing with multi-modal and multi-scale metric
learning for time series classification and clustering.
The 11 full papers presented were carefully reviewed and selected
from 22 submissions. The first part focuses on learning new
representations and embeddings for time series classification,
clustering or for dimensionality reduction. The second part
presents approaches on classification and clustering with
challenging applications on medicine or earth observation data.
These works show different ways to consider temporal dependency
in clustering or classification processes. The last part of
the book is dedicated to metric learning and time series
comparison, it addresses the problem of speeding-up the dynamic
time warping or dealing with multi-modal and multi-scale metric
learning for time series classification and clustering.
