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Advanced Analytics and Learning on Temporal Data - 6th ECML PKDD Workshop, AALTD 2021, Bilbao, Spain, September 13, 2021, Revised Selected Papers (Paperback, 1st ed. 2021)
Vincent Lemaire, Simon Malinowski, Anthony Bagnall, Thomas Guyet, Romain Tavenard, …
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R1,474
Discovery Miles 14 740
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Ships in 12 - 17 working days
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This book constitutes the refereed proceedings of the 6th ECML PKDD
Workshop on Advanced Analytics and Learning on Temporal Data, AALTD
2021, held during September 13-17, 2021. The workshop was planned
to take place in Bilbao, Spain, but was held virtually due to the
COVID-19 pandemic. The 12 full papers presented in this book were
carefully reviewed and selected from 21 submissions. They focus on
the following topics: Temporal Data Clustering; Classification of
Univariate and Multivariate Time Series; Multivariate Time Series
Co-clustering; Efficient Event Detection; Modeling Temporal
Dependencies; Advanced Forecasting and Prediction Models;
Cluster-based Forecasting; Explanation Methods for Time Series
Classification; Multimodal Meta-Learning for Time Series
Regression; and Multivariate Time Series Anomaly Detection.
This book is intended as an introduction to a versatile model for
temporal data. It exhibits an original lattice structure on the
space of chronicles and proposes new counting approach for multiple
occurrences of chronicle occurrences. This book also proposes a new
approach for frequent temporal pattern mining using pattern
structures. Â This book was initiated by the work of Ch.
Dousson in the 1990’s.  At that time, the prominent format
was Temporal Constraint Networks for which the article by Richter,
Meiri and Pearl is seminal. Chronicles do not conflict with
temporal constraint networks, they are closely related. Not only do
they share a similar graphical representation, they also have in
common a notion of constraints in the timed succession of events.
However, chronicles are definitely oriented towards fairly specific
tasks in handling temporal data, by making explicit certain aspects
of temporal data such as repetitions of an event. The notion of
chronicle has been applied both for situation recognition and
temporal sequence abstraction. The first challenge benefits from
the simple but expressive formalism to specify temporal behavior to
match in a temporal sequence. The second challenge aims to abstract
a collection of sequences by chronicles with the objective to
extract characteristic behaviors. This book targets researchers and
students in computer science (from logic to data science).Â
Engineers who would like to develop algorithms based on temporal
models will also find this book useful. Â
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Advanced Analytics and Learning on Temporal Data - 5th ECML PKDD Workshop, AALTD 2020, Ghent, Belgium, September 18, 2020, Revised Selected Papers (Paperback, 1st ed. 2020)
Vincent Lemaire, Simon Malinowski, Anthony Bagnall, Thomas Guyet, Romain Tavenard, …
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R1,580
Discovery Miles 15 800
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Ships in 10 - 15 working days
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This book constitutes the refereed proceedings of the 4th ECML PKDD
Workshop on Advanced Analytics and Learning on Temporal Data, AALTD
2019, held in Ghent, Belgium, in September 2020. The 15 full papers
presented in this book were carefully reviewed and selected from 29
submissions. The selected papers are devoted to topics such as
Temporal Data Clustering; Classification of Univariate and
Multivariate Time Series; Early Classification of Temporal Data;
Deep Learning and Learning Representations for Temporal Data;
Modeling Temporal Dependencies; Advanced Forecasting and Prediction
Models; Space-Temporal Statistical Analysis; Functional Data
Analysis Methods; Temporal Data Streams; Interpretable Time-Series
Analysis Methods; Dimensionality Reduction, Sparsity, Algorithmic
Complexity and Big Data Challenge; and Bio-Informatics, Medical,
Energy Consumption, Temporal Data.
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Advanced Analytics and Learning on Temporal Data - 7th ECML PKDD Workshop, AALTD 2022, Grenoble, France, September 19-23, 2022, Revised Selected Papers (Paperback, 1st ed. 2023)
Thomas Guyet, Georgiana Ifrim, Simon Malinowski, Anthony Bagnall, Patrick Shafer, …
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R1,475
Discovery Miles 14 750
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Ships in 12 - 17 working days
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This book constitutes the refereed proceedings of the 7th ECML PKDD
Workshop, AALTD 2022, held in Grenoble, France, during September
19-23, 2022. The 12 full papers included in this book were
carefully reviewed and selected from 21 submissions. They were
organized in topical sections as follows: Oral presentation and
poster presentation.
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