Advanced analytics and learning on temporal data : 4th ECML PKDD Workshop, AALTD 2019, Würzburg, Germany, September 20, 2019, revised selected papers /
This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Würzburg, Germany, in September 2019. The 7 full papers presented together with 9 poster papers were carefully reviewed and selected from 31 submissio...
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Corporate Authors: | |
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Group Author: | |
Published: |
Springer,
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Publisher Address: | Cham, Switzerland : |
Publication Dates: | [2020] |
Literature type: | Book |
Language: | English |
Series: |
Lecture notes in artificial intelligence,
11986 LNCS sublibrary. SL 7, Artificial intelligence |
Subjects: | |
Summary: |
This book constitutes the refereed proceedings of the 4th ECML PKDD Workshop on Advanced Analytics and Learning on Temporal Data, AALTD 2019, held in Würzburg, Germany, in September 2019. The 7 full papers presented together with 9 poster papers were carefully reviewed and selected from 31 submissions. The papers cover 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, on temporal data. |
Carrier Form: | x, 228 pages : illustrations ; 24 cm. |
Bibliography: | Includes bibliographical references and index. |
ISBN: |
9783030390976 3030390977 |
Index Number: | QA280 |
CLC: |
TP181-532 O211.61-532 |
Call Number: | O211.61-532/A112/2019 |