Solving Large Scale Learning Tasks. Challenges and Algorithms
Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday
Herausgeber: Michaelis, Stefan, Piatkowski, Nico, Stolpe, Marco (Eds.)
Vorschau- Contains refereed papers dedicated to Katharina Morik and to her work
- Collects a number of papers by Prof. Morik's friends and collaborators over the years presenting a broad range of topics reflecting her versatility
- Adresses a large diversity of topics starting with natural language processing; machine learning, ranging from inductive logic programming to statistical learning; analysis of very large data collections; high-dimensional data; and resource awareness. Latest results include spatio-temporal random fields and integer Markov random fields, both allowing for complex probabilistic graphical models under resource constraints.
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- Über dieses Buch
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In celebration of Prof. Morik's 60th birthday, this Festschrift covers research areas that Prof. Morik worked in and presents various researchers with whom she collaborated.
The 23 refereed articles in this Festschrift volume provide challenges and solutions from theoreticians and practitioners on data preprocessing, modeling, learning, and evaluation. Topics include data-mining and machine-learning algorithms, feature selection and feature generation, optimization as well as efficiency of energy and communication.
- Inhaltsverzeichnis (21 Kapitel)
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Online Social Networks Event Detection: A Survey
Seiten 1-41
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Detecting Events in Online Social Networks: Definitions, Trends and Challenges
Seiten 42-84
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Why Do We Need Data Privacy?
Seiten 85-95
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Sharing Data with Guaranteed Privacy
Seiten 96-108
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Distributed Support Vector Machines: An Overview
Seiten 109-138
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Inhaltsverzeichnis (21 Kapitel)
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Bibliografische Information
- Bibliographic Information
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- Buchtitel
- Solving Large Scale Learning Tasks. Challenges and Algorithms
- Buchuntertitel
- Essays Dedicated to Katharina Morik on the Occasion of Her 60th Birthday
- Herausgeber
-
- Stefan Michaelis
- Nico Piatkowski
- Marco Stolpe
- Titel der Buchreihe
- Lecture Notes in Artificial Intelligence
- Buchreihen Band
- 9580
- Copyright
- 2016
- Verlag
- Springer International Publishing
- Copyright Inhaber
- Springer International Publishing Switzerland
- eBook ISBN
- 978-3-319-41706-6
- DOI
- 10.1007/978-3-319-41706-6
- Softcover ISBN
- 978-3-319-41705-9
- Auflage
- 1
- Seitenzahl
- XIV, 387
- Anzahl der Bilder
- 73 schwarz-weiß Abbildungen
- Themen
