Books in our Library

Updated on 07 July, 2022. Sorted descending by year.

Editor(s): Benois-Pineau, Jenny and Zemmari, Akka, "Multi-faceted Deep Learning", 2021 pp. 316. Springer. Category: Artificial Intelligence. Where: Favoritenstraße 9-11, 5th floor, HC-05-04 (Kitchen).

[Abstract] [BibTeX]

Abstract: This book covers a large set of methods in the field of Artificial Intelligence - Deep Learning applied to real-world problems. The fundamentals of the Deep Learning approach and different types of Deep Neural Networks (DNNs) are first summarized in this book, which offers a comprehensive preamble for further problem–oriented chapters. The most interesting and open problems of machine learning in the framework of Deep Learning are discussed in this book and solutions are proposed. This book illustrates how to implement the zero-shot learning with Deep Neural Network Classifiers, which require a large amount of training data. The lack of annotated training data naturally pushes the researchers to implement low supervision algorithms. Metric learning is a long-term research but in the framework of Deep Learning approaches, it gets freshness and originality. Fine-grained classification with a low inter-class variability is a difficult problem for any classification tasks. This book presents how it is solved, by using different modalities and attention mechanisms in 3D convolutional networks. Researchers focused on Machine Learning, Deep learning, Multimedia and Computer Vision will want to buy this book. Advanced level students studying computer science within these topic areas will also find this book useful.

BibTeX:

@book{Benois-Pineau21,,
  editor = {Jenny Benois-Pineau and Akka Zemmari},
  title = {Multi-faceted Deep Learning},
  publisher = {Springer},
  year = {2021},
  pages = {316},
  keywords = {Artificial Intelligence},
  id = {SIGNATUR=2021-20843},
  place = {Favoritenstraße 9-11, 5th floor, HC-05-04 (Kitchen)}
}

Editor(s): Marfil, Rebeca and Calderó, Mariletty and n and del R\io, Fernando D\iaz and Real, Pedro and Bandera, Antonio, "Computational Topology in Image Context - 7th International Workshop, CTIC 2019, Málaga, Spain, January 24-25, 2019, Proceedings", 2019 Vol. 11382 Springer. Category: Proceedings. Where: Favoritenstraße 9-11, 5th floor, HG-05-02 (Library).

[BibTeX] [DOI] [URL]

BibTeX:

@proceedings{CTIC-2019,,
  editor = {Rebeca Marfil and Mariletty Calderón and Fernando D\iaz del R\io and Pedro Real and Antonio Bandera},
  title = {Computational Topology in Image Context - 7th International Workshop, CTIC 2019, Málaga, Spain, January 24-25, 2019, Proceedings},
  publisher = {Springer},
  year = {2019},
  volume = {11382},
  url = {https://doi.org/10.1007/978-3-030-10828-1},
  doi = {10.1007/978-3-030-10828-1},
  keywords = {Proceedings},
  id = {Donation of Walter Kropatsch},
  place = {Favoritenstraße 9-11, 5th floor, HG-05-02 (Library)}
}

Editor(s): Couprie, Michel and Cousty, Jean and Kenmochi, Yukiko and Mustafa, Nabil H., "Discrete Geometry for Computer Imagery - 21st IAPR International Conference, DGCI 2019, Marne-la-Vallée, France, March 26-28, 2019, Proceedings", 2019 Vol. 11414 Springer. Category: Proceedings. Where: Favoritenstraße 9-11, 5th floor, HG-05-02 (Library).

[BibTeX] [DOI] [URL]

BibTeX:

@proceedings{DGCI-2019,,
  editor = {Michel Couprie and Jean Cousty and Yukiko Kenmochi and Nabil H. Mustafa},
  title = {Discrete Geometry for Computer Imagery - 21st IAPR International Conference, DGCI 2019, Marne-la-Vallée, France, March 26-28, 2019, Proceedings},
  publisher = {Springer},
  year = {2019},
  volume = {11414},
  url = {https://doi.org/10.1007/978-3-030-14085-4},
  doi = {10.1007/978-3-030-14085-4},
  keywords = {Proceedings},
  id = {Donation of Walter Kropatsch},
  place = {Favoritenstraße 9-11, 5th floor, HG-05-02 (Library)}
}

Editor(s): Conte, Donatello and Ramel, Jean-Yves and Foggia, Pasquale, "Graph-Based Representations in Pattern Recognition - 12th IAPR-TC-15 International Workshop, GbRPR 2019, Tours, France, June 19-21, 2019, Proceedings", 2019 Vol. 11510 Springer. Category: Proceedings. Where: Favoritenstraße 9-11, 5th floor, HG-05-02 (Library).

[BibTeX] [DOI] [URL]

BibTeX:

@proceedings{GBRPR-2019,,
  editor = {Donatello Conte and Jean-Yves Ramel and Pasquale Foggia},
  title = {Graph-Based Representations in Pattern Recognition - 12th IAPR-TC-15 International Workshop, GbRPR 2019, Tours, France, June 19-21, 2019, Proceedings},
  publisher = {Springer},
  year = {2019},
  volume = {11510},
  url = {https://doi.org/10.1007/978-3-030-20081-7},
  doi = {10.1007/978-3-030-20081-7},
  keywords = {Proceedings},
  id = {Donation of Walter Kropatsch},
  place = {Favoritenstraße 9-11, 5th floor, HG-05-02 (Library)}
}

Dimitri Volchenkov, "Grammar of Complexity, from mathematics to a suitable world", 2018 World Scientific. Category: Topology and Graphs. Where: Favoritenstraße 9-11, 5th floor, HG-05-02 (Library).