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Similarity Search and Applications

15th International Conference, SISAP 2022, Bologna, Italy, October 5–7, 2022, Proceedings

  • Conference proceedings
  • © 2022

Overview

Editors:
  1. Tomáš Skopal

    1. Charles University, Prague, Czech Republic

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  2. Fabrizio Falchi

    1. ISTI-CNR, Pisa, Italy

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  3. Jakub Lokoč

    1. Charles University, Prague, Czech Republic

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  4. Maria Luisa Sapino

    1. University of Torino, Torino, Italy

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  5. Ilaria Bartolini

    1. University of Bologna, Bologna, Italy

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  6. Marco Patella

    1. University of Bologna, Bologna, Italy

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Part of the book series: Lecture Notes in Computer Science (LNCS, volume 13590)

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Conference proceedings info: SISAP 2022.

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About this book

This book constitutes the refereed proceedings of the 15th International Conference on Similarity Search and Applications, SISAP 2022, held in Bologna, Italy in October 2022.

SISAP 2022 is an annual international conference for researchers focusing on similarity search challenges and related theoretical/practical problems, as well as the design of content-based similarity search applications. The 15 full papers presented together with 8 short and 2 doctoral symposium papers were carefully reviewed and selected from 34 submissions. They were organized in topical sections as follows: Applications; Foundations; Indexing and Clustering; Learning; Doctoral Symposium.


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Table of contents (25 papers)

  1. Front Matter

    Pages i-xi
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  2. Applications

    1. Front Matter

      Pages 1-1
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    2. Numerical Data Imputation: Choose kNN over Deep Learning

      • Florian Lalande, Kenji Doya
      Pages 3-10

    3. COSINER: COntext SImilarity data augmentation for Named Entity Recognition

      • Ilaria Bartolini, Vincenzo Moscato, Marco Postiglione, Giancarlo Sperlì, Andrea Vignali
      Pages 11-24

    4. An Application of Learned Multi-modal Product Similarity to E-Commerce

      • My Hong Le, Alexander Hinneburg
      Pages 25-39

    5. Deep Vision-Language Model for Efficient Multi-modal Similarity Search in Fashion Retrieval

      • Gianluca Moro, Stefano Salvatori
      Pages 40-53

    6. Stable Anchors for Matching Unlabelled Point Clouds

      • Ubaldo Ruiz, Stephane Marchand-Maillet, Edgar Chavez
      Pages 54-63

    7. Visual Exploration of Human Motion Data

      • Petra Budikova, Daniel Klepac, David Rusnak, Milan Slovak
      Pages 64-71

  3. Foundations

    1. Front Matter

      Pages 73-73
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    2. On Projections to Linear Subspaces

      • Erik Thordsen, Erich Schubert
      Pages 75-88

    3. Concept of Relational Similarity Search

      • Vladimir Mic, Pavel Zezula
      Pages 89-103

    4. On the Expected Exclusion Power of Binary Partitions for Metric Search

      • Lucia Vadicamo, Alan Dearle, Richard Connor
      Pages 104-117

    5. Similarity Search with the Distance Density Model

      • Markéta Křenková, Vladimir Mic, Pavel Zezula
      Pages 118-132

    6. Generalized Relative Neighborhood Graph (GRNG) for Similarity Search

      • Cole Foster, Berk Sevilmis, Benjamin Kimia
      Pages 133-149

    7. A Ptolemaic Partitioning Mechanism

      • Richard Connor
      Pages 150-163

    8. HubHSP Graph: Effective Data Sampling for Pivot-Based Representation Strategies

      • Stephane Marchand-Maillet, Edgar Chávez
      Pages 164-177

  4. Indexing and Clustering

    1. Front Matter

      Pages 179-179
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    2. Graph Edit Distance Compacted Search Tree

      • Ibrahim Chegrane, Imane Hocine, Saïd Yahiaoui, Ahcene Bendjoudi, Nadia Nouali-Taboudjemat
      Pages 181-189

    3. Clustering by Direct Optimization of the Medoid Silhouette

      • Lars Lenssen, Erich Schubert
      Pages 190-204

    4. Automatic Indexing for Similarity Search in ELKI

      • Erich Schubert
      Pages 205-213
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Other volumes

  1. Similarity Search and Applications

Editors and Affiliations

  • Charles University, Prague, Czech Republic

    Tomáš Skopal, Jakub Lokoč

  • ISTI-CNR, Pisa, Italy

    Fabrizio Falchi

  • University of Torino, Torino, Italy

    Maria Luisa Sapino

  • University of Bologna, Bologna, Italy

    Ilaria Bartolini, Marco Patella

Bibliographic Information

  • Book Title: Similarity Search and Applications

  • Book Subtitle: 15th International Conference, SISAP 2022, Bologna, Italy, October 5–7, 2022, Proceedings

  • Editors: Tomáš Skopal, Fabrizio Falchi, Jakub Lokoč, Maria Luisa Sapino, Ilaria Bartolini, Marco Patella

  • Series Title: Lecture Notes in Computer Science

  • DOI: https://doi.org/10.1007/978-3-031-17849-8

  • Publisher: Springer Cham

  • eBook Packages: Computer Science, Computer Science (R0)

  • Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2022

  • Softcover ISBN: 978-3-031-17848-1Published: 29 September 2022

  • eBook ISBN: 978-3-031-17849-8Published: 27 September 2022

  • Series ISSN: 0302-9743

  • Series E-ISSN: 1611-3349

  • Edition Number: 1

  • Number of Pages: XI, 305

  • Number of Illustrations: 13 b/w illustrations, 84 illustrations in colour

  • Topics: Information Storage and Retrieval

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