Similarity Search and Applications : 15th International Conference, SISAP 2022, Bologna, Italy, October 5–7, 2022, Proceedings / edited by Tomáš Skopal, Fabrizio Falchi, Jakub Lokoč, Maria Luisa Sapino, Ilaria Bartolini, Marco Patella.

Format:

Book

Author/Creator:

Skopal, Tomas, author.

Series:

Lecture Notes in Computer Science, 1611-3349 ; 13590

Language:

English

Subjects (All):

Information storage and retrieval systems.

Information Storage and Retrieval.

Local Subjects:

Information Storage and Retrieval.

Physical Description:

1 online resource (310 pages)

Edition:

1st ed. 2022.

Place of Publication:

Cham : Springer International Publishing : Imprint: Springer, 2022.

Summary:

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.

Contents:

Applications

Numerical Data Imputation: Choose KNN over Deep Learning

COSINER: COntext SImilarity data augmentation for Named Entity Recognition

An Application of Learned Multi-Modal Product Similarity to e-Commerce

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

Stable Anchors for Matching Unlabelled Point Clouds

Visual Exploration of Human Motion Data

Foundations

On Projections to Linear Subspaces

Concept of Relational Similarity Search

On the Expected Exclusion Power of Binary Partitions for Metric Search

Similarity Search with the Distance Density Model

Generalized Relative Neighborhood Graph (GRNG) for Similarity Search

A Ptolemaic Partitioning Mechanism

HubHSP graph: effective data sampling for pivot-based representation strategies

Indexing and Clustering

Compacted search tree for graph edit distance computation

Clustering by Direct Optimization of the Medoid Silhouette

Automatic Indexing for Similarity Search in ELKI

Approximate Nearest Neighbor Search on Standard Search Engines

Evaluation of LID-Aware Graph Embedding Methods for Node Clustering

Similarity-based Unsupervised Evaluation of Outlier Detection

Learning

FastHebb: Scaling Hebbian Training of Deep Neural Networks to ImageNet Level

Causal Disentanglement with Network Information for Debiased Recommendations

Self-supervised Information Retrieval Trained from Self-generated Sets of Queries and Relevant Documents

Doctoral Symposium

Discovering Knowledge Graphs Via Attention-Driven Graph Generation

Visual Recommendation and Visual Search for Fashion e-commerce.

Other Format:

Print version: Skopal, Tomás Similarity Search and Applications

ISBN:

3-031-17849-1