Titlebook: Similarity Search and Applications; 17th International C Edgar Chávez,Benjamin Kimia,Jan Sedmidubsky Conference proceedings 2025 The Editor

dainty

Towards Personalized Similarity Search for Vector Databasesta to produce and manage large collections of high-dimensional vectors. Processing of such data is only possible by using a similarity function for storage, structure, and retrieval. However, if multiple users access the collection, their views on similarity can differ as similarity, in general, is

CURB

Information Dissimilarity Measures in Decentralized Knowledge Distillation: A Comparative Analysis model. Although initially developed for model compression, it has found applications across various domains due to the benefits of its knowledge transfer mechanism. While Cross Entropy (CE) and Kullback-Leibler (KL) are commonly used in KD, this work investigates the applicability of loss functions

缺陷

An Empirical Evaluation of Search Strategies for Locality-Sensitive Hashing: Lookup, Voting, and Nately on partitioning the metric space. To find the approximate nearest neighbors of a query point, a candidate set is constructed based on the points that belong to the same part in the partition, and the closest points among these candidates are identified via a bruteforce search. Hyvönen et al. (JM

不透明性

细胞学

A Topological Evaluation Model for Manifold Learning and Embedding Techniquestion, possibly with the hope of circumventing the curse of dimensionality. Low-dimensional data may then be the basis for further processing, such as clustering or learning. It is therefore critical that the reduced data representation is faithful to the information contained in the original data. M

舔食

TERRA

使混合

Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Oututlier. However, these scores are often not comparable across algorithms and can be difficult for humans to interpret. Statistical scaling addresses this problem by transforming outlier scores into outlier probabilities without using ground-truth labels, thereby improving interpretability and compar

integral

indubitable

Conference proceedings 2025ence, RI, USA, during November 4–6, 2024...The 13 full papers, 7 short papers and 4 Indexing Challenge papers included in this book were carefully reviewed and selected from 32 submissions. They focus on efficient similarity search methods addressing the challenges of exploring similar items and man