LEADER 05037nam 22007215 450 001 9910983350103321 005 20241025125739.0 010 $a3-031-75823-4 024 7 $a10.1007/978-3-031-75823-2 035 $a(MiAaPQ)EBC31740239 035 $a(Au-PeEL)EBL31740239 035 $a(CKB)36393453400041 035 $a(DE-He213)978-3-031-75823-2 035 $a(OCoLC)1465266815 035 $a(EXLCZ)9936393453400041 100 $a20241025d2025 u| 0 101 0 $aeng 135 $aurcnu|||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aSimilarity Search and Applications $e17th International Conference, SISAP 2024, Providence, RI, USA, November 4?6, 2024, Proceedings /$fedited by Edgar Chávez, Benjamin Kimia, Jakub Loko?, Marco Patella, Jan Sedmidubsky 205 $a1st ed. 2025. 210 1$aCham :$cSpringer Nature Switzerland :$cImprint: Springer,$d2025. 215 $a1 online resource (314 pages) 225 1 $aLecture Notes in Computer Science,$x1611-3349 ;$v15268 311 08$a3-031-75822-6 327 $a -- Research Track. -- An Efficient Framework for Approximate Nearest Neighbor Search on High-dimensional Multi-metric Data. -- REHAB24-6: Physical Therapy Dataset for Analyzing Pose Estimation Methods. -- ETDD70: Eye-Tracking Dataset for Classification of Dyslexia using AI-based Methods. -- Demonstrating the Efficacy of Polyadic Queries. -- Scalable Polyadic Queries. -- A Dynamic Evaluation Metric for Feature Selection. -- Personalized Similarity Models for Evaluating Rehabilitation Exercises from Monocular Videos. -- Impact of the Neighborhood Parameter on Outlier Detection Algorithms. -- Optimizing CLIP Models for Image Retrieval with Maintained Joint-Embedding Alignment. -- Bayesian Estimation Approaches for Local Intrinsic Dimensionality. -- Towards Personalized Similarity Search for Vector Databases. -- Information Dissimilarity Measures in Decentralized Knowledge Distillation: A Comparative Analysis. -- An Empirical Evaluation of Search Strategies for Locality-Sensitive Hashing: Lookup, Voting, and Natural Classifier Search. -- On the Design of Scalable Outlier Detection Methods using Approximate Nearest Neighbor Graphs. -- A Topological Evaluation Model for Manifold Learning and Embedding Techniques. -- Local Intrinsic Dimensionality and the Convergence Order of Fixed-Point Iteration. -- Identifying Propagating Signals with Spatio-Temporal Clustering in Multivariate Time Series. -- Robust Statistical Scaling of Outlier Scores: Improving the Quality of Outlier Probabilities for Outliers. -- Advancing the PAM Algorithm to Semi-Supervised k-Medoids Clustering. -- Hierarchical Clustering without Pairwise Distances by Incremental Similarity Search. -- Indexing Challenge. -- Overview of the SISAP 2024 Indexing Challenge. -- Scaling Learned Metric Index to 100M Datasets. -- Grouping Sketches to Index High-Dimensional Data in a Resource Limited Setting. -- Adapting the Exploration Graph for high throughput in low recall regimes. -- Top-Down Construction of Locally Monotonic Graphs for Similarity Search. 330 $aThis book constitutes the refereed proceedings of the 17th International Conference on Similarity Search and Applications, SISAP 2024, held in Providence, RI, USA, during November 4?6, 2024. The 13 full papers, 7 short papers and 4 Indexing Challenge papers included in this book were carefully reviewed and selected from 32 submissions. They focus on efficient similarity search methods addressing the challenges of exploring similar items and managing vast machine-learning data sets efficiently. . 410 0$aLecture Notes in Computer Science,$x1611-3349 ;$v15268 606 $aInformation storage and retrieval systems 606 $aDatabase management 606 $aData mining 606 $aMachine learning 606 $aApplication software 606 $aInformation Storage and Retrieval 606 $aDatabase Management 606 $aData Mining and Knowledge Discovery 606 $aMachine Learning 606 $aComputer and Information Systems Applications 615 0$aInformation storage and retrieval systems. 615 0$aDatabase management. 615 0$aData mining. 615 0$aMachine learning. 615 0$aApplication software. 615 14$aInformation Storage and Retrieval. 615 24$aDatabase Management. 615 24$aData Mining and Knowledge Discovery. 615 24$aMachine Learning. 615 24$aComputer and Information Systems Applications. 676 $a025.04 700 $aChávez$b Edgar$01014258 701 $aKimia$b Benjamin$01785258 701 $aLoko?$b Jakub$01785259 701 $aPatella$b Marco$01785260 701 $aSedmidubsky$b Jan$01785261 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910983350103321 996 $aSimilarity Search and Applications$94316842 997 $aUNINA