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Similarity Search and Applications : 13th International Conference, SISAP 2020, Copenhagen, Denmark, September 30 - October 2, 2020, Proceedings / edited by Shin'ichi Satoh, Lucia Vadicamo, Arthur Zimek, Fabio Carrara, Ilaria Bartolini, Martin Aumüller, Björn Þór Jónsson, Rasmus Pagh.
- Format:
- Book
- Series:
- Computer Science (SpringerNature-11645)
- LNCS sublibrary. Information systems and applications, incl. Internet/Web, and HCI ; SL 3, 12440
- Information Systems and Applications, incl. Internet/Web, and HCI ; 12440
- Language:
- English
- Subjects (All):
- Information storage and retrieval systems.
- Artificial intelligence.
- Application software.
- Database management.
- Data mining.
- Computer science-Mathematics.
- Information Storage and Retrieval.
- Artificial Intelligence.
- Computer and Information Systems Applications.
- Database Management.
- Data Mining and Knowledge Discovery.
- Mathematics of Computing.
- Local Subjects:
- Information Storage and Retrieval.
- Artificial Intelligence.
- Computer and Information Systems Applications.
- Database Management.
- Data Mining and Knowledge Discovery.
- Mathematics of Computing.
- Physical Description:
- 1 online resource (XIX, 414 pages) : 210 illustrations, 104 illustrations in color.
- Edition:
- 1st ed. 2020.
- Contained In:
- Springer Nature eBook
- Place of Publication:
- Cham : Springer International Publishing : Imprint: Springer, 2020.
- System Details:
- text file PDF
- Summary:
- This book constitutes the refereed proceedings of the 13th International Conference on Similarity Search and Applications, SISAP 2020, held in Copenhagen, Denmark, in September/October 2020. The conference was held virtually due to the COVID-19 pandemic. The 19 full papers presented together with 12 short and 2 doctoral symposium papers were carefully reviewed and selected from 50 submissions. The papers are organized in topical sections named: scalable similarity search; similarity measures, search, and indexing; high-dimensional data and intrinsic dimensionality; clustering; artificial intelligence and similarity; demo and position papers; and doctoral symposium.
- Contents:
- Scalable Similarity Search
- Accelerating Metric Filtering by Improving Bounds on Estimated Distances
- Differentially Private Sketches for Jaccard Similarity Estimation
- Pivot Selection for Narrow Sketches by Optimization Algorithms
- mmLSH: A Practical and Efficient Technique for Processing Approximate Nearest Neighbor Queries on Multimedia Data
- Parallelizing Filter-Verification based Exact Set Similarity Joins on Multicores
- Similarity Search with Tensor Core Units
- On the Problem of p1 in Locality-Sensitive Hashing
- Similarity Measures, Search, and Indexing
- Confirmation Sampling for Exact Nearest Neighbor Search
- Optimal Metric Search Is Equivalent to the Minimum Dominating Set Problem
- Metrics and Ambits and Sprawls, Oh My: Another Tutorial on Metric Indexing
- Some branches may bear rotten fruits: Diversity browsing VP-Trees
- Continuous Similarity Search for Evolving Database
- Taking advantage of highly-correlated attributes in similarity queries with missing values
- Similarity Between Points in Metric Measure Spaces
- High-dimensional Data and Intrinsic Dimensionality
- GTT: Guiding the Tensor Train Decomposition
- Noise Adaptive Tensor Train Decomposition for Low-Rank Embedding of Noisy Data
- ABID: Angle Based Intrinsic Dimensionality
- Sampled Angles in High-Dimensional Spaces
- Local Intrinsic Dimensionality III: Density and Similarity
- Analysing Indexability of Intrinsically High-dimensional Data using TriGen
- Reverse k-Nearest Neighbors Centrality Measures and Local Intrinsic Dimension
- Clustering
- BETULA: Numerically Stable CF-Trees for BIRCH Clustering
- Using a Set of Triangle Inequalities to Accelerate K-means Clustering
- Angle-Based Clustering
- Artificial Intelligence and Similarity
- Improving Locality Sensitive Hashing by Efficiently Finding Projected Nearest Neighbors
- SIR: Similar Image Retrieval for Product Search in E-Commerce
- Cross-Resolution deep features based Image Search
- Learning Distance Estimators from Pivoted Embeddings of Metric Objects
- Demo and Position Papers
- Visualizer of Dataset Similarity using Knowledge Graph
- vitrivr-explore: Guided Multimedia Collection Exploration for Ad-hoc Video Search
- Running experiments with confidence and sanity
- Doctoral Symposium
- Temporal Similarity of Trajectories in Graphs
- Relational Visual-Textual Information Retrieval.
- Other Format:
- Printed edition:
- ISBN:
- 978-3-030-60936-8
- 9783030609368
- Access Restriction:
- Restricted for use by site license.
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