Statistical profile estimation in database systems
ACM Computing Surveys (CSUR)
SIGMOD '95 Proceedings of the 1995 ACM SIGMOD international conference on Management of data
A cost model for nearest neighbor search in high-dimensional data space
PODS '97 Proceedings of the sixteenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
A cost model for similarity queries in metric spaces
PODS '98 Proceedings of the seventeenth ACM SIGACT-SIGMOD-SIGART symposium on Principles of database systems
MULTIMEDIA '98 Proceedings of the sixth ACM international conference on Multimedia
An optimal algorithm for approximate nearest neighbor searching fixed dimensions
Journal of the ACM (JACM)
Density-based indexing for approximate nearest-neighbor queries
KDD '99 Proceedings of the fifth ACM SIGKDD international conference on Knowledge discovery and data mining
R-trees: a dynamic index structure for spatial searching
SIGMOD '84 Proceedings of the 1984 ACM SIGMOD international conference on Management of data
Clustering for Approximate Similarity Search in High-Dimensional Spaces
IEEE Transactions on Knowledge and Data Engineering
Probabilistic proximity search: fighting the curse of dimensionality in metric spaces
Information Processing Letters
VQ-index: an index structure for similarity searching in multimedia databases
Proceedings of the tenth ACM international conference on Multimedia
Approximate Nearest Neighbor Searching in Multimedia Databases
Proceedings of the 17th International Conference on Data Engineering
Proceedings of the 17th International Conference on Data Engineering
M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
VLDB '98 Proceedings of the 24rd International Conference on Very Large Data Bases
Similarity Search in High Dimensions via Hashing
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
What Is the Nearest Neighbor in High Dimensional Spaces?
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Contrast Plots and P-Sphere Trees: Space vs. Time in Nearest Neighbour Searches
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
FeedbackBypass: A New Approach to Interactive Similarity Query Processing
Proceedings of the 27th International Conference on Very Large Data Bases
Efficient User-Adaptable Similarity Search in Large Multimedia Databases
VLDB '97 Proceedings of the 23rd International Conference on Very Large Data Bases
Approximate Algorithms for Distance-Based Queries in High-Dimensional Data Spaces Using R-Trees
ADBIS '02 Proceedings of the 6th East European Conference on Advances in Databases and Information Systems
Fast Approximate Nearest-Neighbor Queries in Metric Feature Spaces by Buoy Indexing
VISUAL '02 Proceedings of the 5th International Conference on Recent Advances in Visual Information Systems
Region proximity in metric spaces and its use for approximate similarity search
ACM Transactions on Information Systems (TOIS)
Approximate similarity retrieval with M-trees
The VLDB Journal — The International Journal on Very Large Data Bases
IEEE Transactions on Knowledge and Data Engineering
ICDE '00 Proceedings of the 16th International Conference on Data Engineering
SIAM Journal on Discrete Mathematics
Approximate searches: k-neighbors + precision
CIKM '03 Proceedings of the twelfth international conference on Information and knowledge management
Index-driven similarity search in metric spaces (Survey Article)
ACM Transactions on Database Systems (TODS)
Probabilistic proximity searching algorithms based on compact partitions
Journal of Discrete Algorithms - SPIRE 2002
Antipole Tree Indexing to Support Range Search and K-Nearest Neighbor Search in Metric Spaces
IEEE Transactions on Knowledge and Data Engineering
Utilizing Indexes for Approximate and On-Line Nearest Neighbor Queries
IDEAS '05 Proceedings of the 9th International Database Engineering & Application Symposium
Genetic algorithms for approximate similarity queries
Data & Knowledge Engineering
Unified framework for fast exact and approximate search in dissimilarity spaces
ACM Transactions on Database Systems (TODS)
The Many Facets of Approximate Similarity Search
SISAP '08 Proceedings of the First International Workshop on Similarity Search and Applications (sisap 2008)
Anytime K-Nearest Neighbor Search for Database Applications
SISAP '08 Proceedings of the First International Workshop on Similarity Search and Applications (sisap 2008)
Effective Proximity Retrieval by Ordering Permutations
IEEE Transactions on Pattern Analysis and Machine Intelligence
Proximity searching in high dimensional spaces with a proximity preserving order
MICAI'05 Proceedings of the 4th Mexican international conference on Advances in Artificial Intelligence
MetricMap: an embedding technique for processing distance-based queries in metric spaces
IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics
Speeding up spatial approximation search in metric spaces
Journal of Experimental Algorithmics (JEA)
Indexing inexact proximity search with distance regression in pivot space
Proceedings of the Third International Conference on SImilarity Search and APplications
On locality sensitive hashing in metric spaces
Proceedings of the Third International Conference on SImilarity Search and APplications
Approximate and probabilistic methods
SIGSPATIAL Special
Navigating k-nearest neighbor graphs to solve nearest neighbor searches
MCPR'10 Proceedings of the 2nd Mexican conference on Pattern recognition: Advances in pattern recognition
Succinct nearest neighbor search
Proceedings of the Fourth International Conference on SImilarity Search and APplications
Stabilizing the recall in similarity search
Proceedings of the Fourth International Conference on SImilarity Search and APplications
Versatile probability-based indexing for approximate similarity search
Proceedings of the Fourth International Conference on SImilarity Search and APplications
Use of permutation prefixes for efficient and scalable approximate similarity search
Information Processing and Management: an International Journal
Polyphasic metric index: reaching the practical limits of proximity searching
SISAP'12 Proceedings of the 5th international conference on Similarity Search and Applications
Parallel approaches to permutation-based indexing using inverted files
SISAP'12 Proceedings of the 5th international conference on Similarity Search and Applications
Distributed media indexing based on MPI and MapReduce
Multimedia Tools and Applications
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We review the major paradigms for approximate similarity queries and propose a classification schema that easily allows existing approaches to be compared along several independent coordinates. Then, we discuss the impact that scheduling of index nodes can have on performance and show that, unlike exact similarity queries, no provable optimal scheduling strategy exists for approximate queries. On the positive side, we show that optimal-on-the-average schedules are well-defined and that their performance is indeed the best among practical schedules.