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(Top)
| https://en.wikipedia.org/wiki/Locality-sensitive_hash |
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1
Definitions
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Definitions |
|
1.1
LSH with respect to a similarity measure
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#LSH_with_respect_to_a_similarity_measure |
|
1.2
Amplification
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Amplification |
|
2
Applications
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Applications |
|
3
Methods
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Methods |
|
3.1
Bit sampling for Hamming distance
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Bit_sampling_for_Hamming_distance |
|
3.2
Min-wise independent permutations
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Min-wise_independent_permutations |
|
3.3
Open source methods
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Open_source_methods |
|
3.3.1
Nilsimsa Hash
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Nilsimsa_Hash |
|
3.3.2
TLSH
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#TLSH |
|
3.4
Random projection
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Random_projection |
|
3.5
Stable distributions
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Stable_distributions |
|
3.6
Semantic hashing
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Semantic_hashing |
|
4
Algorithm for nearest neighbor search
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Algorithm_for_nearest_neighbor_search |
|
4.1
Finding nearest neighbor without fixed dimensionality
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Finding_nearest_neighbor_without_fixed_dimensionality |
|
4.2
Improvements
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Improvements |
|
5
See also
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#See_also |
|
6
References
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#References |
|
7
Further reading
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#Further_reading |
|
8
External links
| https://en.wikipedia.org/wiki/Locality-sensitive_hash#External_links |
| Català | https://ca.wikipedia.org/wiki/Hashing_sensible_a_la_localitat |
| Français | https://fr.wikipedia.org/wiki/Locality_sensitive_hashing |
| Italiano | https://it.wikipedia.org/wiki/Locality-sensitive_hashing |
| 日本語 | https://ja.wikipedia.org/wiki/%E5%B1%80%E6%89%80%E6%80%A7%E9%8B%AD%E6%95%8F%E5%9E%8B%E3%83%8F%E3%83%83%E3%82%B7%E3%83%A5 |
| Português | https://pt.wikipedia.org/wiki/Hashing_sens%C3%ADvel_%C3%A0_localidade |
| Русский | https://ru.wikipedia.org/wiki/Locality-sensitive_hashing |
| Edit links | https://www.wikidata.org/wiki/Special:EntityPage/Q1625299#sitelinks-wikipedia |
| Article | https://en.wikipedia.org/wiki/Locality-sensitive_hashing |
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| Read | https://en.wikipedia.org/wiki/Locality-sensitive_hashing |
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| View history | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=history |
| What links here | https://en.wikipedia.org/wiki/Special:WhatLinksHere/Locality-sensitive_hashing |
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| Cite this page | https://en.wikipedia.org/w/index.php?title=Special:CiteThisPage&page=Locality-sensitive_hashing&id=1332698877&wpFormIdentifier=titleform |
| Get shortened URL | https://en.wikipedia.org/w/index.php?title=Special:UrlShortener&url=https%3A%2F%2Fen.wikipedia.org%2Fwiki%2FLocality-sensitive_hashing |
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| Printable version | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&printable=yes |
| Wikidata item | https://www.wikidata.org/wiki/Special:EntityPage/Q1625299 |
| Locality-sensitive hash | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hash&redirect=no |
| computer science | https://en.wikipedia.org/wiki/Computer_science |
| fuzzy hashing | https://en.wikipedia.org/wiki/Fuzzy_hashing |
| [1] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-MOMD-1 |
| [1] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-MOMD-1 |
| data clustering | https://en.wikipedia.org/wiki/Cluster_analysis |
| nearest neighbor search | https://en.wikipedia.org/wiki/Nearest_neighbor_search |
| conventional hashing techniques | https://en.wikipedia.org/wiki/Hash_function |
| hash collisions | https://en.wikipedia.org/wiki/Hash_collision |
| reduce the dimensionality | https://en.wikipedia.org/wiki/Dimension_reduction |
| nearest-neighbor search | https://en.wikipedia.org/wiki/Nearest-neighbor_search |
| [2] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-2 |
| [3] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-3 |
| data pipelining | https://en.wikipedia.org/wiki/Pipeline_(computing) |
| massively parallel | https://en.wikipedia.org/wiki/Parallel_RAM |
| randomized routing | https://en.wikipedia.org/wiki/Routing#Path_selection |
| universal hashing | https://en.wikipedia.org/wiki/Universal_hashing |
| contention | https://en.wikipedia.org/wiki/Resource_contention |
| network congestion | https://en.wikipedia.org/wiki/Network_congestion |
| [4] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Chin1991-4 |
| [5] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Chin1994-5 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=1 |
| [1] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-MOMD-1 |
| [6] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-GIM1999-6 |
| [7] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-IndykMotwani98-7 |
| metric space | https://en.wikipedia.org/wiki/Metric_space |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=2 |
| [8] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Charikar2002-8 |
| hash functions | https://en.wikipedia.org/wiki/Hash_function |
| probability distribution | https://en.wikipedia.org/wiki/Probability_distribution |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=3 |
| [1] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-MOMD-1 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=4 |
| [9] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-9 |
| Hierarchical clustering | https://en.wikipedia.org/wiki/Hierarchical_clustering |
| [10] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-10 |
| [11] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-11 |
| Genome-wide association study | https://en.wikipedia.org/wiki/Genome-wide_association_study |
| [12] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-12 |
| VisualRank | https://en.wikipedia.org/wiki/VisualRank |
| Gene expression | https://en.wikipedia.org/wiki/Gene_expression |
| citation needed | https://en.wikipedia.org/wiki/Wikipedia:Citation_needed |
| Audio similarity | https://en.wikipedia.org/wiki/Audio_similarity |
| Nearest neighbor search | https://en.wikipedia.org/wiki/Nearest_neighbor_search |
| Audio fingerprint | https://en.wikipedia.org/wiki/Audio_fingerprint |
| [13] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-13 |
| Digital video fingerprinting | https://en.wikipedia.org/wiki/Digital_video_fingerprinting |
| [14] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-14 |
| Shared memory | https://en.wikipedia.org/wiki/Shared_memory |
| parallel computing | https://en.wikipedia.org/wiki/Parallel_computing |
| [4] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Chin1991-4 |
| [5] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Chin1994-5 |
| [15] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-15 |
| [16] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-16 |
| [17] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-17 |
| [18] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-TLSH-18 |
| Machine learning | https://en.wikipedia.org/wiki/Machine_learning |
| [19] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-NL-19 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=5 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=6 |
| [7] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-IndykMotwani98-7 |
| Hamming distance | https://en.wikipedia.org/wiki/Hamming_distance |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=7 |
| MinHash | https://en.wikipedia.org/wiki/MinHash |
| Jaccard index | https://en.wikipedia.org/wiki/Jaccard_index |
| uniform distribution | https://en.wikipedia.org/wiki/Discrete_uniform_distribution |
| symmetric group | https://en.wikipedia.org/wiki/Symmetric_group |
| random permutation | https://en.wikipedia.org/wiki/Random_permutation |
| [20] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Broder1998-20 |
| [21] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-21 |
| [22] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Matousek2002-22 |
| [23] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Saks2000-23 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=8 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=9 |
| Nilsimsa Hash | https://en.wikipedia.org/wiki/Nilsimsa_Hash |
| anti-spam | https://en.wikipedia.org/wiki/Anti-spam_techniques |
| [24] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-24 |
| [25] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-25 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=10 |
| [18] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-TLSH-18 |
| open-source software | https://en.wikipedia.org/wiki/Open-source_software |
| [26] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-26 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=11 |
| Random projection | https://en.wikipedia.org/wiki/Random_projection |
| https://en.wikipedia.org/wiki/File:Cosine-distance.png |
| Moses Charikar | https://en.wikipedia.org/wiki/Moses_Charikar |
| [8] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Charikar2002-8 |
| SimHash | https://en.wikipedia.org/wiki/SimHash |
| [27] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Andoni2008-27 |
| cosine distance | https://en.wikipedia.org/wiki/Cosine_distance |
| max-cut | https://en.wikipedia.org/wiki/Maximum_cut |
| [8] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Charikar2002-8 |
| hyperplane | https://en.wikipedia.org/wiki/Hyperplane |
| [8] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Charikar2002-8 |
| [28] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-Goemans_Williamson_1995_pp._1115–1145-28 |
| cosine distance | https://en.wikipedia.org/wiki/Cosine_similarity#Cosine_Distance |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=12 |
| [29] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-DIIM04-29 |
| stable distribution | https://en.wikipedia.org/wiki/Stable_distribution |
| [30] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-PJA10-30 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=13 |
| semantic similarity | https://en.wikipedia.org/wiki/Semantic_similarity |
| [31] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-31 |
| artificial neural network | https://en.wikipedia.org/wiki/Artificial_neural_network |
| graphical model | https://en.wikipedia.org/wiki/Graphical_model |
| citation needed | https://en.wikipedia.org/wiki/Wikipedia:Citation_needed |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=14 |
| nearest neighbor search | https://en.wikipedia.org/wiki/Nearest_neighbor_search |
| hash functions | https://en.wikipedia.org/wiki/Hash_functions |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=15 |
| binary search | https://en.wikipedia.org/wiki/Binary_search |
| [32] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-32 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=16 |
| [33] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-33 |
| [34] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-34 |
| Jaccard similarity | https://en.wikipedia.org/wiki/Jaccard_similarity |
| [35] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-35 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=17 |
| Bloom filter | https://en.wikipedia.org/wiki/Bloom_filter |
| Curse of dimensionality | https://en.wikipedia.org/wiki/Curse_of_dimensionality |
| Feature hashing | https://en.wikipedia.org/wiki/Feature_hashing |
| Fourier-related transforms | https://en.wikipedia.org/wiki/Fourier-related_transforms |
| Geohash | https://en.wikipedia.org/wiki/Geohash |
| Multilinear subspace learning | https://en.wikipedia.org/wiki/Multilinear_subspace_learning |
| Principal component analysis | https://en.wikipedia.org/wiki/Principal_component_analysis |
| Random indexing | https://en.wikipedia.org/wiki/Random_indexing |
| [36] | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_note-36 |
| Rolling hash | https://en.wikipedia.org/wiki/Rolling_hash |
| Singular value decomposition | https://en.wikipedia.org/wiki/Singular_value_decomposition |
| Sparse distributed memory | https://en.wikipedia.org/wiki/Sparse_distributed_memory |
| Wavelet compression | https://en.wikipedia.org/wiki/Wavelet_compression |
| Locality of reference | https://en.wikipedia.org/wiki/Locality_of_reference |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=18 |
| a | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-MOMD_1-0 |
| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-MOMD_1-1 |
| c | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-MOMD_1-2 |
| d | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-MOMD_1-3 |
| Ullman, J. | https://en.wikipedia.org/wiki/Jeffrey_Ullman |
| "Mining of Massive Datasets, Ch. 3" | http://infolab.stanford.edu/~ullman/mmds.html |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-2 |
| Locality Preserving Hashing | https://ojs.aaai.org/index.php/AAAI/article/view/9133/8992 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-3 |
| Yang, Ming-Hsuan | https://en.wikipedia.org/wiki/Ming-Hsuan_Yang |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1109/ICIP.2014.7025604 | https://doi.org/10.1109%2FICIP.2014.7025604 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 978-1-4799-5751-4 | https://en.wikipedia.org/wiki/Special:BookSources/978-1-4799-5751-4 |
| ISSN | https://en.wikipedia.org/wiki/ISSN_(identifier) |
| 1522-4880 | https://search.worldcat.org/issn/1522-4880 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 8024458 | https://api.semanticscholar.org/CorpusID:8024458 |
| a | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Chin1991_4-0 |
| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Chin1991_4-1 |
| Complexity Issues in General Purpose Parallel Computing | https://perma.cc/E47H-WCVP |
| a | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Chin1994_5-0 |
| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Chin1994_5-1 |
| "Locality-Preserving Hash Functions for General Purpose Parallel Computation" | http://unclaw.com/chin/scholarship/hashfunctions.pdf |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1007/BF01185209 | https://doi.org/10.1007%2FBF01185209 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 18108051 | https://api.semanticscholar.org/CorpusID:18108051 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-GIM1999_6-0 |
| Indyk, P. | https://en.wikipedia.org/wiki/Piotr_Indyk |
| Motwani, R. | https://en.wikipedia.org/wiki/Rajeev_Motwani |
| "Similarity Search in High Dimensions via Hashing" | https://people.csail.mit.edu/indyk/vldb99.ps |
| a | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-IndykMotwani98_7-0 |
| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-IndykMotwani98_7-1 |
| Indyk, Piotr | https://en.wikipedia.org/wiki/Piotr_Indyk |
| Motwani, Rajeev | https://en.wikipedia.org/wiki/Rajeev_Motwani |
| "Approximate Nearest Neighbors: Towards Removing the Curse of Dimensionality." | https://people.csail.mit.edu/indyk/nndraft.ps |
| Proceedings of 30th Symposium on Theory of Computing | https://en.wikipedia.org/wiki/Symposium_on_Theory_of_Computing |
| a | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Charikar2002_8-0 |
| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Charikar2002_8-1 |
| c | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Charikar2002_8-2 |
| d | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Charikar2002_8-3 |
| Charikar, Moses S. | https://en.wikipedia.org/wiki/Moses_Charikar |
| CiteSeerX | https://en.wikipedia.org/wiki/CiteSeerX_(identifier) |
| 10.1.1.147.4064 | https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.147.4064 |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1145/509907.509965 | https://doi.org/10.1145%2F509907.509965 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 1-58113-495-9 | https://en.wikipedia.org/wiki/Special:BookSources/1-58113-495-9 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-9 |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1145/1242572.1242610 | https://doi.org/10.1145%2F1242572.1242610 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 9781595936547 | https://en.wikipedia.org/wiki/Special:BookSources/9781595936547 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 207163129 | https://api.semanticscholar.org/CorpusID:207163129 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-10 |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1007/s10115-006-0027-5 | https://doi.org/10.1007%2Fs10115-006-0027-5 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 4613827 | https://api.semanticscholar.org/CorpusID:4613827 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-11 |
| Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data | https://jyx.jyu.fi/bitstream/123456789/46537/1/cochezmousigmod15finalcameraready.pdf |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1145/2723372.2751521 | https://doi.org/10.1145%2F2723372.2751521 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 9781450327589 | https://en.wikipedia.org/wiki/Special:BookSources/9781450327589 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
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| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1093/bioinformatics/btq529 | https://doi.org/10.1093%2Fbioinformatics%2Fbtq529 |
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| 3493125 | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3493125 |
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| 20871107 | https://pubmed.ncbi.nlm.nih.gov/20871107 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-13 |
| dejavu - Audio fingerprinting and recognition in Python | https://github.com/worldveil/dejavu |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-14 |
| A Simple Introduction to Locality Sensitive Hashing (LSH) | https://www.iunera.com/kraken/fabric/locality-sensitive-hashing-lsh/#7-applications-of-lsh |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-15 |
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| 10.1007/s00778-018-0530-9 | https://doi.org/10.1007%2Fs00778-018-0530-9 |
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| 1903.03129 | https://arxiv.org/abs/1903.03129 |
| cs.DC | https://arxiv.org/archive/cs.DC |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-17 |
| "MONGOOSE: A Learnable LSH Framework for Efficient Neural Network Training" | https://openreview.net/forum?id=wWK7yXkULyh |
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| b | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-TLSH_18-1 |
| 2013 Fourth Cybercrime and Trustworthy Computing Workshop | https://www.academia.edu/7833902 |
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| 10.1109/CTC.2013.9 | https://doi.org/10.1109%2FCTC.2013.9 |
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| 978-1-4799-3076-0 | https://en.wikipedia.org/wiki/Special:BookSources/978-1-4799-3076-0 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-NL_19-0 |
| arXiv | https://en.wikipedia.org/wiki/ArXiv_(identifier) |
| 2404.05903 | https://arxiv.org/abs/2404.05903 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Broder1998_20-0 |
| Broder, A.Z. | https://en.wikipedia.org/wiki/Andrei_Broder |
| Charikar, M. | https://en.wikipedia.org/wiki/Moses_Charikar |
| Frieze, A.M. | https://en.wikipedia.org/wiki/Alan_M._Frieze |
| Mitzenmacher, M. | https://en.wikipedia.org/wiki/Michael_Mitzenmacher |
| "Min-wise independent permutations" | http://www.cs.princeton.edu/~moses/papers/minwise.ps |
| CiteSeerX | https://en.wikipedia.org/wiki/CiteSeerX_(identifier) |
| 10.1.1.409.9220 | https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.409.9220 |
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| 10.1145/276698.276781 | https://doi.org/10.1145%2F276698.276781 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-21 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Matousek2002_22-0 |
| Matoušek | https://en.wikipedia.org/wiki/Ji%C5%99%C3%AD_Matou%C5%A1ek_(mathematician) |
| "On Restricted Min-Wise Independence of Permutations" | http://citeseer.ist.psu.edu/689217.html |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Saks2000_23-0 |
| Saks, M. | https://en.wikipedia.org/wiki/Michael_Saks_(mathematician) |
| "Low discrepancy sets yield approximate min-wise independent permutation families" | http://citeseer.ist.psu.edu/saks99low.html |
| CiteSeerX | https://en.wikipedia.org/wiki/CiteSeerX_(identifier) |
| 10.1.1.20.8264 | https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.20.8264 |
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| 10.1016/S0020-0190(99)00163-5 | https://doi.org/10.1016%2FS0020-0190%2899%2900163-5 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-24 |
| "An Open Digest-based Technique for Spam Detection" | https://spdp.di.unimi.it/papers/pdcs04.pdf |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-25 |
| "TLSH - A Locality Sensitive Hash" | https://www.academia.edu/7833902 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-26 |
| "TLSH" | https://github.com/trendmicro/tlsh |
| GitHub | https://en.wikipedia.org/wiki/GitHub |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Andoni2008_27-0 |
| Indyk, P. | https://en.wikipedia.org/wiki/Piotr_Indyk |
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| 10.1.1.226.6905 | https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.226.6905 |
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| 10.1145/1327452.1327494 | https://doi.org/10.1145%2F1327452.1327494 |
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| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-Goemans_Williamson_1995_pp._1115–1145_28-0 |
| "Improved approximation algorithms for maximum cut and satisfiability problems using semidefinite programming" | https://doi.org/10.1145%2F227683.227684 |
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| 10.1145/227683.227684 | https://doi.org/10.1145%2F227683.227684 |
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| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-DIIM04_29-0 |
| Immorlica, N. | https://en.wikipedia.org/wiki/Nicole_Immorlica |
| Indyk, P. | https://en.wikipedia.org/wiki/Piotr_Indyk |
| "Locality-Sensitive Hashing Scheme Based on p-Stable Distributions" | http://theory.csail.mit.edu/~mirrokni/pstable.ps |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-PJA10_30-0 |
| "Locality sensitive hashing: A comparison of hash function types and querying mechanisms" | https://hal.inria.fr/inria-00567191/en/ |
| Bibcode | https://en.wikipedia.org/wiki/Bibcode_(identifier) |
| 2010PaReL..31.1348P | https://ui.adsabs.harvard.edu/abs/2010PaReL..31.1348P |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1016/j.patrec.2010.04.004 | https://doi.org/10.1016%2Fj.patrec.2010.04.004 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 2666044 | https://api.semanticscholar.org/CorpusID:2666044 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-31 |
| "Semantic hashing" | https://doi.org/10.1016%2Fj.ijar.2008.11.006 |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1016/j.ijar.2008.11.006 | https://doi.org/10.1016%2Fj.ijar.2008.11.006 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-32 |
| "Approximate Nearest Neighbor: Towards Removing the Curse of Dimensionality" | https://theoryofcomputing.org/articles/v008a014/v008a014.pdf |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.4086/toc.2012.v008a014 | https://doi.org/10.4086%2Ftoc.2012.v008a014 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-33 |
| "Fast similarity sketching." | https://arxiv.org/pdf/1704.04370 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-34 |
| "Fast locality-sensitive hashing frameworks for approximate near neighbor search." | https://arxiv.org/pdf/1708.07586 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-35 |
| ^ | https://en.wikipedia.org/wiki/Locality-sensitive_hash#cite_ref-36 |
| "Scaling distributional similarity to large corpora." | https://aclanthology.org/P06-1046.pdf |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=19 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 0-12-369446-9 | https://en.wikipedia.org/wiki/Special:BookSources/0-12-369446-9 |
| Indyk, Piotr | https://en.wikipedia.org/wiki/Piotr_Indyk |
| Motwani, Rajeev | https://en.wikipedia.org/wiki/Rajeev_Motwani |
| Vempala, Santosh | https://en.wikipedia.org/wiki/Santosh_Vempala |
| STOC '97 | https://en.wikipedia.org/wiki/Symposium_on_Theory_of_Computing |
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| 10.1.1.50.4927 | https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.50.4927 |
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| 10.1145/258533.258656 | https://doi.org/10.1145%2F258533.258656 |
| ISBN | https://en.wikipedia.org/wiki/ISBN_(identifier) |
| 978-0-89791-888-6 | https://en.wikipedia.org/wiki/Special:BookSources/978-0-89791-888-6 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 15693787 | https://api.semanticscholar.org/CorpusID:15693787 |
| "Locality-preserving hash functions for general purpose parallel computation" | http://www.unclaw.com/chin/scholarship/hashfunctions.pdf |
| Algorithmica | https://en.wikipedia.org/wiki/Algorithmica |
| doi | https://en.wikipedia.org/wiki/Doi_(identifier) |
| 10.1007/BF01185209 | https://doi.org/10.1007%2FBF01185209 |
| S2CID | https://en.wikipedia.org/wiki/S2CID_(identifier) |
| 18108051 | https://api.semanticscholar.org/CorpusID:18108051 |
| edit | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&action=edit§ion=20 |
| Alex Andoni's LSH homepage | https://web.mit.edu/andoni/www/LSH/index.html |
| LSHKIT: A C++ Locality Sensitive Hashing Library | https://lshkit.sourceforge.net/ |
| A Python Locality Sensitive Hashing library that optionally supports persistence via redis | https://github.com/simonemainardi/LSHash |
| Caltech Large Scale Image Search Toolbox | https://web.archive.org/web/20101203074412/http://www.vision.caltech.edu/malaa/software/research/image-search/ |
| Slash: A C++ LSH library, implementing Spherical LSH by Terasawa, K., Tanaka, Y | https://github.com/salviati/slash |
| LSHBOX: An Open Source C++ Toolbox of Locality-Sensitive Hashing for Large Scale Image Retrieval, Also Support Python and MATLAB. | https://github.com/RSIA-LIESMARS-WHU/LSHBOX |
| SRS: A C++ Implementation of An In-memory, Space-efficient Approximate Nearest Neighbor Query Processing Algorithm based on p-stable Random Projection | https://github.com/DBWangGroupUNSW/SRS |
| TLSH open source on Github | https://github.com/trendmicro/tlsh |
| JavaScript port of TLSH (Trend Micro Locality Sensitive Hashing) bundled as node.js module | https://github.com/idealista/tlsh-js |
| Java port of TLSH (Trend Micro Locality Sensitive Hashing) bundled as maven package | https://github.com/idealista/tlsh |
| https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&oldid=1332698877 | https://en.wikipedia.org/w/index.php?title=Locality-sensitive_hashing&oldid=1332698877 |
| Categories | https://en.wikipedia.org/wiki/Help:Category |
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| Dimension reduction | https://en.wikipedia.org/wiki/Category:Dimension_reduction |
| Hashing | https://en.wikipedia.org/wiki/Category:Hashing |
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