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Data series are a special type of multidimensional data present in numerous domains, where similarity search is a key operation that has been extensively studied in the data series literature.
Multidimensional Binary Search Trees Used for Associative Searching
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R-Trees: A Dynamic Index Structure for Spatial Searching
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Extensions of Lipschitz mappings into a Hilbert space
W. Johnson and J. Lindenstrauss · 1984
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The R*-tree: an efficient and robust access method for points and rectangles
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Cross-sectional approach for clustering time varying data
K. Košmelj and V. Batagelj · 1990
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Efficient similarity search in sequence databases
R. Agrawal, C. Faloutsos, and A. Swami · 1993
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Approximate Nearest Neighbor Queries in Fixed Dimensions
S. Arya and D. M. Mount · 1993
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Using Dynamic Time Warping to Find Patterns in Time Series
D. J. Berndt and J. Clifford · 1994
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Fast subsequence matching in time-series databases
C. Faloutsos, M. Ranganathan, and Y. Manolopoulos · 1994
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Ranking in Spatial Databases
G. R. Hjaltason and H. Samet · 1995
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The X-tree: An Index Structure for High-Dimensional Data
S. Berchtold, D. A. Keim, and H.-P. Kriegel · 1996
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Approximate queries and representations for large data sequences
H. Shatkay and S. B. Zdonik · 1996
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The momentary Fourier transformation derived from recursive matrix transformations
S. Albrecht, I. Cumming, and J. Dudas · 1997
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A Cost Model for Nearest Neighbor Search in High-dimensional Data Space
S. Berchtold, C. Böhm, D. A. Keim, and H.-P. Kriegel · 1997
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On the Resemblance and Containment of Documents
A. Broder · 1997
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M-tree: An Efficient Access Method for Similarity Search in Metric Spaces
P. Ciaccia, M. Patella, and P. Zezula · 1997
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Finding similar time series
G. Das, D. Gunopulos, and H. Mannila · 1997
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A Probabilistic Approach to Fast Pattern Matching in Time Series Databases
E. Keogh and P. Smyth · 1997
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Similarity-based Queries for Time Series Data
D. Rafiei and A. Mendelzon · 1997
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The Pyramid-technique: Towards Breaking the Curse of Dimensionality
S. Berchtold, C. Böhm, and H.-P. Kriegal · 1998
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A Cost Model for Similarity Queries in Metric Spaces
P. Ciaccia, M. Patella, and P. Zezula · 1998
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A new correlation-based fuzzy logic clustering algorithm for FMRI
X. Golay, S. Kollias, G. Stoll, D. Meier, A. Valavanis, and P. Boesiger · 1998
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Approximate Nearest Neighbors: Towards Removing the Curse of Dimensionality
P. Indyk and R. Motwani · 1998
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Discrimination and clustering for multivariate time series
Y. Kakizawa, R. H. Shumway, and M. Taniguchi · 1998
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An enhanced representation of time series which allows fast and accurate classification, clustering and relevance feedback
E. Keogh and M. Pazzani · 1998
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Efficient Retrieval of Similar Time Sequences Using DFT
D. Rafiei and A. O. Mendelzon · 1998
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A Quantitative Analysis and Performance Study for Similarity-Search Methods in High-Dimensional Spaces
R. Weber, H.-J. Schek, and S. Blott · 1998
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Similarity Search in High Dimensions via Hashing
A. Gionis, P. Indyk, and R. Motwani · 1999
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Time-series active search for quick retrieval of audio and video
K. Kashino, G. Smith, and H. Murase · 1999
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On Similarity-Based Queries for Time Series Data
D. Rafiei · 1999
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Tuning Time Series Queries in Finance: Case Studies and Recommendations
D. Shasha · 1999
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Supporting content-based searches on time series via approximation
and X. Sean Wang · 2000
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Evaluating evaluation measure stability
C. Buckley and E. M. Voorhees · 2000
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PAC Nearest Neighbor Queries: Approximate and Controlled Search in High-Dimensional and Metric Spaces
P. Ciaccia and M. Patella · 2000
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Vector Approximation Based Indexing for Non-uniform High Dimensional Data Sets
H. Ferhatosmanoglu, E. Tuncel, D. Agrawal, and A. El Abbadi · 2000
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Practical data mining in a large utility company
G. Hébrail · 2000
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The Small-world Phenomenon: An Algorithmic Perspective
J. Kleinberg · 2000
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Indexing the Edges&Mdash;a Simple and Yet Efficient Approach to High-dimensional Indexing
B. C. Ooi, K.-L. Tan, K.-L. Tan, C. Yu, and S. Bressan · 2000
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Dimensionality Reduction for Fast Similarity Search in Large Time Series Databases
E. Keogh, K. Chakrabarti, M. Pazzani, and S. Mehrotra · 2001
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Indexing the Distance: An Efficient Method to KNN Processing
C. Yu, B. C. Ooi, K.-L. Tan, and H. V. Jagadish · 2001
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Locally Adaptive Dimensionality Reduction for Indexing Large Time Series Databases
K. Chakrabarti, E. Keogh, S. Mehrotra, and M. Pazzani · 2002
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Similarity Estimation Techniques from Rounding Algorithms
M. S. Charikar · 2002
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Clustering seasonality patterns in the presence of errors
M. Kumar, N. R. Patel, and J. Woo · 2002
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Searching in Metric Spaces by Spatial Approximation
G. Navarro · 2002
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On the Need for Time Series Data Mining Benchmarks: A Survey and Empirical Demonstration
E. Keogh and S. Kasetty · 2003
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A symbolic representation of time series, with implications for streaming algorithms
J. Lin, E. J. Keogh, S. Lonardi, and B. Y. Chiu · 2003
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Modeling and forecasting vehicular traffic flow as a seasonal arima process: Theoretical basis and empirical results
B. M. Williams and L. A. Hoel · 2003
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Probabilistic Proximity Searching Algorithms Based on Compact Partitions
B. Bustos and G. Navarro · 2004
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Locality-sensitive Hashing Scheme Based on P-stable Distributions
M. Datar, N. Immorlica, P. Indyk, and V. S. Mirrokni · 2004
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An Investigation of Practical Approximate Nearest Neighbor Algorithms
T. Liu, A. W. Moore, A. Gray, and K. Yang · 2004
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Fast window correlations over uncooperative time series
R. Cole, D. E. Shasha, and X. Zhao · 2005
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Fast window correlations over uncooperative time series
R. Cole, D. E. Shasha, and X. Zhao · 2005
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Fast approximate similarity search in extremely high-dimensional data sets
M. E. Houle and Jun Sakuma · 2005
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Foundations of Multidimensional and Metric Data Structures (The Morgan Kaufmann Series in Computer Graphics and Geometric Modeling)
H. Samet · 2005
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Clustering of time series data—a survey
T. Warren Liao · 2005
Cited alongside, same era.
Similarity Search on Time Series Based on Threshold Queries
J. Aßfalg, H. Kriegel, P. Kröger, P. Kunath, A. Pryakhin, and M. Renz · 2006
Cited alongside, same era.
Quantization
R. M. Gray and D. L. Neuhoff · 2006
Cited alongside, same era.
Entropy Based Nearest Neighbor Search in High Dimensions
R. Panigrahy · 2006
Cited alongside, same era.
ODAC: Hierarchical Clustering of Time Series Data Streams
P. P. Rodrigues, J. Gama, and J. P. Pedroso · 2006
Cited alongside, same era.
User Performance Versus Precision Measures for Simple Search Tasks
A. Turpin and F. Scholer · 2006
Cited alongside, same era.
The UCR Time Series Classification Archive, July 2015
Y. Chen, E. Keogh, B. Hu, N. Begum, A. Bagnall, A. Mueen, and G. Batista · 2015
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Query-aware Locality-sensitive Hashing for Approximate Nearest Neighbor Search
Q. Huang, J. Feng, Y. Zhang, Q. Fang, and W. Ng · 2015
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Permutation Search Methods Are Efficient, Yet Faster Search is Possible
B. Naidan, L. Boytsov, and E. Nyberg · 2015
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Data Series Management: The Road to Big Sequence Analytics
T. Palpanas · 2015
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Practical Data Prediction for Real-World Wireless Sensor Networks
U. Raza, A. Camerra, A. L. Murphy, T. Palpanas, and G. P. Picco · 2015
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Finding Near Neighbors Through Local Search
G. Ruiz, E. Chávez, M. Graff, and E. S. Téllez · 2015
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Y. Chen, M. A. Nascimento, B. C. Ooi, and A. K. H. Tung · 2007
Cited alongside, same era.
Multi-probe LSH: Efficient Indexing for High-dimensional Similarity Search
Q. Lv, W. Josephson, Z. Wang, M. Charikar, and K. Li · 2007
Cited alongside, same era.
Advantages of Karhunen–Loève transform over fast Fourier transform for planetary radar and space debris detection
C. Maccone · 2007
Cited alongside, same era.
Lower Bounds on Locality Sensitive Hashing
R. Motwani, A. Naor, and R. Panigrahy · 2007
Cited alongside, same era.
Approximate Similarity Search in Metric Spaces Using Inverted Files
G. Amato and P. Savino · 2008
Cited alongside, same era.
Effective Proximity Retrieval by Ordering Permutations
E. Chavez Gonzalez, K. Figueroa, and G. Navarro · 2008
Cited alongside, same era.
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Query Workloads for Data Series Indexes
K. Zoumpatianos, Y. Lou, T. Palpanas, and J. Gehrke · 2015
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Fast Nearest Neighbor Search in the Hamming Space
Z. Jiang, L. Xie, X. Deng, W. Xu, and J. Wang · 2016
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Y. A. Malkov and D. A. Yashunin · 2016
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Characterizing Home Device Usage From Wireless Traffic Time Series
K. Mirylenka, V. Christophides, T. Palpanas, I. Pefkianakis, and M. May · 2016
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Big Sequence Management: A glimpse of the Past, the Present, and the Future
T. Palpanas · 2016
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Efficient Indexing of Billion-Scale Datasets of Deep Descriptors
A. B. Yandex and V. Lempitsky · 2016
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ADS: the adaptive data series index
K. Zoumpatianos, S. Idreos, and T. Palpanas · 2016
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ANN-Benchmarks: A Benchmarking Tool for Approximate Nearest Neighbor Algorithms
M. Aumüller, E. Bernhardsson, and A. Faithfull · 2017
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Flexible Non-Linear Predictive Models for Large-Scale Wind Turbine Diagnostics
M. Bach-Andersen, B. Romer-Odgaard, and O. Winther · 2017
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The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances
A. J. Bagnall, J. Lines, A. Bostrom, J. Large, and E. J. Keogh · 2017
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An online adaptive screening procedure for selective neuronal responses
S. Knieling, J. Niediek, E. Kutter, J. Bostroem, C. Elger, and F. Mormann · 2017
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Data Series Similarity Using Correlation-Aware Measures
K. Mirylenka, M. Dallachiesa, and T. Palpanas · 2017
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The Fastest Similarity Search Algorithm for Time Series Subsequences under Euclidean Distance, August 2017
A. Mueen, Y. Zhu, M. Yeh, K. Kamgar, K. Viswanathan, C. Gupta, and E. Keogh · 2017
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DPiSAX: Massively Distributed Partitioned iSAX
D. E. Yagoubi, R. Akbarinia, F. Masseglia, and T. Palpanas · 2017
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http://fcon_1000.projects.nitrc.org/indi/adhd200/
ADHD-200 · 2018
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http://www.mi.parisdescartes.fr/~themisp/dsseval/
Lernaean Hydra Archive · 2018
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https://www.sdss3.org/dr10/data_access/volume.php
Sloan Digital Sky Survey · 2018
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Approximate Nearest Neighbor Search in High Dimensions
A. Andoni, P. Indyk, and I. P. Razenshteyn · 2018
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HD-index: Pushing the Scalability-accuracy Boundary for Approximate kNN Search in High-dimensional Spaces
A. Arora, S. Sinha, P. Kumar, and A. Bhattacharya · 2018
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The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art
K. Echihabi, K. Zoumpatianos, T. Palpanas, and H. Benbrahim · 2018
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SENTINEL-2 Mission, 2018
ESA · 2018
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Seismic Data Access
I. R. I. for Seismology with Artificial Intelligence · 2018
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Coconut: A Scalable Bottom-Up Approach for Building Data Series Indexes
H. Kondylakis, N. Dayan, K. Zoumpatianos, and T. Palpanas · 2018
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Scalable, variable-length similarity search in data series: The ulisse approach
M. Linardi and T. Palpanas · 2018
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ULISSE: ULtra compact Index for Variable-Length Similarity SEarch in Data Series
M. Linardi and T. Palpanas · 2018
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Matrix Profile X: VALMOD - Scalable Discovery of Variable-Length Motifs in Data Series
M. Linardi, Y. Zhu, T. Palpanas, and E. J. Keogh · 2018
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Qetch: Time Series Querying with Expressive Sketches
M. Mannino and A. Abouzied · 2018
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A Survey of Product Quantization
Y. Matsui, Y. Uchida, H. Jégou, and S. Satoh · 2018
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ParIS: The Next Destination for Fast Data Series Indexing and Query Answering
B. Peng, P. Fatourou, and T. Palpanas · 2018
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Deep billion-scale indexing
Skoltech Computer Vision · 2018
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Datasets for approximate nearest neighbor search
TEXMEX Research Team · 2018
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Southwest University Adult Lifespan Dataset (SALD)
S. University · 2018
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Generating data series query workloads
K. Zoumpatianos, Y. Lou, I. Ileana, T. Palpanas, and J. Gehrke · 2018
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https://github.com/facebookresearch/faiss/
Faiss · 2019
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https://github.com/nmslib/hnswlib
Hnswlib - fast approximate nearest neighbor search · 2019
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http://www.mi.parisdescartes.fr/~themisp/dsseval2/
Lernaean Hydra Archive II · 2019
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Truly scalable data series similarity search
K. Echihabi · 2019
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Fast Approximate Nearest Neighbor Search with the Navigating Spreading-out Graph
C. Fu, C. Xiang, C. Wang, and D. Cai · 2019
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Progressive Similarity Search on Time Series Data
A. Gogolou, T. Tsandilas, T. Palpanas, and A. Bezerianos · 2019
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Coconut palm: Static and streaming data series exploration now in your palm
H. Kondylakis, N. Dayan, K. Zoumpatianos, and T. Palpanas · 2019
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Coconut: Sortable summarizations for scalable indexes over static and streaming data series
H. Kondylakis, N. Dayan, K. Zoumpatianos, and T. Palpanas · 2019
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Approximate Nearest Neighbor Search on High Dimensional Data - Experiments, Analyses, and Improvement
W. Li, Y. Zhang, Y. Sun, W. Wang, M. Li, W. Zhang, and X. Lin · 2019
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Report on the first and second interdisciplinary time series analysis workshop (itisa)
T. Palpanas and V. Beckmann · 2019
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SRS - Fast Approximate Nearest Neighbor Search in High Dimensional Euclidean Space With a Tiny Index
D. W. G. UNSW · 2019
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Massively distributed time series indexing and querying
D.-E. Yagoubi, R. Akbarinia, F. Masseglia, and T. Palpanas · 2019
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TARDIS: Distributed Indexing Framework for Big Time Series Data
L. Zhang, N. Alghamdi, M. Y. Eltabakh, and E. A. Rundensteiner · 2019
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Automated Anomaly Detection in Large Sequences
P. Boniol, M. Linardi, F. Roncallo, and T. Palpanas · 2020
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MESSI: In-Memory Data Series Indexing
B. Peng, P. Fatourou, and T. Palpanas · 2020
Closest in time.