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Dumpy: A Compact and Adaptive Index for Large Data Series Collections

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1007/3-540-57301-1_5openalex-snapshot
Efficient similarity search in sequence databases
inferredcites →https://doi.org/10.1007/978-3-030-44900-1_5openalex-snapshot
Evolution of a Data Series Index
inferredcites →https://doi.org/10.1007/978-3-319-18123-3_2openalex-snapshot
Fast and Scalable Outlier Detection with Approximate Nearest Neighbor Ensembles
inferredcites →https://doi.org/10.1007/978-3-319-38901-1openalex-snapshot
Information Search, Integration and Personalization
inferredcites →https://doi.org/10.1007/978-3-540-29678-2_3338openalex-snapshot
Mathematical Theory of Communication
inferredcites →https://doi.org/10.1007/978-3-662-49192-8_6openalex-snapshot
Big Sequence Management: A glimpse of the Past, the Present, and the Future
inferredcites →https://doi.org/10.1007/pl00011669openalex-snapshot
Dimensionality Reduction for Fast Similarity Search in Large Time Series Databases
inferredcites →https://doi.org/10.1007/s00778-016-0442-5openalex-snapshot
ADS: the adaptive data series index
inferredcites →https://doi.org/10.1007/s00778-018-0513-xopenalex-snapshot
Generating data series query workloads
inferredcites →https://doi.org/10.1007/s00778-019-00573-wopenalex-snapshot
Coconut: sortable summarizations for scalable indexes over static and streaming data series
inferredcites →https://doi.org/10.1007/s00778-020-00619-4openalex-snapshot
Scalable data series subsequence matching with ULISSE
inferredcites →https://doi.org/10.1007/s00778-020-00635-4openalex-snapshot
EI-LSH: An early-termination driven I/O efficient incremental c-approximate nearest neighbor search
inferredcites →https://doi.org/10.1007/s00778-021-00677-2openalex-snapshot
Fast data series indexing for in-memory data
inferredcites →https://doi.org/10.1007/s00778-022-00771-zopenalex-snapshot
ProS: data series progressive k-NN similarity search and classification with probabilistic quality guarantees
inferredcites →https://doi.org/10.1016/j.is.2013.10.006openalex-snapshot
Approximate nearest neighbor algorithm based on navigable small world graphs
inferredcites →https://doi.org/10.1038/sdata.2016.35openalex-snapshot
MIMIC-III, a freely accessible critical care database
inferredcites →https://doi.org/10.1109/69.908983openalex-snapshot
On the "dimensionality curse" and the "self-similarity blessing"
inferredcites →https://doi.org/10.1109/bigdata.2018.8622293openalex-snapshot
ParIS: The Next Destination for Fast Data Series Indexing and Query Answering
inferredcites →https://doi.org/10.1109/bigdata50022.2020.9378126openalex-snapshot
Approximate kNN Classification for Biomedical Data
inferredcites →https://doi.org/10.1109/cvpr.1993openalex-snapshot
Proceedings of IEEE Conference on Computer Vision and Pattern Recognition
inferredcites →https://doi.org/10.1109/cvpr.1997.609451openalex-snapshot
Shape indexing using approximate nearest-neighbour search in high-dimensional spaces
inferredcites →https://doi.org/10.1109/cvpr.2016.226openalex-snapshot
Efficient Indexing of Billion-Scale Datasets of Deep Descriptors
inferredcites →https://doi.org/10.1109/icde.2018.00211openalex-snapshot
Data Series Management: Fulfilling the Need for Big Sequence Analytics
inferredcites →https://doi.org/10.1109/icde.2019.00110openalex-snapshot
TARDIS: Distributed Indexing Framework for Big Time Series Data
inferredcites →https://doi.org/10.1109/icde48307.2020.00036openalex-snapshot
MESSI: In-Memory Data Series Indexing
inferredcites →https://doi.org/10.1109/icde48307.2020.00182openalex-snapshot
Automated Anomaly Detection in Large Sequences
inferredcites →https://doi.org/10.1109/icde51399.2021.00171openalex-snapshot
SING: Sequence Indexing Using GPUs
inferredcites →https://doi.org/10.1109/icde53745.2022.00268openalex-snapshot
Fast Adaptive Similarity Search through Variance-Aware Quantization
inferredcites →https://doi.org/10.1109/icdm.2010.124openalex-snapshot
iSAX 2.0: Indexing and Mining One Billion Time Series
inferredcites →https://doi.org/10.1109/icdm.2017.151openalex-snapshot
DPiSAX: Massively Distributed Partitioned iSAX
inferredcites →https://doi.org/10.1109/tkde.2018.2880215openalex-snapshot
Massively Distributed Time Series Indexing and Querying
inferredcites →https://doi.org/10.1109/tkde.2019.2909204openalex-snapshot
Approximate Nearest Neighbor Search on High Dimensional Data — Experiments, Analyses, and Improvement
inferredcites →https://doi.org/10.1109/tkde.2020.2975180openalex-snapshot
ParIS+: Data Series Indexing on Multi-core Architectures
inferredcites →https://doi.org/10.1109/tpami.2010.57openalex-snapshot
Product Quantization for Nearest Neighbor Search
inferredcites →https://doi.org/10.1109/tpami.2013.240openalex-snapshot
Optimized Product Quantization
inferredcites →https://doi.org/10.1109/tpami.2018.2889473openalex-snapshot
Efficient and Robust Approximate Nearest Neighbor Search Using Hierarchical Navigable Small World Graphs
inferredcites →https://doi.org/10.1109/tpami.2021.3067706openalex-snapshot
High Dimensional Similarity Search with Satellite System Graph: Efficiency, Scalability, and Unindexed Query Compatibility
inferredcites →https://doi.org/10.1109/tvcg.2018.2869149openalex-snapshot
PANENE: A Progressive Algorithm for Indexing and Querying Approximate k-Nearest Neighbors
inferredcites →https://doi.org/10.1137/1.9781611974973.32openalex-snapshot
Indexing and classifying gigabytes of time series under time warping
inferredcites →https://doi.org/10.1145/1148170.1148176openalex-snapshot
User performance versus precision measures for simple search tasks
inferredcites →https://doi.org/10.1145/1401890.1401966openalex-snapshot
i SAX
inferredcites →https://doi.org/10.1145/2339530.2339576openalex-snapshot
Searching and mining trillions of time series subsequences under dynamic time warping
inferredcites →https://doi.org/10.1145/2588555.2610498openalex-snapshot
Indexing for interactive exploration of big data series
inferredcites →https://doi.org/10.1145/2783258.2783382openalex-snapshot
Query Workloads for Data Series Indexes
inferredcites →https://doi.org/10.1145/2814710.2814719openalex-snapshot
Data Series Management
inferredcites →https://doi.org/10.1145/3269206.3269226openalex-snapshot
Spark-parSketch
inferredcites →https://doi.org/10.1145/3377391.3377400openalex-snapshot
Report on the First and Second Interdisciplinary Time Series Analysis Workshop (ITISA)
inferredcites →https://doi.org/10.1145/3447548.3467317openalex-snapshot
Deep Learning Embeddings for Data Series Similarity Search
inferredcites →https://doi.org/10.14778/1454159.1454226openalex-snapshot
Querying and mining of time series data
inferredcites →https://doi.org/10.14778/2536206.2536208openalex-snapshot
A data-adaptive and dynamic segmentation index for whole matching on time series
inferredcites →https://doi.org/10.14778/2735461.2735462openalex-snapshot
SRS
inferredcites →https://doi.org/10.14778/2850469.2850470openalex-snapshot
Query-aware locality-sensitive hashing for approximate nearest neighbor search
inferredcites →https://doi.org/10.14778/3199517.3199519openalex-snapshot
Coconut
inferredcites →https://doi.org/10.14778/3204028.3204034openalex-snapshot
HD-index
inferredcites →https://doi.org/10.14778/3275366.3275372openalex-snapshot
Scalable, variable-length similarity search in data series
inferredcites →https://doi.org/10.14778/3282495.3282498openalex-snapshot
The lernaean hydra of data series similarity search
inferredcites →https://doi.org/10.14778/3303753.3303754openalex-snapshot
Fast approximate nearest neighbor search with the navigating spreading-out graph
inferredcites →https://doi.org/10.14778/3368289.3368303openalex-snapshot
Return of the Lernaean Hydra
inferredcites →https://doi.org/10.14778/3397230.3397243openalex-snapshot
iDEC
inferredcites →https://doi.org/10.14778/3407790.3407792openalex-snapshot
Series2Graph
inferredcites →https://doi.org/10.14778/3485450.3485451openalex-snapshot
ANN softmax
inferredcites →https://doi.org/10.14778/3547305.3547308openalex-snapshot
Hercules against data series similarity search
inferredcites →https://doi.org/10.14778/3570690.3570698openalex-snapshot
iEDeaL
inferredcites →https://doi.org/10.14778/3579075.3579087openalex-snapshot
Odyssey: A Journey in the Land of Distributed Data Series Similarity Search
inferredcites →https://doi.org/10.14778/3583140.3583166openalex-snapshot
ELPIS: Graph-Based Similarity Search for Scalable Data Science
inferredcites →https://doi.org/10.1561/2200000064openalex-snapshot
Explaining the Success of Nearest Neighbor Methods in Prediction
inferredcites →https://doi.org/10.4230/dagrep.9.7.24openalex-snapshot
Data Series Management (Dagstuhl Seminar 19282)
inferredcites →https://doi.org/10.48550/arxiv.2006.11454openalex-snapshot
The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art
inferredcites →https://doi.org/10.48550/arxiv.2006.11459openalex-snapshot
Return of the Lernaean Hydra: Experimental Evaluation of Data Series Approximate Similarity Search
inferredcites →https://doi.org/10.48550/arxiv.2006.13713openalex-snapshot
Coconut: a scalable bottom-up approach for building data series indexes
inferredcites →https://doi.org/10.48550/arxiv.2009.10373openalex-snapshot
Scalable Data Series Subsequence Matching with ULISSE
inferredcites →https://doi.org/10.5555/1182635.1164262openalex-snapshot
A decade of progress in indexing and mining large time series databases
inferredcites →https://doi.org/10.5860/choice.43sup-0261openalex-snapshot
National Center for Biotechnology Information (NCBI)

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.1007/978-3-031-42941-5_1openalex-snapshot
Estimating iSAX Parameters for Efficiency
inferred← citeshttps://doi.org/10.1007/978-3-031-70421-5_5openalex-snapshot
Estimating MPdist with SAX and Machine Learning
inferred← citeshttps://doi.org/10.1007/s00778-024-00874-9openalex-snapshot
DumpyOS: A data-adaptive multi-ary index for scalable data series similarity search
inferred← citeshttps://doi.org/10.1109/srds60354.2023.00029openalex-snapshot
FreSh: A Lock-Free Data Series Index
inferred← citeshttps://doi.org/10.1109/tkde.2023.3270264openalex-snapshot
SEAnet: A Deep Learning Architecture for Data Series Similarity Search
inferred← citeshttps://doi.org/10.1145/3654970openalex-snapshot
RaBitQ: Quantizing High-Dimensional Vectors with a Theoretical Error Bound for Approximate Nearest Neighbor Search
inferred← citeshttps://doi.org/10.1145/3709701openalex-snapshot
LeaFi: Data Series Indexes on Steroids with Learned Filters
inferred← citeshttps://doi.org/10.1145/3709729openalex-snapshot
Subspace Collision: An Efficient and Accurate Framework for High-dimensional Approximate Nearest Neighbor Search
inferred← citeshttps://doi.org/10.1145/3711896.3737383openalex-snapshot
Evaluating and Generating Query Workloads for High Dimensional Vector Similarity Search
inferred← citeshttps://doi.org/10.1145/3749160openalex-snapshot
DARTH: Declarative Recall Through Early Termination for Approximate Nearest Neighbor Search
inferred← citeshttps://doi.org/10.1145/3802118openalex-snapshot
TaCo: Data-adaptive and Query-aware Subspace Collision for High-dimensional Approximate Nearest Neighbor Search
inferred← citeshttps://doi.org/10.14778/3583140.3583166openalex-snapshot
ELPIS: Graph-Based Similarity Search for Scalable Data Science
inferred← citeshttps://doi.org/10.14778/3665844.3665845openalex-snapshot
CIVET: Exploring Compact Index for Variable-Length Subsequence Matching on Time Series
inferred← citeshttps://doi.org/10.14778/3665844.3665851openalex-snapshot
DIDS: Double Indices and Double Summarizations for Fast Similarity Search
inferred← citeshttps://doi.org/10.14778/3704965.3704974openalex-snapshot
Steiner -Hardness: A Query Hardness Measure for Graph-Based ANN Indexes
inferred← citeshttps://doi.org/10.14778/3712221.3712224openalex-snapshot
Cardinality Estimation for Similarity Search on High-Dimensional Data Objects: The Impact of Reference Objects
inferred← citeshttps://doi.org/10.14778/3712221.3712252openalex-snapshot
Representative Time Series Discovery for Data Exploration
inferred← citeshttps://doi.org/10.14778/3749646.3749666openalex-snapshot
Cracking Vector Search Indexes
inferred← citeshttps://doi.org/10.14778/3836663.3836728openalex-snapshot
ANNiE: A Learned Query Cost Estimator for Graph-Based Approximate Nearest Neighbor Search
inferred← citeshttps://doi.org/10.70675/725340b5zb6f2z4ff7z80c1z40f61818aa27openalex-snapshot
Data series indexes that learn
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