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The Move-Split-Merge Metric for Time Series
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What this work says
Outgoing claims: the papers this work cites, builds on, or argues with.
inferredcites →https://doi.org/10.1007/11564126_60openalex-snapshot
Elastic Partial Matching of Time Series
inferredcites →https://doi.org/10.1007/978-3-540-77566-9_16openalex-snapshot
Clustering-Based Similarity Search in Metric Spaces with Sparse Spatial Centers
inferredcites →https://doi.org/10.1016/b978-012088469-8.50070-xopenalex-snapshot
On The Marriage of Lp-norms and Edit Distance
inferredcites →https://doi.org/10.1016/b978-155860869-6/50043-3openalex-snapshot
Exact Indexing of Dynamic Time Warping
inferredcites →https://doi.org/10.1109/icde.1999.754915openalex-snapshot
Efficient time series matching by wavelets
inferredcites →https://doi.org/10.1109/icde.1999.754966openalex-snapshot
Clustering large datasets in arbitrary metric spaces
inferredcites →https://doi.org/10.1109/icde.2001.914837openalex-snapshot
Duality-based subsequence matching in time-series databases
inferredcites →https://doi.org/10.1109/icde.2002.994784openalex-snapshot
Discovering similar multidimensional trajectories
inferredcites →https://doi.org/10.1109/icdm.2003.1250957openalex-snapshot
Efficient subsequence matching in time series databases under time and amplitude transformations
inferredcites →https://doi.org/10.1109/sffcs.1999.814587openalex-snapshot
A sublinear time approximation scheme for clustering in metric spaces
inferredcites →https://doi.org/10.1109/tpami.2003.1195989openalex-snapshot
Properties of embedding methods for similarity searching in metric spaces
inferredcites →https://doi.org/10.1111/j.1745-3984.2003.tb01108.xopenalex-snapshot
Modern Multidimensional Scaling: Theory and Applications
inferredcites →https://doi.org/10.1145/1066157.1066213openalex-snapshot
Robust and fast similarity search for moving object trajectories
inferredcites →https://doi.org/10.1145/1066157.1066235openalex-snapshot
Subsequence matching on structured time series data
inferredcites →https://doi.org/10.1145/1247480.1247544openalex-snapshot
An efficient and accurate method for evaluating time series similarity
inferredcites →https://doi.org/10.1145/191839.191925openalex-snapshot
Fast subsequence matching in time-series databases
inferredcites →https://doi.org/10.1145/253260.253264openalex-snapshot
Similarity-based queries for time series data
inferredcites →https://doi.org/10.1145/958942.958948openalex-snapshot
Index-driven similarity search in metric spaces (Survey Article)
inferredcites →https://doi.org/10.1162/089976698300017953openalex-snapshot
GTM: The Generative Topographic Mapping
inferredcites →https://doi.org/10.2307/2669710openalex-snapshot
Modern Multidimensional Scaling: Theory and Applications
inferredcites →https://doi.org/10.5555/313559.313789openalex-snapshot
Data structures and algorithms for nearest neighbor search in general metric spaces
What points at this work
Incoming claims: where this work appears in other papers’ reference lists and arguments.
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ALoT: A Time-Series Similarity Measure Based on Alignment of Textures
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A Significantly Faster Elastic-Ensemble for Time-Series Classification
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Target Class Supervised Sample Length and Training Sample Reduction of Univariate Time Series
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Distance Metrics for Evaluating the Use of Exogenous Data in Load Forecasting
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e-SMOTE: A Train Set Rebalancing Algorithm for Time Series Classification
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Re-framing Time Series Augmentation Through the Lens of Generative Models
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Beyond Complexity Invariance: An Adaptive Multi-scale Distance for Time Series Classification
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Feature Extraction over Multiple Representations for Time Series Classification
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Model-Based Time Series Classification
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How to Select an Appropriate Similarity Measure: Towards a Symmetry-Based Approach
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Analyzing Granger Causality in Climate Data with Time Series Classification Methods
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Nearest Subspace with Discriminative Regularization for Time Series Classification
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A Minimum-First Algorithm for Dynamic Time Warping on Time Series
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Can Vision-Based Pretrained Models Help with Time Series Similarity Search Under Elastic Distances?
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A Context-Aware Distance Analysis Approach for Time Series
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Speeding up pattern matching in streaming time-series via block vector and multilevel lower bound
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Temporal Tree-Sliced Wasserstein distance for time-series data
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Short isometric shapelet transform for binary time series classification
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Random pairwise shapelets forest: an effective classifier for time series
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Ultra-fast meta-parameter optimization for time series similarity measures with application to nearest neighbour classification
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Elastic similarity and distance measures for multivariate time series
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A review and evaluation of elastic distance functions for time series clustering
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Target-class guided sample length reduction and training set selection of univariate time-series
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Accurate and fast time series classification based on compressed random Shapelet Forest
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A time series classification method combining graph embedding and the bag-of-patterns algorithm
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Time series classification with ensembles of elastic distance measures
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Time series representation and similarity based on local autopatterns
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The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances
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Speeding up similarity search under dynamic time warping by pruning unpromising alignments
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Proximity Forest: an effective and scalable distance-based classifier for time series
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FastEE: Fast Ensembles of Elastic Distances for time series classification
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TS-CHIEF: a scalable and accurate forest algorithm for time series classification
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InceptionTime: Finding AlexNet for time series classification
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Early abandoning and pruning for elastic distances including dynamic time warping
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On computing exact means of time series using the move-split-merge metric
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Parameterizing the cost function of dynamic time warping with application to time series classification
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MASS: distance profile of a query over a time series
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Bake off redux: a review and experimental evaluation of recent time series classification algorithms
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Proximity forest 2.0: a new effective and scalable similarity-based classifier for time series
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TSRF-Dist: a novel time series distance based on extremely randomized canonical interval forests
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Rock the KASBA: blazingly fast and accurate time series clustering
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TSCF: An Improved Deep Forest Model for Time Series Classification
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A novel Move-Split-Merge based Fuzzy C-Means algorithm for clustering time series
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Evolving interval-based time series clustering for streaming industrial data
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An autoencoder-based deep learning approach for clustering time series data
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Comparing clustering approaches for smart meter time series: Investigating the influence of dataset properties on performance
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Soft sensor for non-invasive detection of process events based on Eigenresponse Fuzzy Clustering
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FastTWE: Making TWE-based time-series similarity search faster via random convolutional kernels
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SAXRegEx: Multivariate time series pattern search with symbolic representation, regular expression, and query expansion
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A fast shapelet selection algorithm for time series classification
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A multi-feature distance measure for time series classification
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An embedded spatiotemporal hybrid model integrating multi-graphs and attention-driven fusion for single- and multi-site photovoltaic power forecasting
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PISD: A linear complexity distance beats dynamic time warping on time series classification and clustering
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A fast and accurate similarity measure for long time series classification based on local extrema and dynamic time warping
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VGbel: An exploration of ensemble learning incorporating non-Euclidean structural representation for time series classification
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Accelerating time series similarity search under Move-Split-Merge distance via dissimilarity space embedding
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MVFusion-TSC: A multi-view fusion image-based network for time series classification
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On general purpose time series similarity measures and their use as kernel functions in support vector machines
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An efficient algorithm for attribute-based subsequence matching
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Multi-modal and multi-scale temporal metric learning for a robust time series nearest neighbors classification
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Time series classification through visual pattern recognition
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An exhaustive comparison of distance measures in the classification of time series with 1NN method
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Improved similarity analysis of industrial alarm flood sequences by considering alarm correlations
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Univariate and Multivariate Time Series Manifold Learning
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Adaptive feature fusion for time series classification
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Visemble: A fast ensemble approach for time series classification with multiple visual representations
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KFS-TUNE: Kernel-based Feature Selection for efficiency and accuracy tuning in Time Series Classification
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Time series classification using local distance-based features in multi-modal fusion networks
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Dissimilarity-based representations for one-class classification on time series
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Randomized trees for time series representation and similarity
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Time series classifier recommendation by a meta-learning approach
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Deep attentive time warping
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CBR-FoX: A case-based reasoning software tool for auditing time series predictions
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Discriminative Dictionary Learning for Time Series Classification
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Heuristics Significance of Neuro-Ensemble-based Time Series Classification
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Classification-oriented Feature Extraction from Time Series by Comparing Learning
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Time Series Similarity Measure via Siamese Convolutional Neural Network
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Neuro-Ensemble for Time Series Data Classification
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The Nearest Neighbor Classifiers for Time Series with Complex Shape Features
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Voltage Time Series Classification Based on Multi-Domain Transformation and Ensemble Learning
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Classification of Heart Diseases Based On ECG Signals Using Long Short-Term Memory
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Time Labeled Visibility Graph for Privacy-Preserved Physiological Time Series Classification
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Classification of ADHD Using fNIRS Signals Based on Functional Connectivity and Interval Features
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Classification of temperature break events in a reefer container using distance-based features
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HIVE-COTE: The Hierarchical Vote Collective of Transformation-Based Ensembles for Time Series Classification
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Effectiveness of High-Dimensional Distance Metrics on Solar Flare Time Series
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Dictionary based action video classification with action bank
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A Zero Decoding Approach to Video Classification
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Similarity Analysis of Industrial Alarm Floods Based on Word Embedding and Move-Split-Merge Distance
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Time series classification based on Unet with 2D transformation
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Comparison of time series similarity measures for plagiarism detection in music
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Multi-Metric Fusion-Based Ensemble Clustering for Time Series via Diverse Elastic Distance Functions
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Desafios para Aplicação de MLOps na Previsão do Consumo Energético [Not available in English]
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RACER: Fast and Accurate Time Series Clustering With Random Convolutional Kernels and Ensemble Methods
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Efficient Top-k DTW-Based Sensor Data Similarity Search Using Perceptually Important Points and Dual-Bound Filtering
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LMDS-SEA: Upgrading the Shape Exchange Algorithm (SEA) to handle general time series classification by local matching and distance selection
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The Impact of Imputation Methods on the Classification of Household Devices from Electricity Usage Time Series
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A Review of Methods for Intermittent Fault Feature Recognition
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Trend-Based Granular Representation of Time Series and its Application in Clustering
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Time Series Classification using Fuzzy Cognitive Maps
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Dynamic Pattern Classification of Multivariate Time Series via Topological Aggregation
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Time-Series Classification with COTE: The Collective of Transformation-Based Ensembles
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BEATS: Blocks of Eigenvalues Algorithm for Time series Segmentation
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GCRNN: Group-Constrained Convolutional Recurrent Neural Network
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Dissimilarity-Preserving Representation Learning for One-Class Time Series Classification
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The Conditional Cauchy-Schwarz Divergence With Applications to Time-Series Data and Sequential Decision Making
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A Fast Semi-Supervised Clustering Framework for Large-Scale Time Series Data
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Efficient Time Series Classification via Sparse Linear Combination
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Fast and Accurate Time-Series Clustering
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A Novel Timing Series Calculation Algorithm based on Statistical Extremum for Process Object
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Time Series Classification with HIVE-COTE
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Debunking Four Long-Standing Misconceptions of Time-Series Distance Measures
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Locally Slope-based Dynamic Time Warping for Time Series Classification
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Fréchet Kernel for Trajectory Data Analysis
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Time-series Shapelets with Learnable Lengths
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Time Series Classification with Elasticity Using Augmented Path Signatures
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Detecting Stealthy False Data Injections on Cyber-Physical Systems using Temporal Distance Metrics
inferred← citeshttps://doi.org/10.1145/3725258openalex-snapshot
A Structured Study of Multivariate Time-Series Distance Measures
inferred← citeshttps://doi.org/10.1145/3802579openalex-snapshot
Algorithm 1061: tsdistances : A High-Performance Python Library for Time Series Distances with GPU Support
inferred← citeshttps://doi.org/10.1155/2020/1978310openalex-snapshot
Shapelet Discovery by Lazy Time Series Classification
inferred← citeshttps://doi.org/10.1155/2021/5295784openalex-snapshot
Grid‐Based Whole Trajectory Clustering in Road Networks Environment
inferred← citeshttps://doi.org/10.11606/t.55.2017.tde-07122017-161346openalex-snapshot
Large scale similarity-based time series mining
inferred← citeshttps://doi.org/10.12677/hjdm.2016.64020openalex-snapshot
A Novel Timing Calculation Algorithm Based on Statistical Extremum for the Time Series of Process Object
inferred← citeshttps://doi.org/10.12677/sa.2026.154076openalex-snapshot
Variable-Length Subsequence Optimal Transport Model for Long Sequence Data Classification
inferred← citeshttps://doi.org/10.12720/jait.16.5.666-675openalex-snapshot
Fusion-MTSI: Fusion-Based Multivariate Time Series Imputation
inferred← citeshttps://doi.org/10.14778/3594512.3594530openalex-snapshot
Accelerating Similarity Search for Elastic Measures: A Study and New Generalization of Lower Bounding Distances
inferred← citeshttps://doi.org/10.14778/3749646.3749700openalex-snapshot
Time-Series Clustering: A Comprehensive Study of Data Mining, Machine Learning, and Deep Learning Methods
inferred← citeshttps://doi.org/10.14778/3772181.3772187openalex-snapshot
CLaP - State Detection from Time Series
inferred← citeshttps://doi.org/10.1609/aaai.v35i9.17008openalex-snapshot
Learnable Dynamic Temporal Pooling for Time Series Classification
inferred← citeshttps://doi.org/10.2139/ssrn.6239008openalex-snapshot
A Partition-Interaction Fuzzy Clustering Method forUnequal-Length Time Series Data
inferred← citeshttps://doi.org/10.23919/ccc50068.2020.9188930openalex-snapshot
Epileptic Seizure Prediction in Scalp EEG Using an Improved HIVE-COTE Model
inferred← citeshttps://doi.org/10.23919/eusipco.2019.8902717openalex-snapshot
A comparison of machine learning methods for detecting right whales from autonomous surface vehicles
inferred← citeshttps://doi.org/10.24963/ijcai.2019/394openalex-snapshot
Similarity Preserving Representation Learning for Time Series Clustering
inferred← citeshttps://doi.org/10.3233/ida-150791openalex-snapshot
Query-sensitive distance measure selection for time series nearest neighbor classification
inferred← citeshttps://doi.org/10.3233/jifs-201281openalex-snapshot
Multilevel dynamic time warping: A parameter-light method for fast time series classification
inferred← citeshttps://doi.org/10.3390/a14070192openalex-snapshot
Convolutional Neural Network with an Elastic Matching Mechanism for Time Series Classification
inferred← citeshttps://doi.org/10.3390/a14120353openalex-snapshot
Hexadecimal Aggregate Approximation Representation and Classification of Time Series Data
inferred← citeshttps://doi.org/10.3390/a16070347openalex-snapshot
Similarity Measurement and Classification of Temporal Data Based on Double Mean Representation
inferred← citeshttps://doi.org/10.3390/app12125855openalex-snapshot
ASAD: Adaptive Seasonality Anomaly Detection Algorithm under Intricate KPI Profiles
inferred← citeshttps://doi.org/10.3390/bdcc10070201openalex-snapshot
A Comparative Study of Time Series Clustering Performance with Classification as a Benchmark
inferred← citeshttps://doi.org/10.3390/engproc2024068037openalex-snapshot
JET: Fast Estimation of Hierarchical Time Series Clustering
inferred← citeshttps://doi.org/10.3390/machines10010023openalex-snapshot
A Digital Twin Architecture Model Applied with MLOps Techniques to Improve Short-Term Energy Consumption Prediction
inferred← citeshttps://doi.org/10.3390/technologies7030056openalex-snapshot
Choreographic Pattern Analysis from Heterogeneous Motion Capture Systems Using Dynamic Time Warping
inferred← citeshttps://doi.org/10.48550/arxiv.1505.06531openalex-snapshot
Affine and Regional Dynamic Time Warpng
inferred← citeshttps://doi.org/10.48550/arxiv.1608.04171openalex-snapshot
Power Data Classification: A Hybrid of a Novel Local Time Warping and LSTM
inferred← citeshttps://doi.org/10.48550/arxiv.1909.05738openalex-snapshot
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency
inferred← citeshttps://doi.org/10.48550/arxiv.2004.07296openalex-snapshot
Clustering Time Series Data through Autoencoder-based Deep Learning Models
inferred← citeshttps://doi.org/10.48550/arxiv.2010.00567openalex-snapshot
Deep learning for time series classification
inferred← citeshttps://doi.org/10.64898/2026.06.30.26356975openalex-snapshot
A multi-view similarity network fusion framework for syndrome discovery from aggregated health records
inferred← citeshttps://doi.org/10.70675/170664d0za7f1z4264zb5a9z6755a4164b9bopenalex-snapshot
Détection des modifications de l’organisation circadienne des activités des animaux en relation avec des états pré-pathologiques, un stress, ou un événement de reproduction
inferred← citeshttps://doi.org/10.70675/346355dcz422fz45a1za211z3db056db0c6dopenalex-snapshot
Topological techniques for inference on periodic functions with phase variation
inferred← citeshttps://doi.org/10.70675/40a84e81zfae0z45a8zbae0z24a94be73c2eopenalex-snapshot
Classification ensembliste des séries temporelles multivariées basée sur les M-histogrammes et une approche multi-vues
inferred← citeshttps://doi.org/10.70675/4be65ba1z3327z4573zb045z15c1d1435785openalex-snapshot
Deep learning for time series classification
inferred← citeshttps://doi.org/10.70675/53d7ff04z60f1z4868z9354z950534da54b5openalex-snapshot
Extraction de connaissances interprétables dans des séries temporelles
inferred← citeshttps://doi.org/10.70675/85cd7ff7z74ebz459bz8b24z063f3ef13a0fopenalex-snapshot
Time Series Classification Algorithms with Applications in Remote Sensing
inferred← citeshttps://doi.org/10.70675/8acbb63fzc98dz419cza9f6z639318c44f3copenalex-snapshot
Knowledge extraction from uncertain and cyclic time series : application to Manual Wheelchair locomotion analysis
inferred← citeshttps://doi.org/10.70675/f93c6745ze0fcz42a4z80a0zda361177a181openalex-snapshot
Apprentissage profond pour l'analyse des séries temporelles avec application au mouvement humain
inferred← citeshttps://doi.org/10.70675/fdecdff4zbe68z43a6za097zd4a23e28482dopenalex-snapshot
Analyse des comportements des clients sur un site marchand en ligne
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