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Time Series

Papers

Showing 23512400 of 9169 papers

TitleStatusHype
Transition of α-mixing in Random Iterations with Applications in Queuing Theory0
TimeCNN: Refining Cross-Variable Interaction on Time Point for Time Series Forecasting0
Large datasets for the Euro Area and its member countries and the dynamic effects of the common monetary policy0
GRU-D Characterizes Age-Specific Temporal Missingness in MIMIC-IV0
MC-QDSNN: Quantized Deep evolutionary SNN with Multi-Dendritic Compartment Neurons for Stress Detection using Physiological Signals0
Smart energy management: process structure-based hybrid neural networks for optimal scheduling and economic predictive control in integrated systems0
Learning Interpretable Hierarchical Dynamical Systems Models from Time Series Data0
Applying Quantum Autoencoders for Time Series Anomaly Detection0
Beyond Forecasting: Compositional Time Series Reasoning for End-to-End Task Execution0
SOI: Scaling Down Computational Complexity by Estimating Partial States of the Model0
Forest Proximities for Time Series0
Resource-aware Mixed-precision Quantization for Enhancing Deployability of Transformers for Time-series Forecasting on Embedded FPGAs0
GAS-Norm: Score-Driven Adaptive Normalization for Non-Stationary Time Series Forecasting in Deep LearningCode0
SDA-GRIN for Adaptive Spatial-Temporal Multivariate Time Series ImputationCode0
Metadata Matters for Time Series: Informative Forecasting with Transformers0
Elucidating the Design Choice of Probability Paths in Flow Matching for Forecasting0
A new GARCH model with a deterministic time-varying intercept0
Local Attention Mechanism: Boosting the Transformer Architecture for Long-Sequence Time Series ForecastingCode0
Efficient Source-Free Time-Series Adaptation via Parameter Subspace Disentanglement0
Repurposing Foundation Model for Generalizable Medical Time Series Classification0
Embedded Topic Models Enhanced by Wikification0
Channel-aware Contrastive Conditional Diffusion for Multivariate Probabilistic Time Series ForecastingCode0
Learning K-U-Net with constant complexity: An Application to time series forecasting0
Flow Matching with Gaussian Process Priors for Probabilistic Time Series Forecasting0
Deep Koopman-layered Model with Universal Property Based on Toeplitz Matrices0
Plots Unlock Time-Series Understanding in Multimodal Models0
TrajGPT: Irregular Time-Series Representation Learning for Health Trajectory Analysis0
FredNormer: Frequency Domain Normalization for Non-stationary Time Series Forecasting0
Demand Forecasting in Supply Chain Management for Rossmann Stores Using Weather Enhanced Deep Learning Model0
TiVaT: A Transformer with a Single Unified Mechanism for Capturing Asynchronous Dependencies in Multivariate Time Series Forecasting0
Model Comparisons: XNet Outperforms KAN0
Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series0
Contrastive Representation Learning for Predicting Solar Flares from Extremely Imbalanced Multivariate Time Series Data0
AR-Sieve Bootstrap for the Random Forest and a simulation-based comparison with rangerts time series prediction0
Recovering Time-Varying Networks From Single-Cell Data0
Bayes-CATSI: A variational Bayesian deep learning framework for medical time series data imputationCode0
Advancing Spatio-temporal Storm Surge Prediction with Hierarchical Deep Neural Networks0
Deep Multimodal Fusion for Semantic Segmentation of Remote Sensing Earth Observation Data0
Asymmetrically connected reservoir networks learn better0
TSI: A Multi-View Representation Learning Approach for Time Series ForecastingCode0
Continuous-Time Linear Positional Embedding for Irregular Time Series Forecasting0
A SSM is Polymerized from Multivariate Time SeriesCode0
StreamEnsemble: Predictive Queries over Spatiotemporal Streaming Data0
Model Selection with a Shapelet-based Distance Measure for Multi-source Transfer Learning in Time Series ClassificationCode0
GARCH-Informed Neural Networks for Volatility Prediction in Financial Markets0
Detecting Structural breakpoints in natural gas and electricity wholesale prices via Bayesian ensemble approach, in the era of energy prices turmoil of 2022 period: the cases of ten European markets0
Stream-level flow matching with Gaussian processesCode0
KODA: A Data-Driven Recursive Model for Time Series Forecasting and Data Assimilation using Koopman Operators0
Temporal Source Recovery for Time-Series Source-Free Unsupervised Domain AdaptationCode0
Optimizing Time Series Forecasting: A Comparative Study of Adam and Nesterov Accelerated Gradient on LSTM and GRU networks Using Stock Market dataCode0
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