专题:Time Series Analysis and Forecasting

This cluster of papers focuses on the clustering, classification, and analysis of time series data. It covers various algorithms and techniques such as dynamic time warping, feature extraction, deep learning, symbolic representation, multivariate classification, similarity measures, dimensionality reduction, and pattern discovery.
最新文献
Technical and Theoretical Bridges Between Gravitational Wave Observations and Quantum Information Processing Systems

preprint Full Text OpenAlex

Data Augmentation for Time-Series Classification: An Extensive Empirical Study and Comprehensive Survey

article Full Text OpenAlex

Understanding World or Predicting Future? A Comprehensive Survey of World Models

review Full Text OpenAlex

ConvTimeNet: A Deep Hierarchical Fully Convolutional Model for Multivariate Time Series Analysis

article Full Text OpenAlex

Deep Feature Embedding for Tabular Data

book-chapter Full Text OpenAlex

A Structured Study of Multivariate Time-Series Distance Measures

article Full Text OpenAlex

SPARTAN: Data-Adaptive Symbolic Time-Series Approximation

article Full Text OpenAlex

TrafficFormer: An Efficient Pre-trained Model for Traffic Data

article Full Text OpenAlex

EmoXpt: Analyzing Emotional Variances in Human Comments and LLM-Generated Responses

article Full Text OpenAlex

A Hybrid Approach to Time Series Forecasting: Integrating ARIMA and Prophet for Improved Accuracy

article Full Text OpenAlex

近5年高被引文献
seaborn: statistical data visualization

article Full Text OpenAlex 5271 FWCI468.013

Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting

article Full Text OpenAlex 3475 FWCI339.974

Temporal Fusion Transformers for interpretable multi-horizon time series forecasting

article Full Text OpenAlex 1262 FWCI126.685

Are Transformers Effective for Time Series Forecasting?

article Full Text OpenAlex 1199 FWCI341.58

Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting

preprint Full Text OpenAlex 1155 FWCI0

Graph Neural Network-Based Anomaly Detection in Multivariate Time Series

article Full Text OpenAlex 742 FWCI60.86

A Transformer-based Framework for Multivariate Time Series Representation Learning

article Full Text OpenAlex 692 FWCI75.373

A Review on Outlier/Anomaly Detection in Time Series Data

review Full Text OpenAlex 624 FWCI12.218

k-Nearest Neighbour Classifiers - A Tutorial

review Full Text OpenAlex 624 FWCI12.051

A Survey of Ensemble Learning: Concepts, Algorithms, Applications, and Prospects

article Full Text OpenAlex 617 FWCI74.805