Time Series Analysis

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Hybrid CNN-LSTM Framework for Intelligent Cyber Attack Detection and Prevention in U.S. Critical Digital Infrastructure: A Comparative Machine Learning Evaluation on CSE-CIC-IDS2018

 🤖AI  Content type: Academic
arxiv.org·

Feasibility to detect rapid change and disappearance of seagrass: Lessons from nearly 80 years of vegetation change in the Ako, Seto Inland Sea, Japan

 👁️Computer Vision  Content type: Academic
arxiv.org·

Physiologically Constrained Musculoskeletal Neural Network for Multi-DoF Joint Kinematics Estimation from Partially Observed sEMG

 🦾Robotics  Content type: Academic
arxiv.org·

Cluster-Aware Causal Mixer for Online Anomaly Detection in Multivariate Time Series

 🤖Machine Learning  Content type: Academic
arxiv.org·

Preserving Plasticity in Continual Learning via Dynamical Isometry

 🤖AI  Content type: Academic
arxiv.org·

Eigenvector Spatial Filters Nuclear Norm Matrix Completion with Application to Air Quality Data

 📊Vector Quantization  Content type: Academic
arxiv.org·

Report the Floor: A Training-Free Conformal Interval Is a Mandatory Baseline for Probabilistic Time-Series Forecasting

 📊Bayesian Statistics  Content type: Academic
arxiv.org·

REGEN: Reference-Guided Synthetic Multivariate Time Series Generation for Forecasting

 🤖Machine Learning  Content type: Academic
arxiv.org·

Evidence-Guided Neural Architecture Selection under Uncertainty for Subject-Specific Blood Glucose Forecasting

 🎲Probability  Content type: Academic
arxiv.org·

Large Models for Time Series and Spatio-Temporal Data: A Survey and Outlook

 🤖Machine Learning  Content type: Academic
arxiv.org·

A Practical AI-Driven Strategy for Cell On/Off Switching under Adaptable QoS Constraints

 🎮Reinforcement Learning  Content type: Academic
arxiv.org·

GNSS-FM: A Self-Supervised Foundation Model for Daily GNSS Displacement Time Series

 🤖Machine Learning  Content type: Academic
arxiv.org·

Adaptive Patching Is Harder Than It Looks For Time-Series Forecasting

 📡Information Theory  Content type: Academic
arxiv.org·

Nullclines, Subnullclines and the Asymptotic and Transient Attractors in Eco-Evolutionary Dynamics

 🕸️Network Effects  Content type: Academic
arxiv.org·

Uncertainty Aware Functional Behavior Prediction and Material Fatigue Assessment for Circular Factory

 📊Bayesian Statistics  Content type: Academic
arxiv.org·

GlucoFM-Bench: Benchmarking Time-Series Foundation Models for Blood Glucose Forecasting

 🤖Machine Learning  Content type: Academic
arxiv.org·

Semi-Parametric Inference for Doubly Stochastic Spatial Point Processes: An Approximate Penalized Poisson Likelihood Approach

 📊Statistics  Content type: Academic
arxiv.org·

Expectations vs. Realities: The Cost of MSE-Optimal Forecasting Under Conditional Uncertainty

 📊Bayesian Statistics  Content type: Academic
arxiv.org·

TextEconomizer: Enhancing Lossy Text Compression with Denoising Transformers and Entropy Coding

 🤖AI  Content type: Academic
arxiv.org·

The Language of Elution: Autoregressive Prediction of the Next Feature in Untargeted LC-HRMS Lipidomics

 🤖Machine Learning  Content type: Academic
arxiv.org·

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