Latest Articles for Predictive Modeling

Machine Learning Harnessing LLMs for Accurate Time Series Forecasting

Discover a new method to improve time series predictions using Large Language Models.

Jayanie Bogahawatte, Sachith Seneviratne, Maneesha Perera

2025-04-05T11:25:48+00:00 ― 7 min read

Machine Learning Unlocking the Future with Koopman Autoencoders

Explore how Koopman autoencoders predict complex system behavior over time.

Dustin Enyeart, Guang Lin

2025-04-03T07:54:36+00:00 ― 6 min read

Methodology Transforming Health Predictions with fGFPCA

New method improves health predictions using historical data.

Ying Jin, Andrew Leroux

2025-04-02T22:45:16+00:00 ― 9 min read

Dynamical Systems Understanding Non-Uniformly Hyperbolic Systems: A New Approach

Exploring the behavior of complex dynamical systems in new ways.

Leonid A. Bunimovich, Yaofeng Su

2025-04-02T07:27:40+00:00 ― 5 min read

Machine Learning The Future of Time Series Forecasting with LMS-AutoTSF

Discover how LMS-AutoTSF is changing time series forecasting.

Ibrahim Delibasoglu Sanjay Chakraborty Fredrik Heintz

2025-03-30T06:09:54+00:00 ― 7 min read

Methodology Improving Health Predictions with Data Analysis

Researchers develop a two-stage method to enhance health data analysis.

Taban Baghfalaki, Reza Hashemi, Christophe Tzourio

2025-03-27T14:09:46+00:00 ― 6 min read

Machine Learning Mastering Linear Regression: Understanding Covariate Dependency

Explore linear regression and how covariate dependency impacts predictions.

Behrad Moniri, Hamed Hassani

2025-03-26T02:33:29+00:00 ― 6 min read

Machine Learning Navigating the Challenges of Streaming Data

Learn how to manage streaming data and concept drift effectively.

Fabian Hinder, Valerie Vaquet, David Komnick

2025-03-15T00:13:30+00:00 ― 6 min read

Econometrics Unlocking the Future with PTFA

PTFA: A new approach for better predictions in complex data.

Miguel C. Herculano, Santiago Montoya-Blandón

2025-03-13T15:09:36+00:00 ― 5 min read

Machine Learning Improving Predictions in Tabular Regression with APAR

APAR enhances model performance in tabular data prediction tasks.

Hong-Wei Wu, Wei-Yao Wang, Kuang-Da Wang

2025-03-08T17:21:18+00:00 ― 6 min read

Machine Learning Next-Generation Reservoir Computing: A Game Changer

Discover how NG-RC transforms predictions for complex systems.

Lyudmila Grigoryeva, Hannah Lim Jing Ting, Juan-Pablo Ortega

2025-03-08T14:07:40+00:00 ― 7 min read

Machine Learning Tackling Deep Imbalanced Regression with Innovative Techniques

A fresh method to improve predictions in imbalanced datasets using group learning.

Ruizhi Pu, Gezheng Xu, Ruiyi Fang

2025-03-03T19:23:15+00:00 ― 6 min read

Machine Learning Predicting PMSM Behavior with Neural Networks

Learn how neural networks improve predictions for Permanent Magnet Synchronous Motors.

Wenjie Mei, Xiaorui Wang, Yanrong Lu

2025-03-03T07:49:48+00:00 ― 6 min read

Statistics Theory Enhancing Predictions with Helper Covariates

Discover how helper covariates improve accuracy in predictions across various fields.

Eric Xia, Martin J. Wainwright

2025-03-02T03:47:46+00:00 ― 5 min read

Solar and Stellar Astrophysics New Model Predicts Solar Energetic Particle Events

Researchers develop PARASOL model to enhance predictions of solar energetic particles.

Alexandr Afanasiev, Nicolas Wijsen, Rami Vainio

2025-02-27T07:13:00+00:00 ― 6 min read

Data Analysis, Statistics and Probability Decoding Feature Importance: A New Approach

Learn how to measure the impact of data features in predictive models.

Marlis Ontivero-Ortega, Luca Faes, Jesus M Cortes

2025-02-25T01:43:22+00:00 ― 7 min read

Machine Learning Navigating Data Drift: The PDD Approach

Learn how Profile Drift Detection can keep your predictive models accurate.

Ugur Dar, Mustafa Cavus

2025-02-20T14:54:31+00:00 ― 7 min read

Neurons and Cognition Harnessing Brain Power: Echo State Networks

Discover how brain connectomics enhances echo state networks for better predictions.

Bach Nguyen, Tianlong Chen, Shu Yang

2025-02-18T18:13:44+00:00 ― 7 min read

Machine Learning The Trouble with SHAP Scores in AI

SHAP scores can mislead AI model predictions and decision-making.

Olivier Letoffe, Xuanxiang Huang, Joao Marques-Silva

2025-02-18T02:21:45+00:00 ― 5 min read

Machine Learning Detecting Harmful Shifts in Machine Learning Models

A new approach to identify data shifts without requiring labels.

Salim I. Amoukou, Tom Bewley, Saumitra Mishra

2025-02-12T18:42:44+00:00 ― 7 min read

Machine Learning Managing Uncertainty in Deep Learning

Learn how scientists address uncertainty in deep learning for better predictions.

Sophie Steger, Christian Knoll, Bernhard Klein

2025-02-07T21:36:00+00:00 ― 8 min read

Methodology Mastering Linear Regression: A Guide to Predictions

Learn how to use linear regression methods for effective data predictions.

Alberto Quaini

2025-02-04T17:25:46+00:00 ― 6 min read

Machine Learning Simplifying Neural Networks: Uncertainty and Efficiency

Learn how to streamline neural networks and improve prediction confidence.

Govinda Anantha Padmanabha, Cosmin Safta, Nikolaos Bouklas

2025-02-04T02:10:13+00:00 ― 7 min read

Methodology Visualizing Predictions: The Grill Plot Unpacked

Discover how grill plots simplify understanding complex predictions in data analysis.

Peter J. Rousseeuw

2025-01-30T20:26:33+00:00 ― 8 min read

Databases SHARQ: A New Way to Analyze Data Patterns

Discover SHARQ, a fast method for understanding data relationships and improving decision-making.

Hadar Ben-Efraim, Susan B. Davidson, Amit Somech

2025-01-28T02:23:33+00:00 ― 7 min read

Machine Learning Mastering Time Series Forecasting with RS3GP

Learn how RS3GP revolutionizes predictions with smart mechanisms.

Csaba Tóth, Masaki Adachi, Michael A. Osborne

2025-01-22T14:04:24+00:00 ― 6 min read

Methodology State-Space Models: Forecasting with Confidence

Learn how state-space models transform insurance claims forecasting.

Jae Youn Ahn, Himchan Jeong, Mario V. Wüthrich

2025-01-18T23:36:17+00:00 ― 7 min read