Latest Articles for Modeling Techniques

Machine Learning Understanding Outliers in Machine Learning Models

Learn how to identify and address prediction errors in machine learning.

Hiroshi Yokoyama, Ryusei Shingaki, Kaneharu Nishino

2025-05-13T02:23:02+00:00 ― 5 min read

Machine Learning Introducing SPARTAN: A New Approach to Causal Modeling

A fresh method to understand causal relationships in dynamic environments.

Anson Lei, Bernhard Schölkopf, Ingmar Posner

2025-05-12T23:42:31+00:00 ― 10 min read

Machine Learning Revolutionizing Error Prediction in Engineering with Machine Learning

Using machine learning to improve accuracy in numerical model error predictions.

Bozhou Zhuang, Sashank Rana, Brandon Jones

2025-05-08T07:20:49+00:00 ― 7 min read

Computer Vision and Pattern Recognition DGGS: Enhancing 3D Reconstruction Amid Distractions

DGGS improves 3D modeling by reducing background distractions for cleaner visuals.

Yanqi Bao, Jing Liao, Jing Huo

2025-05-06T18:48:00+00:00 ― 7 min read

Systems and Control Improving Energy Systems with Inverter-Based Resources

New models enhance the integration of renewable energy into power grids.

Aldin Dželo, Amer Mešanović, Mirsad Cosovic

2025-05-06T04:57:32+00:00 ― 8 min read

Machine Learning Improving State Space Models Through Autocorrelation

Explore how autocorrelation enhances state space model initialization.

Fusheng Liu, Qianxiao Li

2025-05-03T05:05:20+00:00 ― 6 min read

Numerical Analysis Shape-Morphing Solutions: A New Approach to PDEs

Learn how shape-morphing solutions aid in solving complex equations with real data.

Zachary T. Hilliard, Mohammad Farazmand

2025-05-03T01:27:12+00:00 ― 7 min read

Analysis of PDEs Identifiability in Biological Mathematical Models

Learn how identifiability affects biological modeling and scientific conclusions.

Yurij Salmaniw, Alexander P Browning

2025-05-01T01:00:04+00:00 ― 8 min read

Computational Physics Improving Material Predictions with Active Learning

Combining techniques for better accuracy in predicting mechanical properties of materials.

Leon Riccius, Iuri B. C. M. Rocha, Joris Bierkens

2025-04-30T20:06:12+00:00 ― 6 min read

Machine Learning Advancements in State-Space Modeling with Particle Filters

New methods enhance predictions in complex systems using state-space models.

Benjamin Cox, Santiago Segarra, Victor Elvira

2025-04-26T11:37:30+00:00 ― 6 min read

Signal Processing Spectrum Prediction: A New Way Forward

Improving wireless communication through advanced prediction methods.

Vincent Corlay, Tatsuya Nakazato, Kanako Yamaguchi

2025-04-16T17:47:24+00:00 ― 7 min read

Statistics Theory The Art of Semiparametric Models in Data Analysis

Learn how semiparametric models enhance data analysis through flexibility and simplicity.

Stefan Franssen, Jeanne Nguyen, Aad van der Vaart

2025-04-09T17:31:08+00:00 ― 7 min read

Computers and Society Harnessing Language Models for Social Behavior Simulation

Researchers use LLMs to enhance social behavior simulations and model opinion dynamics.

Da Ju, Adina Williams, Brian Karrer

2025-04-06T18:43:39+00:00 ― 6 min read

Networking and Internet Architecture RouteNet-Fermi: A New Era in Network Modeling

Discover how RouteNet-Fermi improves network performance prediction using advanced modeling techniques.

Shourya Verma, Simran Kadadi, Swathi Jayaprakash

2025-04-04T04:07:57+00:00 ― 9 min read

Machine Learning Faster and Smarter Gas Dispersion Modeling

New model enhances gas dispersion predictions for better safety and efficiency.

M. Giselle Fernández-Godino, Wai Tong Chung, Akshay A. Gowardhan

2025-03-03T09:56:04+00:00 ― 7 min read

Systems and Control Economic Systems: A Network of Interactions

Explore how interconnected economies function as networks through input-output models.

Minh Hoang Trinh, Nhat-Minh Le-Phan, Hyo-Sung Ahn

2025-02-19T19:10:00+00:00 ― 6 min read

Methodology Navigating Tree-Based Models with Partial Likelihood

Learn how partial likelihood improves tree-based models in data analysis.

Li Ma, Benedetta Bruni

2025-02-17T20:47:08+00:00 ― 7 min read

Machine Learning Surrogate Models: Simplifying Complex Predictions

Learn how surrogate models help make sense of complex data.

Philipp Reiser, Paul-Christian Bürkner, Anneli Guthke

2025-02-17T05:31:35+00:00 ― 7 min read

General Economics The Rise of Data-Driven Economic Models

Discover how data-driven models reshape economic predictions and policy-making.

Marco Pangallo, R. Maria del Rio-Chanona

2025-02-06T23:02:20+00:00 ― 6 min read

Computation Baking Success with Variational Bayesian Inference

Learn how Variational Bayesian Inference transforms data analysis into a recipe for success.

Laura Battaglia, Geoff Nicholls

2025-02-06T15:12:25+00:00 ― 7 min read

Soft Condensed Matter The Shapes of Bacteria: Growth Models Explored

Discover how bacteria shape and grow through new modeling techniques.

Bryan Verhoef, Rutger Hermsen, Joost de Graaf

2025-01-31T18:19:40+00:00 ― 6 min read

Econometrics Enhancing Economic Models with Optimal Transportation

Refining economic models for better accuracy and insight.

Jean-Jacques Forneron, Zhongjun Qu

2025-01-21T17:43:40+00:00 ― 6 min read