Statistics - Machine Learning

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Statistics Theory Outliers in Data Analysis: Understanding the Distinction

Learn about adversarial and heavy-tailed outliers in data analysis.

Yeshwanth Cherapanamjeri, Daniel Lee

2025-04-27T15:32:15+00:00 ― 7 min read

Latest Articles

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

Machine Learning Improving Precision Matrix Estimation with Transfer Learning

A novel method enhances precision matrix estimation using limited data through transfer learning.

Boxin Zhao, Cong Ma, Mladen Kolar

2025-04-26T07:38:15+00:00 ― 6 min read

Machine Learning Introducing the Haar-Laplacian: A New Tool for Directed Graphs

A fresh approach to analyzing connections in directed graphs.

Theodor-Adrian Badea, Bogdan Dumitrescu

2025-04-25T23:39:45+00:00 ― 5 min read

Risk Management FE-GAN: A New Tool for Financial Risk Assessment

FE-GAN provides improved predictions for financial risk management using historical data.

Ling Chen

2025-04-25T19:40:30+00:00 ― 7 min read

Methodology Expert Knowledge: A Tool for Better Insights

Learn how expert knowledge improves understanding across various fields.

Florence Bockting, Stefan T. Radev, Paul-Christian Bürkner

2025-04-25T11:42:00+00:00 ― 6 min read

Machine Learning Understanding Bi-level Optimization in Machine Learning

A look at bi-level optimization methods and their impact on machine learning models.

Congliang Chen, Li Shen, Zhiqiang Xu

2025-04-25T03:43:30+00:00 ― 5 min read

Probability Connecting Evolution and Bayesian Inference

Examining the links between biological evolution and statistical methods.

Sahani Pathiraja, Philipp Wacker

2025-04-23T11:51:00+00:00 ― 7 min read

Computer Vision and Pattern Recognition Improving Text-to-Image Models with Attention

A fresh approach enhances image accuracy from text descriptions using attention techniques.

Eric Hanchen Jiang, Yasi Zhang, Zhi Zhang

2025-04-23T03:52:30+00:00 ― 5 min read

Machine Learning Improving Decision-Making with Stagger Thompson Sampler

Learn how STS transforms decision-making in complex optimization tasks.

David Sweet

2025-04-22T23:53:15+00:00 ― 6 min read

Machine Learning CatNet: A New Tool for Stock Predictions

CatNet helps investors identify key stock features with accuracy.

Jiaan Han, Junxiao Chen, Yanzhe Fu

2025-04-22T15:54:45+00:00 ― 6 min read

Machine Learning A New Method for Solving PDEs

Boundary Ehrenpreis-Palamodov Gaussian Processes improves accuracy in solving PDEs.

Jianlei Huang, Marc Härkönen, Markus Lange-Hegermann

2025-04-22T11:55:30+00:00 ― 5 min read

Computer Vision and Pattern Recognition Understanding Image Segmentation and Its Uncertainty

Learn about image segmentation, its techniques, and the importance of uncertainty in analysis.

M. M. A. Valiuddin, R. J. G. van Sloun, C. G. A. Viviers

2025-04-22T03:57:00+00:00 ― 8 min read

Machine Learning Federated Learning: Keeping AI Secure and Smart

Learn how federated learning trains AI while protecting personal data.

Dun Zeng, Zheshun Wu, Shiyu Liu

2025-04-21T23:57:45+00:00 ― 5 min read

Machine Learning Rank-N-Contrast: A New Approach to Regression

Learn how Rank-N-Contrast improves regression predictions by focusing on relationships.

Six Valentin, Chidiac Alexandre, Worlikar Arkin

2025-04-21T19:58:30+00:00 ― 7 min read

Machine Learning Improving Weather Forecasts through Combined Predictions

Learn how blending weather models enhances forecast accuracy and reliability.

Sam Allen, David Ginsbourger, Johanna Ziegel

2025-04-21T15:59:15+00:00 ― 7 min read

Machine Learning Predicting City Movements with Causal Learning

Learn how cities forecast movement patterns through advanced predictive methods.

Zhaobin Mo, Qingyuan Liu, Baohua Yan

2025-04-21T09:16:13+00:00 ― 8 min read

Machine Learning Revolutionizing Model Merging with Task Singular Vectors

New methods improve model merging while reducing task interference.

Antonio Andrea Gargiulo, Donato Crisostomi, Maria Sofia Bucarelli

2025-04-18T20:14:01+00:00 ― 6 min read

Machine Learning A Deep Dive into Time Series Classification with CaLoNet

Learn how CaLoNet improves time series classification through causal and local correlations.

Mingsen Du, Yanxuan Wei, Xiangwei Zheng

2025-04-18T15:08:50+00:00 ― 6 min read

Machine Learning Neural Networks: Measuring Distances Over Intensity

New insights suggest neural networks focus more on distances than signal strengths.

Alan Oursland

2025-04-18T04:58:28+00:00 ― 5 min read

Machine Learning Understanding Meta-Learning: A New Approach to Machine Learning

Learn how machines can improve by learning from multiple tasks simultaneously.

Yannay Alon, Steve Hanneke, Shay Moran

2025-04-17T23:53:17+00:00 ― 7 min read

Machine Learning Navigating the World of Non-Gaussian Data

A closer look at advanced data modeling techniques and their applications.

Kesen Wang, Marc G. Genton

2025-04-17T13:42:55+00:00 ― 6 min read

Image and Video Processing Accelerating Bone Analysis in Mice

A global challenge aimed to automate growth plate detection in mouse bones.

Nikolay Burlutskiy, Marija Kekic, Jordi de la Torre

2025-04-17T08:37:44+00:00 ― 6 min read

Artificial Intelligence NICE Model: Rethinking Causal Effects with Images

A new model estimates how images influence user behaviors.

Abhinav Thorat, Ravi Kolla, Niranjan Pedanekar

2025-04-16T22:27:22+00:00 ― 7 min read

Applications Improving Climate Model Predictions with New Methods

A new approach to enhance the accuracy of climate models.

Reetam Majumder, Shiqi Fang, A. Sankarasubramanian

2025-04-16T02:06:38+00:00 ― 6 min read

Methodology Understanding Growth Patterns with Functional Mixed Models

A detailed look at how functional mixed models analyze growth patterns in data.

Fangyi Wang, Karthik Bharath, Oksana Chkrebtii

2025-04-15T10:51:05+00:00 ― 6 min read

Computer Vision and Pattern Recognition Revolutionizing Digital Art with RFMs

Explore how RFMs transform image generation in creative fields.

Maitreya Patel, Song Wen, Dimitris N. Metaxas

2025-04-14T09:25:10+00:00 ― 6 min read

Machine Learning Understanding Graph Max Shift for Clustering

Learn how Graph Max Shift helps in grouping data points effectively.

Ery Arias-Castro, Elizabeth Coda, Wanli Qiao

2025-04-13T23:14:48+00:00 ― 5 min read

Machine Learning Balancing Privacy and Learning in Data

A look into online federated learning and privacy techniques.

Jiaojiao Zhang, Linglingzhi Zhu, Dominik Fay

2025-04-13T18:09:37+00:00 ― 8 min read

Machine Learning The Risks of AI in Society

Examining the pitfalls and biases of AI systems in various fields.

Jérémie Sublime

2025-04-13T13:04:26+00:00 ― 5 min read

Machine Learning Making Sense of Complex Data with Isometry Pursuit

Learn how isometry pursuit simplifies complex data matrices for better analysis.

Samson Koelle, Marina Meila

2025-04-13T07:59:15+00:00 ― 5 min read

Machine Learning Federated Learning: A New Way to Share Insights

Explore how federated learning balances privacy and collaboration.

Shivam Pal, Aishwarya Gupta, Saqib Sarwar

2025-04-13T02:54:04+00:00 ― 5 min read

Differential Geometry Advancements in Hurricane Forecasting Techniques

Learn how modern methods improve hurricane predictions and preparedness.

Esfandiar Nava-Yazdani

2025-04-12T21:48:53+00:00 ― 7 min read

Machine Learning Improving Solar Flare Prediction Models

Researchers enhance models to better predict and explain solar flares.

Temitope Adeyeha, Chetraj Pandey, Berkay Aydin

2025-04-12T16:43:42+00:00 ― 6 min read

Machine Learning Improving Predictions with LD-EnSF: A New Approach

LD-EnSF enhances data assimilation for complex systems, improving accuracy and efficiency.

Pengpeng Xiao, Phillip Si, Peng Chen

2025-04-11T15:17:47+00:00 ― 6 min read

Machine Learning Navigating Causal Effects in Complex Treatments

New method improves understanding of causal effects in complex data.

Oriol Corcoll Andreu, Athanasios Vlontzos, Michael O'Riordan

2025-04-11T10:12:36+00:00 ― 6 min read

Algebraic Geometry The Dance of Matrices in Deep Learning

Discover the playful world of matrices and their role in deep learning.

Simon Pepin Lehalleur, Richárd Rimányi

2025-04-09T12:25:57+00:00 ― 6 min read

Machine Learning Transforming Graph Analysis with Expert Models

A new method simplifies graph analysis using specialized expert models.

Jingzhe Liu, Haitao Mao, Zhikai Chen

2025-04-09T02:15:35+00:00 ― 6 min read

Machine Learning Reinforcement Learning in Healthcare: A New Approach

Using advanced learning techniques to improve health interventions.

Karine Karine, Susan A. Murphy, Benjamin M. Marlin

2025-04-08T21:10:24+00:00 ― 5 min read

Computer Vision and Pattern Recognition Improving Image Generation with Uncertainty Insight

New methods enhance image quality by addressing uncertainty in generative models.

Michele De Vita, Vasileios Belagiannis

2025-04-08T16:05:13+00:00 ― 7 min read

Machine Learning Improving Model Predictions with Hidden Influences

A new method enhances predictions by addressing hidden factors in data.

Parjanya Prashant, Seyedeh Baharan Khatami, Bruno Ribeiro

2025-04-08T11:00:02+00:00 ― 6 min read