Mathematics - Statistics Theory

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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

Statistics Theory Adaptive MCMC: Cooking Up Better Solutions

Discover how adaptive MCMC adjusts settings for effective problem-solving.

Austin Brown, Jeffrey S. Rosenthal

2025-04-23T23:48:45+00:00 ― 6 min read

Methodology Improving Predictions for Extreme Weather Events

A new model enhances predictions of extreme weather events using advanced statistical methods.

Aiden Farrell, Emma F. Eastoe, Clement Lee

2025-04-23T19:49:30+00:00 ― 5 min read

Methodology Demystifying Statistics: A Simple Guide

Learn how statistics helps us make sense of data and uncertainty.

Mahdi Zamani

2025-04-23T15:50:15+00:00 ― 9 min read

Methodology Advancing Clinical Trials through CARA Techniques

CARA improves personalized medicine by aligning treatments with patient characteristics.

Jiahui Xin, Wei Ma

2025-04-23T07:51:45+00:00 ― 6 min read

Statistics Theory Using Bayesian Methods to Train Neural Networks

Learn how Bayesian methods can improve neural network training.

Curtis McDonald, Andrew R. Barron

2025-04-19T21:39:56+00:00 ― 5 min read

Methodology Examining Diabetes' Impact on Kidney Health

Analyzing the link between diabetes and Chronic Kidney Disease amidst various health factors.

Abhishek Ojha, Naveen N. Narisetty

2025-04-19T16:34:45+00:00 ― 8 min read

Statistics Theory Making Sense of High-Dimensional Data

Learn how researchers estimate in a world full of complex data.

Jana Gauss, Thomas Nagler

2025-04-19T11:29:34+00:00 ― 6 min read

Statistics Theory Handling Missing Data in Income Research

Learn how researchers estimate income trends despite missing data.

Xijia Liu, Kreske Ecker, Lina Schelin

2025-04-19T06:24:23+00:00 ― 6 min read

Methodology Understanding Spatial Relationships Through Models

Analyzing how regions influence one another through dynamic spatial autoregressive models.

Zetai Cen, Yudong Chen, Clifford Lam

2025-04-14T19:35:32+00:00 ― 7 min read

Statistics Theory Improving Boundary Detection in Noisy Data

A new method enhances boundary detection amid noise challenges.

Dhruv Kohli, Jesse He, Chester Holtz

2025-04-11T20:22:58+00:00 ― 5 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

Statistics Theory Measuring Variation in Multidimensional Data

Learn how to assess variation across complex datasets effectively.

Gennaro Auricchio, Paolo Giudici, Giuseppe Toscani

2025-04-09T07:20:46+00:00 ― 7 min read

Statistics Theory Adapting Predictions in a Changing World

Learn to navigate the challenges of shifting data in prediction models.

Philip Kennerberg, Ernst C. Wit

2025-04-07T09:34:07+00:00 ― 8 min read

Statistics Theory New Insights in Analyzing Longitudinal Data

A fresh approach for better understanding health data over time.

Takumi Imamura, Hiroki Masuda

2025-04-05T06:42:17+00:00 ― 7 min read

Machine Learning The Quirks of Language Models: What You Need to Know

Learn how small changes in input affect language model responses.

Paulius Rauba, Qiyao Wei, Mihaela van der Schaar

2025-04-04T10:21:33+00:00 ― 7 min read

Space Physics DARE: The Future of Space Exploration

A new mission concept aims to explore space with autonomous technology.

Kazuya Echigo, Abhishek Cauligi, Saptarshi Bandyopadhyay

2025-04-03T19:06:00+00:00 ― 8 min read

Statistics Theory Mastering Document Formatting with elsarticle.cls

Learn how to format your academic papers using elsarticle.cls effectively.

Xiaohong Duan, Yingli Wang

2025-04-02T17:40:05+00:00 ― 8 min read

Statistics Theory Reimagining Data Processing with Approximate Message Passing

Learn how new AMP variants tackle complex data challenges.

Songbin Liu, Junjie Ma

2025-04-01T16:14:10+00:00 ― 5 min read

Statistics Theory Mastering Confidence Sequences in Statistics

Learn how confidence sequences and betting strategies improve mean estimation.

Eugenio Clerico

2025-03-30T13:22:20+00:00 ― 6 min read

Statistics Theory Decoding Community Recovery in Networks

Explore how community recovery shapes group dynamics across multiple networks.

Miklós Z. Rácz, Jifan Zhang

2025-03-28T20:40:52+00:00 ― 5 min read

Machine Learning The Role of Robustness in Algorithmic Statistics

Discover how robustness enhances data analysis in algorithmic statistics.

Gautam Kamath

2025-03-28T15:35:41+00:00 ― 6 min read

Data Structures and Algorithms Efficient Graph Matching: Connecting the Dots

Explore innovative methods for matching graphs efficiently across complex networks.

Shuwen Chai, Miklós Z. Rácz

2025-03-28T10:30:30+00:00 ― 6 min read

Statistics Theory Navigating Data Corruption: Mean Estimation Simplified

Learn how to tackle corrupted data through robust mean estimation methods.

Akshay Prasadan, Matey Neykov

2025-03-26T22:54:13+00:00 ― 6 min read

Statistics Theory Detectives of Data: The Art of Anomaly Detection

Learn how data detectives spot unusual patterns to prevent fraud and errors.

Aristomenis Tsopelakos, Georgios Fellouris

2025-03-23T23:41:39+00:00 ― 6 min read

Machine Learning The Role of Bridge-Type Estimators in Statistics

Bridge-type estimators help identify key variables in complex data efficiently.

Alessandro De Gregorio, Francesco Iafrate

2025-03-23T13:31:17+00:00 ― 8 min read

Statistics Theory Balancing Life and Quality in ALS Treatment

Exploring the need for quality-adjusted lifetime in healthcare decision-making.

Hao Sun, Ashkan Ertefaie, Luke Duttweiler

2025-03-21T15:44:38+00:00 ― 5 min read

Methodology Harnessing Random Matrix Theory for Big Data Analysis

Discover how RMT helps tackle high-dimensional data challenges in various fields.

Swapnaneel Bhattacharyya, Srijan Chattopadhyay, Sevantee Basu

2025-03-19T02:42:26+00:00 ― 5 min read

Methodology Robust Regression: A New Approach to Reliable Data Insights

Discover how robust regression enhances data analysis for better predictions.

Saptarshi Chakraborty, Kshitij Khare, George Michailidis

2025-03-18T21:37:15+00:00 ― 7 min read

Statistics Theory Estimating Stats: Making Sense of Data

A guide to understanding estimation in statistics with relatable examples.

Somnath Mondal, Lakshmi Kanta Patra

2025-03-18T16:32:04+00:00 ― 5 min read

Optimization and Control Mastering Global Optimization with SMCO

Learn how SMCO transforms global optimization into a simpler challenge.

Xiaohong Chen, Zengjing Chen, Xiaodong Yan

2025-03-18T11:26:53+00:00 ― 7 min read

Econometrics Mastering the Mode: Convolution Mode Regression Explained

Learn how convolution mode regression helps find common values in messy data.

Eduardo Schirmer Finn, Eduardo Horta

2025-03-18T06:21:42+00:00 ― 6 min read

Statistics Theory Confidence Intervals: A Guide to HPD and LRCI

Learn the differences and uses of HPD and LRCI in data analysis.

A. X. Venu

2025-03-14T20:58:46+00:00 ― 7 min read

Methodology Mediation Analysis: The Key to Research Insights

Unlocking the mysteries of how factors influence each other in research.

Shi Bo, AmirEmad Ghassami, Debarghya Mukherjee

2025-03-06T19:41:48+00:00 ― 5 min read

Statistics Theory Rethinking Mean Square Error in Statistics

Critiques of MSE and the rise of better statistical tools.

Paul Vos

2025-03-06T09:31:26+00:00 ― 7 min read

Methodology Enhancing Treatment Effect Estimates in Research

A look at improving treatment effect analysis using tail-trimming techniques.

Jonathan B. Hill, Saraswata Chaudhuri

2025-03-06T04:26:15+00:00 ― 6 min read

Statistics Theory The Chain Reaction of Events Explained

Learn how past events shape future occurrences through the Hawkes-diffusion process.

Chiara Amorino, Charlotte Dion-Blanc, Arnaud Gloter

2025-03-05T23:21:04+00:00 ― 7 min read

Statistics Theory Navigating Precision Matrices: Insights and Techniques

Learn how precision matrices and Cholesky factors improve data analysis.

Jiaheng Chen, Daniel Sanz-Alonso

2025-03-05T08:05:31+00:00 ― 8 min read

Information Theory Keeping Information Fresh: The Dual-Queue Advantage

Learn how dual-queue systems improve information freshness.

Zhengchuan Chen, Yi Qu, Nikolaos Pappas

2025-03-05T03:00:20+00:00 ― 5 min read

Methodology Flexible Clustering: A Dance of Data

New methods improve functional data analysis by embracing flexibility and complexity.

Tsung-Hung Yao, Suprateek Kundu

2025-03-02T08:52:57+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