Statistics - Methodology

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Methodology Understanding Nonlinear Relationships in Psychology

This article discusses new methods for understanding complex ties in mental health.

Lindley R. Slipetz, Jiaxing Qiu, Siqi Sun

2025-05-23T11:36:56+00:00 ― 6 min read

Latest Articles

Machine Learning Understanding Variable Importance in Machine Learning

A look at how variables impact machine learning predictions.

Xiaohan Wang, Yunzhe Zhou, Giles Hooker

2025-05-22T13:34:48+00:00 ― 7 min read

Methodology The Impact of Order in Mixing Ingredients

How the sequence of adding components affects product quality across various fields.

Jiayi Zheng, Nicholas Rios

2025-05-21T14:10:02+00:00 ― 6 min read

Methodology Understanding Crime Rates Through Community Factors

This guide examines how community characteristics influence crime rates across different areas.

Xiaoke Qin, Francesca Martella, Sanjeena Subedi

2025-05-21T11:24:46+00:00 ― 6 min read

Methodology Connecting The Dots: The Role of Copulas

Learn how copulas help reveal connections in data relationships.

David Huk, Mark Steel, Ritabrata Dutta

2025-05-21T10:02:08+00:00 ― 5 min read

Methodology A New Way to Analyze Research Data

Joint models combine various responses for clearer insights in research.

Laura Vana-Gür, Rainer Hirk

2025-05-21T08:39:30+00:00 ― 7 min read

Methodology Handling Missing Data in Time Series Analysis

A new method addresses missing data issues in time series analysis effectively.

Shuo-Chieh Huang, Tengyuan Liang, Ruey S. Tsay

2025-05-21T07:16:52+00:00 ― 4 min read

Machine Learning Balancing Goals in Science with CMOBO

CMOBO helps researchers manage multiple objectives in complex projects efficiently.

Diantong Li, Fengxue Zhang, Chong Liu

2025-05-20T23:01:04+00:00 ― 5 min read

Machine Learning Evaluating Model Generalizability in Data Science

A new method to ensure models perform well across diverse data scenarios.

Daniel de Vassimon Manela, Linying Yang, Robin J. Evans

2025-05-20T16:07:54+00:00 ― 9 min read

Methodology Simplifying Multivariate Analysis with Reduced-Rank Approaches

Learn how reduced-rank methods simplify complex data relationships.

Maeve McGillycuddy, Gordana Popovic, Benjamin M. Bolker

2025-05-20T14:45:16+00:00 ― 7 min read

Methodology Balancing Patient Privacy and Medical Research

A new method allows safe data analysis for healthcare studies.

Marie Analiz April Limpoco, Christel Faes, Niel Hens

2025-05-20T10:57:08+00:00 ― 5 min read

Methodology Understanding Monotone Missingness in Data Analysis

Learn how monotone missingness impacts data and research outcomes.

Santtu Tikka, Juha Karvanen

2025-05-20T08:16:37+00:00 ― 7 min read

Methodology Navigating Goodness-of-Fit and Two-Sample Tests

A guide to better data analysis methods for various situations.

Wolfgang Rolke

2025-05-20T00:15:04+00:00 ― 5 min read

Methodology Understanding Kernel Density Estimation and Polyspherical Data

A look into kernel density estimation and its significance in complex data analysis.

Eduardo García-Portugués, Andrea Meilán-Vila

2025-05-19T21:34:33+00:00 ― 6 min read

Cryptography and Security Understanding Differential Privacy in Survey Data

A look at how researchers protect privacy in survey data while sharing insights.

Jeremy Seeman, Yajuan Si, Jerome P Reiter

2025-05-18T16:08:52+00:00 ― 6 min read

Methodology Estimating Birth Rates with Limited Data

A method to estimate birth rates across countries using limited data points.

Martin Metodiev, Marie Perrot-Dockès, Sarah Ouadah

2025-05-18T05:26:48+00:00 ― 5 min read

Machine Learning Advancements in Gaussian Processes for Data Prediction

New kernel improves Gaussian processes for accurate data predictions.

Mark D. Risser, Marcus M. Noack, Hengrui Luo

2025-05-18T02:46:17+00:00 ― 4 min read

Machine Learning New Framework Enhances Medical Imaging Clarity

A framework improves uncertainty estimation in medical imaging for better diagnoses.

Weijie Chen, Alan McMillan

2025-05-18T00:05:46+00:00 ― 5 min read

Methodology Improving Stochastic Simulation Models for Better Predictions

A new method refines input estimation for simulation models using only output data.

Ziwei Su, Diego Klabjan

2025-05-17T21:25:15+00:00 ― 4 min read

Econometrics Understanding Cointegration in Economic Relationships

A look at how cointegration helps analyze economic data across countries.

Alain Hecq, Ivan Ricardo, Ines Wilms

2025-05-16T21:20:36+00:00 ― 4 min read

Machine Learning Understanding Causal Discovery with LOVO

A new method for assessing causal discovery through variable exclusion.

Daniela Schkoda, Philipp Faller, Patrick Blöbaum

2025-05-16T10:38:32+00:00 ― 7 min read

Methodology Improving Data Analysis with Isotonic Calibration

A new approach to stabilize data findings using isotonic calibration.

Lars van der Laan, Ziming Lin, Marco Carone

2025-05-16T02:36:59+00:00 ― 6 min read

Methodology Efficient Data Analysis: A New Method

Discover a fresh approach to analyzing large datasets effectively.

Vasilis Chasiotis, Lin Wang, Dimitris Karlis

2025-05-15T23:56:28+00:00 ― 5 min read

Methodology Navigating the Empirical Bayes Method

A guide to understanding Empirical Bayes and its applications in data analysis.

Valentino Dardanoni, Stefano Demichelis

2025-05-15T18:35:26+00:00 ― 6 min read

Methodology Personalized Treatment Strategies in Healthcare

Exploring the future of tailored healthcare solutions for better patient outcomes.

Christina W. Zhou, Nikki L. B. Freeman, Katharine L. McGinigle

2025-05-12T10:19:56+00:00 ― 17 min read

Methodology Understanding Integral Projection Models and TMLE

Learn how IPMs and TMLE improve predictions in ecology and population dynamics.

Yunzhe Zhou, Giles Hooker

2025-05-12T04:58:54+00:00 ― 5 min read

Methodology Counting Events with the Quasi-Bayes Method

Learn how the Quasi-Bayes method improves event counting in real-time.

Stefano Favaro, Sandra Fortini

2025-05-11T18:16:50+00:00 ― 6 min read

Computation and Language Understanding Causal Inference with Structural Causal Models

A look into causal inference methods and the role of Structural Causal Models.

Lucius E. J. Bynum, Kyunghyun Cho

2025-05-11T07:34:46+00:00 ― 6 min read

Methodology Guiding Data Analysis with Stability Selection

Learn how stability selection sharpens focus on important data variables.

Mahdi Nouraie, Samuel Muller

2025-05-10T23:33:13+00:00 ― 5 min read

Methodology Imputation-Based Randomization Tests: Addressing Interference in Research

Learn how new test methods handle interference in research experiments.

Tingxuan Han, Ke Zhu, Hanzhong Liu

2025-05-10T15:31:40+00:00 ― 6 min read

Social and Information Networks Understanding Information Spread in Social Networks

An overview of the General Linear Threshold model for information diffusion.

Alexander Kagan, Elizaveta Levina, Ji Zhu

2025-05-10T07:30:07+00:00 ― 6 min read

Machine Learning The Impact of Predictions on Behavior

How predictions shape actions and outcomes in everyday life.

Daniele Bracale, Subha Maity, Felipe Maia Polo

2025-05-10T04:49:36+00:00 ― 6 min read

Methodology Understanding Cause and Effect Through Variation Analysis

A look at how variation analysis improves our insights into cause and effect.

Drago Plecko

2025-05-09T23:28:34+00:00 ― 6 min read

Numerical Analysis Understanding Discretization Errors in Differential Equations

This article explains discretization errors and a new method to measure them.

Yuto Miyatake, Kaoru Irie, Takeru Matsuda

2025-05-09T12:46:30+00:00 ― 6 min read

Methodology A Fresh Method for Differential Equations

Scientists simplify equation models using a new approach with splines.

Alexander Johnston, Ruth E. Baker, Matthew J. Simpson

2025-05-09T10:05:59+00:00 ― 6 min read

Methodology Evaluating Propensity Score Matching in Research

A closer look at the benefits and challenges of Propensity Score Matching.

Fei Wan

2025-05-09T02:04:26+00:00 ― 5 min read

Applications Monitoring Cancer Survival Times: A Closer Look

Researching patient outcomes to improve treatment effectiveness.

Jimmy Huy Tran, Jan Terje Kvaløy, Hartwig Kørner

2025-05-08T23:23:55+00:00 ― 6 min read

Computation Optimizing Experiments with fdesigns Package

Learn how fdesigns enhances experimental design for scientists.

Damianos Michaelides, Antony Overstall, Dave Woods

2025-05-08T20:43:24+00:00 ― 6 min read

Statistics Theory Understanding Importance Sampling and IMH in Data Analysis

Learn how Importance Sampling and IMH estimate distributions in statistics.

George Deligiannidis, Pierre E. Jacob, El Mahdi Khribch

2025-05-08T15:22:22+00:00 ― 7 min read

Methodology A Fresh Take on Mediation Analysis

New method improves reliability in testing mediation effects with real data.

Asmita Roy, Huijuan Zhou, Ni Zhao

2025-05-08T01:59:47+00:00 ― 4 min read

Methodology Navigating Missing Data in Mobile Health Research

Researchers tackle missing data in mHealth experiments to improve health nudges.

Jiaxin Yu, Tianchen Qian

2025-05-07T23:19:16+00:00 ― 6 min read