Statistics - Methodology

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Methodology New Approaches to Modeling Extreme Weather Events

A fresh method for understanding and predicting severe weather patterns.

Muyang Shi, Likun Zhang, Mark D. Risser

2025-03-12T18:06:56+00:00 ― 6 min read

Latest Articles

Methodology New Methods in EEG Analysis for Autism Research

Innovative models enhance understanding of brain activity in children with autism.

Emma Landry, Damla Senturk, Shafali Jeste

2025-03-08T07:18:05+00:00 ― 8 min read

Methodology The Missing Link: Data and Learning Outcomes

Discover how missing data impacts teaching method effectiveness in research studies.

Shuozhi Zuo, Peng Ding, Fan Yang

2025-03-07T21:07:43+00:00 ― 6 min read

Methodology Taming the Wavy World of Functional Data Analysis

New methods improve accuracy in analyzing random functions across various fields.

Valentin Patilea, Sunny G. W. Wang

2025-03-07T16:02:32+00:00 ― 6 min read

Methodology Revolutionizing Cell Clustering Analysis with KAMP

KAMP offers new insights into cell clustering for improved cancer research.

Julia Wrobel, Hoseung Song

2025-03-07T05:52:10+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

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

Methodology Angles and Data: The Key to Robotics

Learn how orientation statistics improve robotics and engineering tasks.

P. C. Lopez-Custodio

2025-03-05T18:15:53+00:00 ― 5 min read

Methodology Improving Active Learning with New Strategies

New methods in active learning boost model efficiency and tackle uncertainty.

Jake Thomas, Jeremie Houssineau

2025-03-04T21:55:09+00:00 ― 6 min read

Methodology Bridging the Gap: Making Clinical Trials Inclusive

Enhancing clinical trials for better representation and real-world relevance.

Jun Lu, Sanjib Basu

2025-03-04T11:44:47+00:00 ― 6 min read

Methodology The Intriguing World of Survival Analysis

Uncover how researchers study event timing and treatment effects in healthcare.

Yutong Jin, Peter B. Gilbert, Aaron Hudson

2025-03-04T06:39:36+00:00 ― 5 min read

Methodology The Lifesaving Benefits of Socializing

Social engagement may help improve longevity and health in older adults.

Sangjin Lee, Kwonsang Lee

2025-03-04T01:34:25+00:00 ― 6 min read

Methodology Unraveling the World of Copulas

Discover how copulas reveal complex relationships between random variables.

Ruyi Pan, Luis E. Nieto-Barajas, Radu V. Craiu

2025-03-03T15:24:03+00:00 ― 6 min read

Methodology New Techniques for Honest Survey Responses

Researchers find better ways to get accurate answers to sensitive questions.

Khadiga H. A. Sayed, Maarten J. L. F. Cruyff, Andrea Petróczi

2025-03-03T10:18:52+00:00 ― 6 min read

Methodology The Affordable Care Act: A Look at Medicaid Expansion

Exploring the impact of the ACA on healthcare access and outcomes.

Eric Xia, Yuling Yan, Martin J. Wainwright

2025-03-03T05:13:41+00:00 ― 6 min read

Methodology Bridging Clinical Trials and Real-World Evidence

How Real-World Evidence enhances medical research and patient care.

Jeanette Köppe, Charlotte Micheloud, Stella Erdmann

2025-03-03T00:08:30+00:00 ― 7 min read

Methodology Decoding Disease Spread: The Role of Spatial Statistics

Learn how spatial statistics improves disease spread predictions using geostatistical models.

Olatunji Johnson, Bedilu A Ejigu, Ezra Gayawan

2025-03-02T19:03:19+00:00 ― 7 min read

Populations and Evolution New Model Reveals Secrets of Animal Populations

Research unveils individual interactions shaping wildlife population dynamics.

Qing Zhao, Yunyi Shen

2025-03-02T13:58:08+00:00 ― 7 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

Computation and Language The Secret to Engaging Stories

Learn how reader expectations shape storytelling and engagement.

Hortense Fong, George Gui

2025-03-01T22:42:35+00:00 ― 5 min read

Methodology Brain Connectivity: Driving Safety Insights

Learn how brain connectivity influences driving performance and safety.

Mara Sherlin D. Talento, Sarbojit Roy, Hernando C. Ombao

2025-02-26T23:30:01+00:00 ― 5 min read

Methodology New Tool for Fair Health Studies

sPoRT ensures all groups get fair treatment in health research.

Arthur Chatton, Michael Schomaker, Miguel-Angel Luque-Fernandez

2025-02-26T13:19:39+00:00 ― 8 min read

Methodology Evaluating Causal Discovery Algorithms: A Quest for Clarity

Unraveling the challenges of evaluating algorithms in causal discovery.

Anne Helby Petersen

2025-02-25T22:04:06+00:00 ― 7 min read

Methodology Navigating Tail Risk in Finance

Learn about tail risk and its impact on financial strategies.

Qingzhao Zhong, Yanxi Hou

2025-02-25T11:53:44+00:00 ― 5 min read

Solar and Stellar Astrophysics Bridging the Gaps in Solar Wind Research

New methods tackle data gaps in solar wind studies for better understanding.

Daniel Wrench, Tulasi N. Parashar

2025-02-25T06:48:33+00:00 ― 6 min read

Econometrics Cracking the Code of Nuisance Parameters

Learn how Neyman-Orthogonalization helps researchers tackle nuisance parameters in statistics.

Stéphane Bonhomme, Koen Jochmans, Martin Weidner

2025-02-24T15:33:00+00:00 ― 6 min read

Machine Learning Filling the Gaps: Matrix Completion Explained

Discover how matrix completion improves data handling in various fields.

Ziyuan Chen, Fang Yao

2025-02-23T09:01:54+00:00 ― 6 min read

Methodology Simplifying Statistical Models with Random Projections

A fresh approach to check statistical models in high-dimensional data.

Wen Chen, Jie Liu, Heng Peng

2025-02-23T03:56:43+00:00 ― 5 min read

Neurons and Cognition The Science of Visual Search Explained

Discover how our brains help us quickly find what we're looking for.

Hendrik Beukelman, Wilder C. Rodrigues

2025-02-22T22:51:32+00:00 ― 5 min read

Methodology The Truth About Dental Fluorosis

Learn how fluoride affects dental health in children.

Shoumi Sarkar, Anish Mukherjee, Jeremy Gaskins

2025-02-21T21:25:37+00:00 ― 5 min read

Methodology Revolutionizing Kidney Diagnostics with PP-PLS

New method improves accuracy in kidney function analysis using advanced data techniques.

Jamshid Namdari, Robert T Krafty, Amita K Manatunga

2025-02-21T16:20:26+00:00 ― 6 min read

Machine Learning Revolutionizing Causal Inference with ABC3

ABC3 offers a new way to efficiently understand causal effects.

Taehun Cha, Donghun Lee

2025-02-19T08:23:25+00:00 ― 6 min read

Methodology Unlocking Spatial Relationships with IOX Models

Learn how IOX models analyze complex spatial data relationships.

Michele Peruzzi

2025-02-18T22:13:03+00:00 ― 5 min read

Methodology Unraveling Trade Patterns with Multiplex Networks

Using advanced models to analyze international trade relationships and their hidden structures.

Iuliia Promskaia, Adrian O'Hagan, Michael Fop

2025-02-18T17:07:52+00:00 ― 6 min read

Methodology Tracking Animal Movement: The New Science

Learn how new models are changing our understanding of animal behavior.

Ferdinand V. Stoye, Annika Hoyer, Roland Langrock

2025-02-18T12:02:41+00:00 ― 6 min read

Methodology Revolutionizing Patient Care with Surrogate Outcomes

Integrating surrogate outcomes improves individual treatment effect predictions in medical research.

Chenyin Gao, Peter B. Gilbert, Larry Han

2025-02-18T01:52:19+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

Methodology Understanding Causal Invariance Learning

A look into how we learn about cause and effect in various fields.

Zhenyu Wang, Yifan Hu, Peter Bühlmann

2025-02-17T00:26:24+00:00 ― 6 min read

Machine Learning Reinforcement Learning: A Deep Dive

Explore how agents learn to make decisions through reinforcement learning.

Shreya Sinha Roy, Richard G. Everitt, Christian P. Robert

2025-02-16T09:10:51+00:00 ― 7 min read

Methodology Assessing Extreme Events: Risks and Tools

Understanding risks of extreme weather and financial events with advanced tools.

Boris Beranger, Simone A. Padoan

2025-02-15T12:50:07+00:00 ― 6 min read

Methodology Discovering the Future of Data Analysis

Learn how Fréchet SDR changes the way we analyze complex data.

Hsin-Hsiung Huang, Feng Yu, Kang Li

2025-02-15T02:39:45+00:00 ― 8 min read

Applications Baltimore's Air Quality: A New Hope

Combining low-cost sensors and reference devices to enhance air quality predictions.

Claire Heffernan, Kirsten Koehler, Drew R. Gentner

2025-02-14T21:34:34+00:00 ― 5 min read

Applications Climate Change: Why the 1.5°C Limit Matters

Understanding the urgency of the 1.5°C threshold for our planet's future.

J. Eduardo Vera-Valdés, Olivia Kvist

2025-02-12T08:32:22+00:00 ― 6 min read

Methodology Improving Clustering Methods for Bounded Data

Learn how to enhance data clustering with bounded constraints for better insights.

Luca Scrucca

2025-02-11T22:22:00+00:00 ― 7 min read

Machine Learning Revolutionizing Topic Modeling with Graphs

Discover how graph-structured topic modeling improves document analysis.

Yeo Jin Jung, Claire Donnat

2025-02-10T20:56:05+00:00 ― 5 min read

Applications The Long Shadow of Alcohol Use Disorder on Children

Exploring how a father's drinking impacts children into adulthood.

William Bekerman, Marina Bogomolov, Ruth Heller

2025-02-09T04:14:37+00:00 ― 7 min read

Methodology Navigating Endogeneity: A New Approach in Data Analysis

Introducing a method to tackle endogeneity in statistical analysis efficiently.

Linh H. Nghiem, Francis. K. C. Hui, Samuel Muller

2025-02-08T23:09:26+00:00 ― 5 min read

Methodology Balancing Data Privacy with Analysis Techniques

New methods protect personal data while enabling insightful analysis.

Linh H Nghiem, Aidong A. Ding, Samuel Wu

2025-02-08T18:04:15+00:00 ― 5 min read

Methodology Revolutionizing Mediation Analysis with Quantiles

A new method sheds light on complex relationships in statistics.

Canyi Chen, Yinqiu He, Huixia J. Wang

2025-02-08T12:59:04+00:00 ― 7 min read

Methodology Tackling Missing Data in Leaf Research

Learn how joint models handle missing data in leaf photosynthesis analysis.

Yong Chen Goh, Wuu Kuang Soh, Andrew C. Parnell

2025-02-08T07:53:53+00:00 ― 7 min read

Methodology Navigating Non-Standard Data with ufg-depth

A new method to analyze complex data types effectively.

Hannah Blocher, Georg Schollmeyer

2025-02-08T02:48:42+00:00 ― 5 min read

Methodology Family Planning's Impact on Women's Employment in Nigeria

Examining how family planning affects women's job opportunities across Nigeria.

Lucas Godoy Garraza, Ilene Speizer, Leontine Alkema

2025-02-06T05:02:03+00:00 ― 6 min read

Methodology Connecting the Dots: Understanding Networks

Explore how connections form in diverse networks through covariates and hidden factors.

Swati Chandna, Benjamin Bagozzi, Snigdhansu Chatterjee

2025-02-05T23:56:52+00:00 ― 5 min read

Methodology Revolutionizing Colorectal Cancer Screening with BayesPIM

BayesPIM offers a new way to improve cancer screening accuracy and outcomes.

Thomas Klausch, Birgit I. Lissenberg-Witte, Veerle M. Coupé

2025-02-05T18:51:41+00:00 ― 6 min read

Methodology Predicting Success in Clinical Trials: A Guide

Learn how predictive probability shapes clinical trial outcomes.

Chiara Micoli, Alessio Crippa, Jason T. Connor

2025-02-05T13:46:30+00:00 ― 7 min read

Methodology Bayesian Modeling: A Tool for Data Clarity

Learn how Bayesian modeling improves data analysis and decision-making.

Holger Sennhenn-Reulen

2025-02-05T03:36:08+00:00 ― 6 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

Methodology The Challenge of Hypothesis Testing in Classrooms

Learn about the complexities of hypothesis testing with strategic participants in classrooms.

Flora C. Shi, Stephen Bates, Martin J. Wainwright

2025-02-03T21:05:02+00:00 ― 8 min read

Machine Learning The SPAR Model: Revolutionizing Ocean Engineering

A new model helps engineers tackle extreme ocean conditions using deep learning.

Ed Mackay, Callum Murphy-Barltrop, Jordan Richards

2025-02-02T09:28:45+00:00 ― 8 min read

Methodology MATES: A New Way to Compare Data

Discover how MATES improves data comparison through multiple perspectives.

Zexi Cai, Wenbo Fei, Doudou Zhou

2025-02-01T23:18:23+00:00 ― 6 min read

Computation The Squared Bessel Process: A Financial Game Changer

Discover how the squared Bessel process transforms financial modeling and decision-making.

Simon J. A. Malham, Anke Wiese, Yifan Xu

2025-02-01T13:08:01+00:00 ― 5 min read

Machine Learning Decoding Climate Change: Causation vs. Correlation

Exploring the connection between data, social factors, and climate change.

Shan Shan

2025-01-31T16:47:17+00:00 ― 7 min read

Computation Optimizing Experiments with MOODE Package

Learn how MOODE helps scientists design effective multi-objective experiments.

Vasiliki Koutra, Olga Egorova, Steven G. Gilmour

2025-01-31T01:31:44+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

Methodology Connecting Gene Expression and DNA Methylation: A New Approach

Integrated analysis of gene expression and DNA methylation reveals new biological insights.

Koyel Majumdar, Florence Jaffrézic, Andrea Rau

2025-01-29T19:00:38+00:00 ― 7 min read

Methodology Understanding Spatial Function-on-Function Regression

A deep dive into SFoFR and its applications across various fields.

Ufuk Beyaztas, Han Lin Shang, Gizel Bakicierler Sezer

2025-01-29T13:55:27+00:00 ― 7 min read

Methodology Understanding Connections: The Role of N-SDE

Explore how Network Stochastic Differential Equations enhance our grasp of interconnected systems.

Francesco Iafrate, Stefano Iacus

2025-01-29T03:45:05+00:00 ― 5 min read

Methodology Social Media's Role in Crisis Situations

How social media influenced communication during the Henan floods.

Yingying Ma, Wei Lan, Chenlei Leng

2025-01-28T17:34:43+00:00 ― 6 min read

Computation and Language Rethinking LLMs: The Need for Causal Reasoning

Causal reasoning is key for LLMs to excel in real-world applications.

Ruibo Tu, Hedvig Kjellström, Gustav Eje Henter

2025-01-27T21:13:59+00:00 ― 6 min read

Machine Learning Ancestral Graphs: Uncovering Hidden Connections

Learn how ancestral graphs help reveal complex relationships among variables.

Nikita Lagrange, Herve Isambert

2025-01-26T14:42:53+00:00 ― 7 min read

Methodology Understanding Causal Effects with PCM Selector

A new tool to clarify relationships between variables in data analysis.

Hisayoshi Nanmo, Manabu Kuroki

2025-01-25T18:22:09+00:00 ― 6 min read

Methodology Revolutionizing Density Data Analysis with RDPCA

Learn how RDPCA improves the analysis of density data amidst outliers.

Jeremy Oguamalam, Peter Filzmoser, Karel Hron

2025-01-25T13:16:58+00:00 ― 6 min read

Methodology Personalized Treatment Insights: A New Approach

Exploring better methods for estimating treatment effects in research.

Zijun Gao

2025-01-25T08:11:47+00:00 ― 6 min read

Statistics Theory Bridging Statistics with Geometry: Empirical Likelihood and Fréchet Means

Explore the link between empirical likelihood and Fréchet means in complex data spaces.

Karthik Bharath, Huiling Le, Andrew T A Wood

2025-01-25T03:06:36+00:00 ― 6 min read

Artificial Intelligence Harnessing AI for Market Research Insights

Discover how large language models transform market research methodologies.

Mengxin Wang, Dennis J. Zhang, Heng Zhang

2025-01-24T01:40:41+00:00 ― 7 min read

Methodology Simplifying Missing Data in Research

A new method helps researchers tackle missing values in linear regression.

Seongoh Park, Seongjin Lee, Nguyen Thi Hai Yen

2025-01-23T15:30:19+00:00 ― 4 min read

Methodology Quick Change Detection: Staying Ahead in Data

Learn how change detection helps organizations respond to data shifts efficiently.

Yingze Hou, Hoda Bidkhori, Taposh Banerjee

2025-01-22T03:54:02+00:00 ― 7 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

Machine Learning New Method Tackles Interdependent Data Analysis

A fresh approach improves insights from complex, interdependent datasets.

Alex Chen, Qing Zhou

2025-01-21T02:28:07+00:00 ― 7 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

Methodology Synthetic Data: Safeguarding Health Research Privacy

Synthetic data offers a secure way to analyze health information without privacy risks.

Marta Cipriani, Lorenzo Di Rocco, Maria Puopolo

2025-01-18T18:31:06+00:00 ― 7 min read