Latest Articles for Statistical Methods

Machine Learning Revolutionizing Treatment Effect Measurement

A new method for combining patient data to measure treatment effects effectively.

Yuxin Wang, Maresa Schröder, Dennis Frauen

2025-02-15T23:00:29+00:00 ― 6 min read

Machine Learning Improving Machine Learning with Importance Sampling

Learn how importance sampling addresses data mismatches in machine learning.

Hongyu Shen, Zhizhen Zhao

2025-02-13T04:53:06+00:00 ― 6 min read

Machine Learning Detecting Harmful Shifts in Machine Learning Models

A new approach to identify data shifts without requiring labels.

Salim I. Amoukou, Tom Bewley, Saumitra Mishra

2025-02-12T18:42:44+00:00 ― 7 min read

Machine Learning Forecasting Demand in the Advertising World

Learn how Multi-Stage HiFoReAd improves demand forecasting accuracy for businesses.

Zhengchao Yang, Mithun Ghosh, Anish Saha

2025-02-11T17:05:06+00:00 ― 6 min read

Bioinformatics Improving Clustering in Single-Cell RNA Data

p-ClustVal enhances clustering methods for analyzing complex biological data.

Parichit Sharma, S. Mishra, H. Kurban

2025-02-11T05:34:45+00:00 ― 5 min read

Optimization and Control Mastering Feature Selection for Data Analysis

Learn about feature selection methods to enhance data analysis efficiency.

Xianchao Xiu, Chenyi Huang, Pan Shang

2025-02-10T11:24:00+00:00 ― 6 min read

Quantum Physics Decoding the Dance of Quantum Phase Estimation

Learn how scientists estimate phases in quantum systems through innovative methods.

Ricard Ravell Rodríguez, Simon Morelli

2025-02-07T20:41:44+00:00 ― 7 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

Machine Learning Strengthening Data Alignment: Tackling Outliers in Machine Learning

Improving Gromov-Wasserstein distance to handle outliers effectively in diverse data sets.

Anish Chakrabarty, Arkaprabha Basu, Swagatam Das

2025-02-02T14:33:56+00:00 ― 6 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

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

Machine Learning Mastering Complex Distributions with Normalizing Flows and MCMC

Learn how normalizing flows enhance MCMC sampling for complex data.

David Nabergoj, Erik Štrumbelj

2025-01-30T05:11:00+00:00 ― 4 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

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

Evolutionary Biology Reevaluating Animal Traits with New Methods

Scientists refine methods to study animal traits and their relationships.

Zheng-Lin Chen, Hong-Ji Guo, Rui Huang

2025-01-23T03:16:51+00:00 ― 8 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