Statistics - Computation

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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

Latest Articles

Methodology Understanding Item Response Theory: A Basic Guide

A clear overview of Item Response Theory and its significance in testing.

Stefano Noventa, Roberto Faleh, Augustin Kelava

2025-04-15T05:45:54+00:00 ― 7 min read

Methodology Understanding Data Clustering with Bayesian Models

Learn how Bayesian clustering helps uncover patterns in complex data sets.

Panagiotis Papastamoulis, Konstantinos Perrakis

2025-04-12T01:28:09+00:00 ― 6 min read

Computation Estimating Event Timelines with Log-Concave Functions

A practical approach for handling interval-censored data in scientific studies.

Chi Wing Chu, Hok Kan Ling, Chaoyu Yuan

2025-04-10T08:46:41+00:00 ― 6 min read

Robotics Robots in Harmony: Navigating Without Collisions

Learn how RADES improves multi-robot navigation and safety.

Victor Parque

2025-04-04T20:31:55+00:00 ― 8 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

Methodology Harnessing Data: Uncovering Mortality Trends

Discover how advanced models decode hidden trends in mortality data.

Carlo G. Camarda, María Durbán

2025-03-22T07:00:11+00:00 ― 6 min read

Machine Learning Revolutionizing Sample Quality Assessment with Polynomial Stein Discrepancy

A new method streamlines how we measure sample quality in statistical analysis.

Narayan Srinivasan, Matthew Sutton, Christopher Drovandi

2025-03-20T14:18:43+00:00 ― 8 min read

Optimization and Control Navigating Uncertainty: Optimal Control Explained

Learn how researchers tackle uncertainty in complex systems using optimal control methods.

Rene Henrion, Georg Stadler, Florian Wechsung

2025-03-20T09:13:32+00:00 ― 6 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

Computation Understanding Stochastic Differential Equations in Finance

Learn how randomness affects financial models and predictions.

Yuzhong Cheng, Hiroki Masuda

2025-03-15T02:03:57+00:00 ― 5 min read

Probability Understanding Stable Distributions in Real Life

Explore the significance of stable distributions in finance, weather, and behavior studies.

Taher Jalal

2025-03-14T15:53:35+00:00 ― 6 min read

Computation Navigating High-Dimensional Sampling: Challenges and Solutions

Discover the intricacies and advancements in high-dimensional sampling methods.

Benny Sun, Yuansi Chen

2025-03-14T00:38:02+00:00 ― 7 min read

Computation Mastering Cause and Effect Analysis with Vectors

Learn how vectors simplify cause and effect analysis in research.

Jeffrey Wong

2025-03-08T12:23:16+00:00 ― 6 min read

Computation Sampling Methods: The Dance of Data

Learn how sampling methods tackle complex data challenges with dynamic adjustments.

Jakob Robnik, Uroš Seljak

2025-03-07T00:46:59+00:00 ― 6 min read

Computation Revamping Data Analysis with SVI

Learn how Stochastic Variational Inference transforms statistical modeling.

Gianmarco Callegher, Thomas Kneib, Johannes Söding

2025-02-25T16:58:55+00:00 ― 7 min read

Numerical Analysis Transforming Blurry Images with Deep Gaussian Processes

Discover how DGPs sharpen images and handle uncertainty.

Jonas Latz, Aretha L. Teckentrup, Simon Urbainczyk

2025-02-23T14:07:05+00:00 ― 8 min read

Distributed, Parallel, and Cluster Computing Chopin: Simplifying Geocomputation for All

Chopin makes handling spatial data easy and efficient for researchers.

Insang Song, Kyle P. Messier

2025-02-21T01:04:53+00:00 ― 8 min read

Data Structures and Algorithms Mastering Efficient Sampling Techniques

Exploring effective methods for sampling from complex logconcave distributions.

Minhui Jiang, Yuansi Chen

2025-02-20T09:49:20+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 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

Computation Understanding Preferences with the Bayesian Mallows Model

A look into how the Bayesian Mallows model analyzes rankings and preferences.

Øystein Sørensen, Anja Stein, Waldir Leoncio Netto

2025-02-12T03:27:11+00:00 ― 6 min read

Programming Languages Koka Bayes: Simplifying Probabilistic Programming

Discover how Koka Bayes makes probabilistic programming easier and more effective.

Oliver Goldstein, Ohad Kammar

2025-02-11T02:01:16+00:00 ― 7 min read

Computation Baking Success with Variational Bayesian Inference

Learn how Variational Bayesian Inference transforms data analysis into a recipe for success.

Laura Battaglia, Geoff Nicholls

2025-02-06T15:12:25+00:00 ― 7 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 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

Artificial Intelligence Efficient Transport: The Math Behind Moving Things

Learn how optimal transport transforms logistics and resource management.

Mohsen Sadr, Hossein Gorji

2025-02-03T00:44:18+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

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

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

Computation Harnessing Distributed Algorithms for Big Data Insights

Distributed CCA efficiently analyzes vast datasets using teamwork.

Canyi Chen, Liping Zhu

2025-01-30T00:05:49+00:00 ― 4 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

Computation Constrained Sampling: A New Approach to Data Collection

Learn about constrained sampling and the powerful MAPLA technique.

Vishwak Srinivasan, Andre Wibisono, Ashia Wilson

2025-01-26T04:32:31+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

Computation Revolutionizing Single-Cell Analysis with GMF

New methods improve RNA sequencing analysis and understanding of cellular behavior.

Cristian Castiglione, Alexandre Segers, Lieven Clement

2025-01-20T16:17:45+00:00 ― 6 min read

Data Structures and Algorithms Rolling Dice with Just a Coin Flip

Learn how to mimic dice rolling using a simple coin flip!

Mark Huber, Danny Vargas

2025-01-20T06:07:23+00:00 ― 6 min read