Latest Articles for Optimization Techniques

Optimization and Control A Smarter Way to Handle Uncertainty

Discover SFLA, a new approach to tackle uncertainty in decision-making.

Yihong Zhou, Yuxin Xia, Hanbin Yang

2025-02-26T13:39:50+00:00 ― 7 min read

Quantum Physics Optimizing Quantum Algorithms with Trigonometric Kernels

Discover how trigonometric kernels enhance Variational Quantum Algorithms in noisy environments.

Luca Arceci, Viacheslav Kuzmin, Rick Van Bijnen

2025-02-24T13:08:22+00:00 ― 6 min read

Optimization and Control Revolutionizing Chemical Engineering with Surrogate-Based Optimization

Learn how surrogate-based optimization transforms chemical processes for better efficiency.

Mathias Neufang, Emma Pajak, Damien van de Berg

2025-02-22T11:06:00+00:00 ― 7 min read

Artificial Intelligence Harnessing Ising Machines for Complex Problem Solving

Ising machines are innovative tools for tackling complex optimization challenges.

Yunuo Cen, Zhiwei Zhang, Zixuan Wang

2025-02-21T04:43:56+00:00 ― 6 min read

Optimization and Control Navigating Optimization with Stochastic Methods

Learn how stochastic first-order methods simplify optimization challenges.

Chuan He

2025-02-21T03:08:00+00:00 ― 4 min read

Numerical Analysis Navigating Polar Decomposition and Procrustes Problem

Discover how polar decomposition and the Procrustes problem simplify matrix challenges.

Foivos Alimisis, Bart Vandereycken

2025-02-20T11:09:00+00:00 ― 5 min read

Optimization and Control Smart Choices in Uncertain Times

Learn how to make better decisions amid uncertainty and minimize regret.

Eilyan Bitar

2025-02-19T11:10:30+00:00 ― 6 min read

Materials Science Gaming Meets Materials Science: Optimizing Grain Boundaries

Combining human play and machine learning to enhance material designs.

Christopher W. Adair, Oliver K. Johnson

2025-02-15T06:13:42+00:00 ― 7 min read

Numerical Analysis Unlocking the Secrets of Eigenvalue Problems

Discover new methods to solve eigenvalue problems with improved efficiency and flexibility.

Foivos Alimisis, Daniel Kressner, Nian Shao

2025-02-15T00:37:10+00:00 ― 9 min read

Machine Learning Revolutionizing Cake Recipes with Smart Algorithms

Advanced methods are changing how we optimize complex recipes.

Lam Ngo, Huong Ha, Jeffrey Chan

2025-02-12T23:47:55+00:00 ― 7 min read

Data Structures and Algorithms The Art of Clustering: Grouping Data Effectively

A look into how clustering organizes similar data for better analysis.

Zachary Friggstad, Mahya Jamshidian

2025-02-09T19:20:33+00:00 ― 5 min read

Machine Learning Adapting Reinforcement Learning for Changing Environments

New techniques improve learning efficiency in AI agents as environments shift.

Benjamin Ellis, Matthew T. Jackson, Andrei Lupu

2025-02-08T00:47:40+00:00 ― 7 min read

Machine Learning Grams: A New Way to Optimize Machine Learning

Grams offers a fresh take on optimization for machine learning models.

Yang Cao, Xiaoyu Li, Zhao Song

2025-02-07T19:28:00+00:00 ― 7 min read

Computational Engineering, Finance, and Science Optimizing Aircraft Design: A New Approach

Discover advanced optimization methods transforming modern aircraft design.

Hauke F. Maathuis, Roeland De Breuker, Saullo G. P. Castro

2025-02-07T11:58:12+00:00 ― 7 min read

Quantum Physics Quantum Computers and Vehicle Routing: A New Approach

Quantum technology shows promise for optimizing vehicle routing challenges.

Friedrich Wagner, Frauke Liers

2025-02-05T12:10:18+00:00 ― 6 min read

Optimization and Control Bilevel Optimization: Simplifying Complex Decision-Making

A look into bilevel optimization and a new effective algorithm.

Xiaoning Bai, Shangzhi Zeng, and Jin Zhang

2025-01-31T03:39:30+00:00 ― 5 min read

Machine Learning Fast Family Column Generation: A Game Changer in Optimization

FFCG offers a quicker, smarter way to tackle complex optimization problems.

Yi-Xiang Hu, Feng Wu, Shaoang Li

2025-01-28T22:22:50+00:00 ― 6 min read

Quantum Physics Quantum Gradient Descent: A New Approach

Exploring a new quantum method for faster optimization in various fields.

Nhat A. Nghiem

2025-01-28T09:55:14+00:00 ― 5 min read

Neural and Evolutionary Computing Mastering Many-Objective Optimization: The Role of Crossover

Discover how crossover impacts many-objective optimization strategies for effective problem-solving.

Andre Opris

2025-01-27T11:08:42+00:00 ― 7 min read

Performance Boosting Traditional Machine Learning Performance

Discover ways to improve traditional ML methods and tackle performance issues.

Harsh Kumar, R. Govindarajan

2025-01-26T11:52:21+00:00 ― 6 min read

Optimization and Control Navigating Set Optimization with Conjugate Gradient Methods

Learn how nonlinear conjugate gradient methods tackle complex optimization problems.

Debdas Ghosh, Ravi Raushan, Zai-Yun Peng

2025-01-24T11:49:30+00:00 ― 5 min read

Optimization and Control Mastering Optimization: Gradient Descent Uncovered

Explore gradient descent and its variations for effective optimization.

Filip Nikolovski, Irena Stojkovska, Katerina Hadzi-Velkova Saneva

2025-01-23T03:51:30+00:00 ― 7 min read

Machine Learning Optimizing AI: The Future of Neural Networks

Learn how optimization layers are enhancing AI learning and decision-making.

Calder Katyal

2025-01-21T14:33:50+00:00 ― 6 min read

Machine Learning Optimizing Decisions with Focalized Sparse Gaussian Processes

Learn how focalized sparse Gaussian processes improve Bayesian optimization efficiency.

Yunyue Wei, Vincent Zhuang, Saraswati Soedarmadji

2025-01-19T09:46:39+00:00 ― 6 min read

Quantum Physics Boosting Quantum Computing with New Optimization Method

A fresh approach improves parameter optimization in quantum algorithms.

Muhammad Umer, Eleftherios Mastorakis, Dimitris G. Angelakis

2025-01-18T21:26:12+00:00 ― 6 min read

Quantum Physics Harnessing Quantum Power for Complex Problems

QAOA offers efficient solutions for challenging combinatorial optimization problems.

Francesco Aldo Venturelli, Sreetama Das, Filippo Caruso

2025-01-17T14:23:18+00:00 ― 7 min read