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Feature-based offline algorithm selection has shown its effectiveness in a wide range of optimization problems, including the black-box optimization problem. An algorithm selection system selects the most promising optimizer from an…

机器学习 · 计算机科学 2024-05-21 Takushi Yoshikawa , Ryoji Tanabe

Estimating the needs of healthcare products and inventory management are still challenging issues in hospitals nowadays. Centers are supposed to cope with tight budgets and patient satisfaction at the same time. Some issues can be tackled…

计算机与社会 · 计算机科学 2021-09-27 Denis Koala , Zakaria Yahouni , Gülgün Alpan , Yannick Frein

The increasingly pressing demand of novel drugs (e.g., gene therapies for personalized cancer care, ever evolving vaccines) with unprecedented levels of personalization, has put a remarkable pressure on the traditionally long time required…

定量方法 · 定量生物学 2022-06-29 Wei Xie , Giulia Pedrielli

Production planning must account for uncertainty in a production system, arising from fluctuating demand forecasts. Therefore, this article focuses on the integration of updated customer demand into the rolling horizon planning cycle. We…

计量经济学 · 经济学 2024-09-27 Manuel Schlenkrich , Wolfgang Seiringer , Klaus Altendorfer , Sophie N. Parragh

The ultimate goal in the pharmaceutical sector is product quality. However this quality can be altered by the use of a number of heterogeneous information systems with different business structures and concepts along the lifecycle of the…

软件工程 · 计算机科学 2018-11-20 Néjib Moalla , Abdelaziz Bouras , Gilles Neubert , Yacine Ouzrout

There is a great number of factors to take into account when building and managing an investment portfolio. It is widely believed that a proper set-up of the portfolio combined with a good, robust management strategy is the key to…

投资组合管理 · 定量金融 2021-04-28 Jarosław Gruszka , Janusz Szwabiński

This article intends to systematically identify and comparatively analyze state-of-the-art supply chain (SC) forecasting strategies and technologies. A novel framework has been proposed incorporating Big Data Analytics in SC Management…

机器学习 · 计算机科学 2025-09-04 Md Abrar Jahin , Md Sakib Hossain Shovon , Jungpil Shin , Istiyaque Ahmed Ridoy , M. F. Mridha

A drawdown constraint forces the current wealth to remain above a given function of its maximum to date. We consider the portfolio optimisation problem of maximising the long-term growth rate of the expected utility of wealth subject to a…

投资组合管理 · 定量金融 2013-04-23 Vladimir Cherny , Jan Obloj

Deployment of emerging technologies and rapid change in industries has created a lot of risk for initiating the new projects. Many techniques and suggestions have been introduced but still lack the gap from various prospective. This paper…

风险管理 · 定量金融 2012-10-09 Abdul Razaque , Christian Bach , Nyembo salama , Aziz Alotaibi

An innovative numerical technique is presented to adjust the inflow to a supply chain in order to achieve a desired outflow, reducing the costs of inventory, or the goods timing in warehouses. The supply chain is modelled by a conservation…

数值分析 · 数学 2015-03-20 Ciro D'Apice , Rosanna Manzo , Benedetto Piccoli

A new framework for portfolio diversification is introduced which goes beyond the classical mean-variance approach and portfolio allocation strategies such as risk parity. It is based on a novel concept called portfolio dimensionality that…

Early stage drug discovery and molecular design projects often follow iterative design-make-test cycles. The selection of which compounds to synthesize from all possible candidate compounds is a complex decision inherent to these design…

定量方法 · 定量生物学 2025-03-19 Jenna C. Fromer , Alexandra D. Volkova , Connor W. Coley

Agentic systems increasingly solve complex user requests by executing orchestrated workflows, where subtasks are assigned to specialized models or tools and coordinated according to their dependencies. While recent work improves agent…

人工智能 · 计算机科学 2026-05-11 Xinglin Wang , Zishen Liu , Shaoxiong Feng , Peiwen Yuan , Yiwei Li , Jiayi Shi , Yueqi Zhang , Chuyi Tan , Ji Zhang , Boyuan Pan , Yao Hu , Kan Li

Multi-stage stochastic optimization lies at the core of decision-making under uncertainty. As the analytical solution is available only in exceptional cases, dynamic optimization aims to efficiently find approximations but often neglects…

最优化与控制 · 数学 2025-08-26 Anna Timonina-Farkas

Noisy optimization is the optimization of objective functions corrupted by noise. A portfolio of solvers is a set of solvers equipped with an algorithm selection tool for distributing the computational power among them. Portfolios are…

最优化与控制 · 数学 2015-11-05 Marie-Liesse Cauwet , Jialin Liu , Rozière Baptiste , Olivier Teytaud

Portfolio optimization is a ubiquitous problem in financial mathematics that relies on accurate estimates of covariance matrices for asset returns. However, estimates of pairwise covariance could be better and calculating time-sensitive…

投资组合管理 · 定量金融 2024-11-12 James S. Cummins , Natalia G. Berloff

We reconstruct the innovation dynamics of about two hundred thousand companies by following their patenting activity for about ten years. We define the technological portfolios of these companies as the set of the technological sectors…

物理与社会 · 物理学 2021-10-06 Matteo Straccamore , Luciano Pietronero , Andrea Zaccaria

A novel optimisation framework through quadratic nonlinear projection is introduced for credit portfolio when the portfolio risk is measured by Conditional Value-at-Risk (CVaR). The whole optimisation procedure to search toward the optimal…

投资组合管理 · 定量金融 2016-07-20 Boguk Kim , Chulwoo Han , Frank Chongwoo Park

When faced with a new customer, many factors contribute to an insurance firm's decision of what offer to make to that customer. In addition to the expected cost of providing the insurance, the firm must consider the other offers likely to…

机器学习 · 计算机科学 2024-08-05 Edward James Young , Alistair Rogers , Elliott Tong , James Jordon

Portfolio optimization (PO) is a core tool in financial and operational decision-making, typically balancing expected profit and risk. In real-world applications, particularly in the energy sector, decision variables can be expressed as…

最优化与控制 · 数学 2026-01-14 Isabel Barros Garcia , Jérémie Messud