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This paper presents a systematic review of the infrastructure requirements for deploying Large Language Models (LLMs) on-device within the context of small and medium-sized enterprises (SMEs), focusing on both hardware and software…

人工智能 · 计算机科学 2024-10-23 Jeremy Stephen Gabriel Yee , Pai Chet Ng , Zhengkui Wang , Ian McLoughlin , Aik Beng Ng , Simon See

With the proliferation of the data warehouses as supportive decision making tools, organizations are increasingly looking forward for a complete data warehouse success model that would manage the enormous amounts of growing data. It is…

数据库 · 计算机科学 2013-07-30 Eiad Basher Alhyasat , Mahmoud Al-Dalahmeh

This work considers the problem of finding analytical expressions for the expected values of dis- tributed computing performance metrics when the underlying communication network has a complex structure. Through active probing tests a real…

适应与自组织系统 · 物理学 2013-11-18 Francisco Prieto-Castrillo , Antonio Astillero , María Botón-Fernández

Models often need to be constrained to a certain size for them to be considered interpretable. For example, a decision tree of depth 5 is much easier to understand than one of depth 50. Limiting model size, however, often reduces accuracy.…

机器学习 · 计算机科学 2020-07-02 Abhishek Ghose , Balaraman Ravindran

Understanding and predicting the performance of big data applications running in the cloud or on-premises could help minimise the overall cost of operations and provide opportunities in efforts to identify performance bottlenecks. The…

分布式、并行与集群计算 · 计算机科学 2020-05-26 Sheriffo Ceesay , Adam Barker , Yuhui Lin

Although exploratory landscape analysis (ELA) has shown its effectiveness in various applications, most previous studies focused only on low- and moderate-dimensional problems. Thus, little is known about the scalability of the ELA approach…

神经与进化计算 · 计算机科学 2021-04-22 Ryoji Tanabe

Entrepreneurial regimes are topic, receiving ever more research attention. Existing studies on entrepreneurial regimes mainly use common methods from multivariate analysis and some type of institutional related analysis. In our analysis,…

统计方法学 · 统计学 2020-07-28 Andrej Srakar , Marilena Vecco

We introduce LemonadeBench v0.5, a minimal benchmark for evaluating economic intuition, long-term planning, and decision-making under uncertainty in large language models (LLMs) through a simulated lemonade stand business. Models must…

综合金融 · 定量金融 2026-02-18 Aidan Vyas

Context: Empirical Software Engineering (ESE) drives innovation in SE through qualitative and quantitative studies. However, concerns about the correct application of empirical methodologies have existed since the 2006 Dagstuhl seminar on…

Development and growth are complex and tumultuous processes. Modern economic growth theories identify some key determinants of economic growth. However, the relative importance of the determinants remains unknown, and additional variables…

综合经济学 · 经济学 2018-12-05 Angelica Sbardella , Emanuele Pugliese , Andrea Zaccaria , Pasquale Scaramozzino

Development effort is an undeniable part of the project management which considerably influences the success of project. Inaccurate and unreliable estimation of effort can easily lead to the failure of project. Due to the special…

软件工程 · 计算机科学 2012-09-13 Elham Khatibi , Roliana Ibrahim

Exponential increases in scientific experimental data are outstripping the rate of progress in silicon technology. As a result, heterogeneous combinations of architectures and process or device technologies are increasingly important to…

分布式、并行与集群计算 · 计算机科学 2024-07-02 Wilkie Olin-Ammentorp , Xingfu Wu , Andrew A. Chien

Machine learning (ML) algorithms can often differ in performance across domains. Understanding $\textit{why}$ their performance differs is crucial for determining what types of interventions (e.g., algorithmic or operational) are most…

机器学习 · 计算机科学 2024-02-23 Jean Feng , Harvineet Singh , Fan Xia , Adarsh Subbaswamy , Alexej Gossmann

Electronic commerce (e-Commerce) technologies have been increased over the past two decades in different business sectors. In particular, the technologies of B2C operations have significantly improved the productivity of online small…

计算机与社会 · 计算机科学 2022-03-01 Ziad Hmwd A Almtiri , Shah J Miah , Nasimul Noman

In this paper, we address the issue of modeling and estimating changes in the state of the spatio-temporal dynamical systems based on a sequence of observations like video frames. Traditional numerical simulation systems depend largely on…

机器学习 · 计算机科学 2024-02-12 Kun Wang , Hao Wu , Guibin Zhang , Junfeng Fang , Yuxuan Liang , Yuankai Wu , Roger Zimmermann , Yang Wang

Supply Chains (SCs) are subject to disruptive events that potentially hinder the operational performance. Disruption Management Process (DMP) relies on the analysis of integrated heterogeneous data sources such as production scheduling,…

数据库 · 计算机科学 2022-05-16 Nour Ramzy , Soren Auer , Hans Ehm , Javad Chamanara

Nowadays small and medium-sized enterprises have become an essential part of the national economy. With the increasing number of such enterprises, how to evaluate their credit risk becomes a hot issue. Unlike big enterprises with massive…

风险管理 · 定量金融 2022-05-03 Marui Du , Yue Ma , Zuoquan Zhang

The current work proposes an application of DEA methodology for measurement of technical and allocative efficiency of university research activity. The analysis is based on bibliometric data from the Italian university system for the five…

数字图书馆 · 计算机科学 2018-11-06 Giovanni Abramo , Tindaro Cicero , Ciriaco Andrea D'Angelo

Measurement is a fundamental building block of numerous scientific models and their creation. This is in particular true for data driven science. Due to the high complexity and size of modern data sets, the necessity for the development of…

人工智能 · 计算机科学 2022-04-26 Tom Hanika , Johannes Hirth

Decision support systems like computer-aided energy system analysis (ESA) are considered one of the main pillars for developing sustainable and reliable energy transformation strategies. Although today's diverse tools can already support…