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Optimization Models for Resource Allocation Under Perturbation

Optimization Models for Resource Allocation Under Perturbation
Author: Dongxue Bridgeman
Publisher:
Total Pages: 104
Release: 2013
Genre: Resource allocation
ISBN:

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Optimization Models for Resource allocation are investing in how to make the best use of available but limited resources in order to achieve the best results. In strategic planning, resource allocation is a plan for using available resources, especially in the near future, to achieve the goals of the future. It is a process of allocating resources during the entire planning horizon and among the various units. Resource allocation plans can be decided by using mathematical programming. In this dissertation, the research has been focused on how to allocate resources in the uncertain environment. The mathematical programming formulations for the resource allocation model under severe uncertainty will be studied. In particular, we will focus on solving the stability issues of the traditional probabilistic model. We propose an approach consisting of solving a sequence of convex robust optimization models with unknown-but-bounded random variables along with the stochastic programming to pursue the allocation performance for the expected overall objective value. Our theoretical results show that the proposed approach can always obtain an equivalent or a better expected revenue with the corresponding allocation, while significantly reducing the risk under perturbations. Although this method requires solving two convex mathematical programming models, both models are solved within a timely manner thanks to their convex model instances and with effective, and less, computationally demanding algorithms. With the increasing threats from public health emergencies, such as earthquakes, tornados, pandemic flus, or terrorist attacks, high attention has been paid to the public health response to a pandemic from federal to national level, together with local health departments, and the health-care community. Various organizations cooperate with each other to strengthen the preparedness for the pandemic and disastrous emergencies, thus to improve the public health. The Strategic National Stockpile (SNS) is maintained by the Centers for Disease Control and Prevention (CDC) and the U.S. Department of Health and Human Services (DHHS) for the United States in the event of a shortage of local medical resources or other unanticipated supply problems. The SNS is the United States' national repository of antibiotics, vaccines, chemical antidotes, antitoxins, and other critical medical equipment and supplies. It has the capability to supplement or re-supply local health authorities with necessary materials for relief action within the response time in as little as 12 hours. The pilot study is done with the support of Kentucky SNS to determine the capacity allocation plan for each county in order to maximize the health benefit under various uncertainties, which can never be accurately estimated. We thereby employ a heuristic method named "resource reservation" to suggest the resource allocation plan for Kentucky SNS.


Resource Allocation in Higher Education

Resource Allocation in Higher Education
Author: William F. Massy
Publisher: University of Michigan Press
Total Pages: 352
Release: 1996
Genre: Business & Economics
ISBN: 9780472106868

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Offers guidance for implementing reforms in the allocation of resources in colleges and universities


Portfolio Decision Analysis

Portfolio Decision Analysis
Author: Ahti Salo
Publisher: Springer Science & Business Media
Total Pages: 410
Release: 2011-08-12
Genre: Business & Economics
ISBN: 1441999434

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Portfolio Decision Analysis: Improved Methods for Resource Allocation provides an extensive, up-to-date coverage of decision analytic methods which help firms and public organizations allocate resources to 'lumpy' investment opportunities while explicitly recognizing relevant financial and non-financial evaluation criteria and the presence of alternative investment opportunities. In particular, it discusses the evolution of these methods, presents new methodological advances and illustrates their use across several application domains. The book offers a many-faceted treatment of portfolio decision analysis (PDA). Among other things, it (i) synthesizes the state-of-play in PDA, (ii) describes novel methodologies, (iii) fosters the deployment of these methodologies, and (iv) contributes to the strengthening of research on PDA. Portfolio problems are widely regarded as the single most important application context of decision analysis, and, with its extensive and unique coverage of these problems, this book is a much-needed addition to the literature. The book also presents innovative treatments of new methodological approaches and their uses in applications. The intended audience consists of practitioners and researchers who wish to gain a good understanding of portfolio decision analysis and insights into how PDA methods can be leveraged in different application contexts. The book can also be employed in courses at the post-graduate level.


NASA SP-7500

NASA SP-7500
Author: United States. National Aeronautics and Space Administration
Publisher:
Total Pages: 156
Release: 1973
Genre:
ISBN:

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Regional Government Competition

Regional Government Competition
Author: Chen Yunxian
Publisher: Routledge
Total Pages: 254
Release: 2018-12-07
Genre: Business & Economics
ISBN: 0429841426

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This monograph provides a coherent and systematic explanation of China’s regional economic development from the perspective of regional government competition. It gives an almost unknown exposition of the mechanisms of China's regional economic development, with numerous supporting cases drawn from both China and elsewhere. This book is an invaluable resource for anyone interested to learn more particularly the development and transformation of China’s regional economy from both the Chinese and global perspectives.


Cost and Optimization in Government

Cost and Optimization in Government
Author: Aman Khan
Publisher: Routledge
Total Pages: 383
Release: 2017-06-26
Genre: Political Science
ISBN: 1420067222

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The careful management of costs and operations are two of the most essential elements of operating any successful organization, public or private. While the private sector is driven by profit-maximizing incentives to keep costs to a minimum, the public sector’s mission and goals are guided by a different set of objectives: to provide a wide range of essential goods and services to maintain social order, improve public health, revitalize the economy, and, most importantly, to improve the quality of life for its citizens. Although the objectives are different, it is just as important for public decision makers to make the best use of available resources by keeping the cost of operation to a minimum. This book demonstrates that with a careful emphasis on cost accounting, operations management, and quality control, all organizations and governments can increase efficiency, improve performance, and prepare to weather hard times. This book is divided into three parts: Part I offers thorough coverage of cost fundamentals, with an emphasis on basic cost concepts, cost behavior, cost analysis, cost accounting, and cost control. Part II examines optimization in costs and operations in government including traditional or classical optimization with applications in inventory management and queuing, followed by mathematical programming and network analysis. Finally, Part III explores special topics in cost and optimization, in particular those related to games and decisions, productivity measurement, and quality control. Simple, accessible language and explanations are integrated throughout, and examples have been drawn from government so that readers can easily relate to them. Cost and Optimization in Government is required reading for practicing public managers and students of public administration in need of a clear, concise guide to maximizing public resource efficiency.


Local Government Budgeting

Local Government Budgeting
Author: Gerasimos A. Gianakis
Publisher: Bloomsbury Publishing USA
Total Pages: 208
Release: 1999-01-30
Genre: Business & Economics
ISBN: 0313390509

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In an effort to bridge the gap between budget theorists and practitioners, this book approaches local government budgeting as the internal resource allocation process of a highly differentiated organization that operates in a very political environment, and whose boundaries are particularly permeable during the formal budget process. Written by academics with extensive practical experience in local government budgeting and finance, this text will be equally useful to practitioners, scholars and students. Theory building in public budgeting has been dominated by political science and economics, and these approaches have not produced theories that can serve as guides to action for practitioners or help them understand their action environments. In order to produce theory that has meaning for practitioners, researchers should approach the subject as it is experienced by practitioners. The long-term financial health of local governments requires an integrated approach to public budgeting. This book develops theory that illuminates practice. It recognizes that the budget process is the only organization-wide process that integrates all of the agencies that comprise the government, and thus, the budget must address the long-term consequences of any action. The budget process itself is presented as a vehicle to develop the decision premises and organizational values that will support allocative efficiency and productivity.


Intelligent Techniques for Predictive Data Analytics

Intelligent Techniques for Predictive Data Analytics
Author: Neha Singh
Publisher: John Wiley & Sons
Total Pages: 276
Release: 2024-06-21
Genre: Computers
ISBN: 1394227973

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Comprehensive resource covering tools and techniques used for predictive analytics with practical applications across various industries Intelligent Techniques for Predictive Data Analytics provides an in-depth introduction of the tools and techniques used for predictive analytics, covering applications in cyber security, network security, data mining, and machine learning across various industries. Each chapter offers a brief introduction on the subject to make the text accessible regardless of background knowledge. Readers will gain a clear understanding of how to use data processing, classification, and analysis to support strategic decisions, such as optimizing marketing strategies and customer relationship management and recommendation systems, improving general business operations, and predicting occurrence of chronic diseases for better patient management. Traditional data analytics uses dashboards to illustrate trends and outliers, but with large data sets, this process is labor-intensive and time-consuming. This book provides everything readers need to save time by performing deep, efficient analysis without human bias and time constraints. A section on current challenges in the field is also included. Intelligent Techniques for Predictive Data Analytics covers sample topics such as: Models to choose from in predictive modeling, including classification, clustering, forecast, outlier, and time series models Price forecasting, quality optimization, and insect and disease plant and monitoring in agriculture Fraud detection and prevention, credit scoring, financial planning, and customer analytics Big data in smart grids, smart grid analytics, and predictive smart grid quality monitoring, maintenance, and load forecasting Management of uncertainty in predictive data analytics and probable future developments in the field Intelligent Techniques for Predictive Data Analytics is an essential resource on the subject for professionals and researchers working in data science or data management seeking to understand the different models of predictive analytics, along with graduate students studying data science courses and professionals and academics new to the field.