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Introduction: Adaptation, Evolution, and Intelligence, Lashon Booker, Stephanie Forrest, Melanie Mitchell, and Rick Riolo. PART 1: GENETIC ALGOROTHMS AND BEYOND. 1. Genetic Algorithms: A 30 Year Perspective, Kenneth DeJong. 2. Human-Competitive Machine Intelligence by Means of Genetic Algorithms, John R. Koza. 3. John Holland, Facetwise models, and Economy of Thought, David E. Goldberg. PART 2: COMPUTATION, ARTIFICIAL INTELLIGENCE, AND BEYOND. 4. An Early Graduate Program in Computers and Communications, Arthur W. Burks. 5. Had We But World Enough and Time, Oliver G. Selfridge. 6. Discrete Eve.
Genetic algorithms are playing an increasingly important role in studies of complex adaptive systems, ranging from adaptive agents in economic theory to the use of machine learning techniques in the design of complex devices such as aircraft turbines and integrated circuits. Adaptation in Natural and Artificial Systems is the book that initiated this field of study, presenting the theoretical foundations and exploring applications. In its most familiar form, adaptation is a biological process, whereby organisms evolve by rearranging genetic material to survive in environments confronting them. In this now classic work, Holland presents a mathematical model that allows for the nonlinearity of such complex interactions. He demonstrates the model's universality by applying it to economics, physiological psychology, game theory, and artificial intelligence and then outlines the way in which this approach modifies the traditional views of mathematical genetics. Initially applying his concepts to simply defined artificial systems with limited numbers of parameters, Holland goes on to explore their use in the study of a wide range of complex, naturally occuring processes, concentrating on systems having multiple factors that interact in nonlinear ways. Along the way he accounts for major effects of coadaptation and coevolution: the emergence of building blocks, or schemata, that are recombined and passed on to succeeding generations to provide, innovations and improvements.
Climate and Land Use Impacts on Natural and Artificial Systems: Mitigation and Adaptation provides in-depth information on the linkages between climate change and land use, how they are related, how land use is shifting over time, and the major global regions at risk for climate and land use changes. This comprehensive resource discusses climatic factors and processes that impact natural and artificial systems, as well as the relationship between climate change and both natural and man-made hazards. The book includes case studies and original maps to provide real-life examples of climate change and land use over regions around the globe. In addition, the book presents future perspectives on mitigation and adaptation of the climate change impact. - Summarizes current research on land use and climate change - Provides future perspectives on climate change using climate models - Includes case studies to provide real-life examples from various countries - Incorporates high level graphics, images, and maps to support reviews and case studies
Biological evolution is a fact—but the many conflicting theories of evolution remain controversial even today. When Adaptation and Natural Selection was first published in 1966, it struck a powerful blow against those who argued for the concept of group selection—the idea that evolution acts to select entire species rather than individuals. Williams’s famous work in favor of simple Darwinism over group selection has become a classic of science literature, valued for its thorough and convincing argument and its relevance to many fields outside of biology. Now with a new foreword by Richard Dawkins, Adaptation and Natural Selection is an essential text for understanding the nature of scientific debate.
"This book identifies the economic as well as financial problems that may be solved efficiently with computational methods and explains why those problems should best be solved with computational methods"--Provided by publisher.
Geographical Information Systems, Three Volume Set is a computer system used to capture, store, analyze and display information related to positions on the Earth’s surface. It has the ability to show multiple types of information on multiple geographical locations in a single map, enabling users to assess patterns and relationships between different information points, a crucial component for multiple aspects of modern life and industry. This 3-volumes reference provides an up-to date account of this growing discipline through in-depth reviews authored by leading experts in the field. VOLUME EDITORS Thomas J. Cova The University of Utah, Salt Lake City, UT, United States Ming-Hsiang Tsou San Diego State University, San Diego, CA, United States Georg Bareth University of Cologne, Cologne, Germany Chunqiao Song University of California, Los Angeles, CA, United States Yan Song University of North Carolina at Chapel Hill, Chapel Hill, NC, United States Kai Cao National University of Singapore, Singapore Elisabete A. Silva University of Cambridge, Cambridge, United Kingdom Covers a rapidly expanding discipline, providing readers with a detailed overview of all aspects of geographic information systems, principles and applications Emphasizes the practical, socioeconomic applications of GIS Provides readers with a reliable, one-stop comprehensive guide, saving them time in searching for the information they need from different sources
Meeting employee interests depending on the age and form of employment Abstract The aim of this chapter is the identification and assessment of meeting employee interests among the employed in standard and non-standard forms based on the age criterion. An empirical study was conducted using the CAWI technique covering a sample of 1,000 working Poles. Descriptive statistics methods and statistical tests were used to analyze the findings. The analysis of employee interests was performed by comparing the assessed interests by the representatives of four separate age groups. The statistically significant differences were examined. For this purpose, the non-parametric ANOVA Kruskal-Wallis test and the post-hoc test (statistical significance level * p<0.05, ** p<0.01) were used. The conducted analysis showed common strengths and weaknesses in meeting employee interests regarding the standard and non-standard forms. Providing employees with safe and hygienic working conditions was highly assessed, whereas employee participation was rated low. The specificity of Generation Z was evident, whose representatives (compared to older cohorts) frequently rated meeting employee interests higher. Filling the research gap related to the analysis of the authors’ presentation of employee interests regarding the age and form of employment in Poland. The results have practical usefulness for shaping employment, taking into account the above-mentioned variables. The research results covering a representative sample of working Poles fill the empirical data gap, extending beyond the scope of data available in statistical reporting (Statistics Poland, Eurostat). The empirical research used an original concept combining the issue of employee interests with the age and form of employment. Keywords: forms of employment, employee interests, age, cohort. Circular economy in the implementation of the investment and innovation policy of environmental management in post-war Ukraine Abstract The purpose of the study is to develop methodological support for a comprehensive assessment concerning dominants of the investment and innovation policy of nature management based on the circular economy. It also conducts an assessment of current trends and problems in post-war Ukraine. The basic methodological platform introduces the concept of sustainable development. The dominants of the investment and innovation policy of nature management are derivative and closely related to the objectives and indicators of sustainable development goals. To generalize and systematize the categorical apparatus and identify modern vectors of scientific research on this issue, a descriptive analysis was used - based on the sources of the Scopus scientometric database. The modern imperatives of the circular approach in the economy and the possibility of introducing the latest investment and innovation policy of nature management in post-war Ukraine are considered. The scientific novelty of the study lies in the development of methodological support for a comprehensive assessment and is based on: (1) a set of principles (systematicity and complexity, adequacy and dynamism, objectivity and accuracy, effectiveness, purposefulness, scientificity); (2) an expanded system of national indicators of sustainable development within the framework of Sustainable Development Goals 2, 6, 7, 8, 9, 12, 15, which integrates European, author's, economic and environmental indicators focused on an in-depth assessment of investment and natural resource potential in terms of species and structural-sectoral dimension, the relationship between the investment and environmental components of nature management; (3) a 7-stage procedure for quantitative, qualitative and expert assessment of the degree of implementation of the dominants of the investment and innovation policy of environmental management in the internal and external dimensions, the results of which form an analytical basis for adjusting the dominants, substantiating directions, ways and mechanisms for implementing the investment and innovation policy of the circular economy. The prospect of further research in this direction is the development of adaptive mechanisms to stimulate the introduction of eco-investments and innovations in the activities of business entities in various sectors of the economy. Keywords: circular economy, nature management, investment and innovation policy of nature management, sustainable development, Sustainable Development Goals, dominants of investment and innovation policy of nature management. The impact of economic activity zones on local development: The example of Wieliczka Municipality in Poland Abstract The purpose of this chapter is to present the impact of economic activity zones (EAZs) on local development and to identify good practices in the management of EAZs, based on the experience of the commune of Wieliczka, Poland. Nevertheless, beyond the theoretical insights, the empirical evidence of effective local development governance in EAZs is still limited, even in metropolitan areas where a range of instruments are provided to support local development. The chapter attempts to provide evidence of the impact of EAZ on local development by indicating the influence of investments located in economic activity zones on the management of local government units in the Krakow metropolitan area. The analysis of the impact of EAZs on local development has led to findings that a valuable tool for the impact of EAZs on local development are the investments located there, which determine the more effective use of local resources. These are challenging resources (including land and infrastructure) and soft, intangible ones (including location, quality of intellectual capital, and entrepreneurship of residents). As a result of the application of good practices in municipal management, they become key determinants that determine the potential of EAZ and increase competitiveness. The example of EAZs shows that their impact on local development can receive significant support from the EU and public authorities. Nevertheless, the development of EAZs is limited to metropolitan areas and tends to limit their development in peripheral areas far from major growth centers. Exploring further options for the impact of EAZ on local development may be an interesting direction to involve external stakeholders in order to enable the incorporation of their skills and resources. The experience of the municipality of Wieliczka is and will be, to a significant extent, a form of more effective use of a variety of local and external resources. The chapter briefly discusses the impact of EAZ on local development and provides practitioners with areas on the potential challenges of using EAZ. Local development carries certain risks, which have implications for EAZ creation efforts. Keywords: economic activity zones, EAZ, local development, municipal investment, entrepreneurship, innovation, EAZ management. A challenge for sustainable public management: Administrative performance measurement and public sector reform Abstract This chapter proposes a rational approach to administrative performance measurement. As Japan has entered an aged society with a low birthrate, administrative organizations in Japan are required to conduct performance-based public management under tight fiscal conditions. Aiming at efficient management with various schemes for administrative performance measurement based on the theory of New Public Management has been proposed. However, a tangible way of management has not been established due to authoritarianism or political shackles in organizations. In addition, such a performance measurement sometimes involves subjective factors in relation to outcome indices. Therefore, developing a practical evaluation scheme is not straightforward. By applying the Analytic Hierarchy Process, this chapter makes it possible to quantify subjective factors in the evaluation: the degree of contribution of each measure for the achievement of a policy. In order to verify the effectiveness of the application, a case study is performed in a local government in Japan. The proposed approach practically supports public service evaluation based on subjective judgment by executives of administrative organizations in addition to extant project appraisal. The results obtained from the case study show the practical effectiveness of the proposed approach. Based on the evaluation procedure, this chapter further considers a possible scheme of public sector reform in conjunction with a prospective way to transfer authority from an administrative organization to substitutable sectors. The implication of the scheme of reformation illustrates sustainable public management. Keywords: public management, sustainability, publicness, analytic hierarchy process, administrative performance measurement, public sector reform. Plan or die: Entrepreneurs' response to crisis situation Abstrac Thanks to the COVID-19 epidemic, the last two years have been filled with changes for entrepreneurs. As a result, the change leads to a new level, much higher than the previous one. It is a long-term strategy focused on debt levels, risk-advantage approaches, reinvestment in profits, and organizational changes. The purpose of this chapter is to present the results of the entrepreneurs’ response to the situation within and nearly after COVID-19 restrictions. Research findings are based on primary research in more than 300 companies in the Czech Republic (2 rounds of survey – 2020 and 2021). The comparison contrasts the change in strategic thinking due to long-term crisis. The results showed that measurable goals are extremely important during the crisis to maintain discipline in business (an increase of 91%). On the other hand, the exit strategy as a response to crisis is not the preferred solution (the lowest preference). Findings could be applied in managerial practice as a recommendation when research findings illustrate a possible combination of optimal business behavior within a crisis environment. Originality could be seen in the importance of ongoing profit investments and planning of individual activities in the company and the need for an active approach of the entrepreneur. Keywords: COVID-19, crisis behavior, changes in future goals, planning activities, entrepreneurs Hydraulic supplier selection: An Analytic Hierarchy Process approach Abstract In industrial environments, hydraulic systems work in continuous operation, for several applications that may demand control of large loads and high-power density. The inputs used in the maintenance of this type of equipment should follow the policies and procedures established by ISO standards, which may guarantee safety and operational reliability. The supplier selection for hydraulic components is a subject that involves several factors with complex decisions. Efficient and reliable suppliers can be decisive for the company's success. The aim of this study is to propose an evaluation framework for supplier selection of hydraulic equipment in the steel industry. The methods of multi-criteria decision analysis (MCDA) facilitate the decision-making, including the supplier selection strategies for hydraulic equipment. The Analytic Hierarchy Process (AHP) is the MCDA method applied to select suppliers by a Brazilian industrial plant. This chapter presents a case of supplier selection of hydraulic equipment, with four suppliers evaluated regarding five criteria and more than 20 sub-criteria, according to three experts. The AHP, the most widely used MCDA method, proved to be a reliable and useful MCDA method even in a case of more than nine criteria. In this case, Quality was the most important criterion, and Price was the less important. The main contribution of this study is to prove that a simple MCDA model, with the AHP application alone, may be enough to solve a practical decision problem, without increasing its complexity with hybridism. Keywords: Analytic Hierarchy Process, multi-criteria decision analysis, hydraulic systems, supplier selections. Strategic business planning technology for weakly-structured subject domains Abstract The purpose of this study is to create a technology and respective software tools for collegial (group) development of strategic plans for businesses in weakly structured domains. Strategic planning in such domains is an often challenging task, as quantitative (or even quantifiable) deterministic data is scarce or unavailable, uncertainty levels are high, and expert knowledge often represents the key information source (potentially, alongside open data). The technology is intended to overcome these challenges. It is based on group construction of a goal-oriented model of the system (subject domain), which is built through the decomposition of the main strategic goal and considers the terminal and resource properties of the system’s components, as well as mutual connections between them. The software toolkit allows knowledge engineers and their invited experts to remotely provide knowledge for building the system model. Then, based on the developed model, using the method of target-oriented dynamic estimation of alternatives and evolutionary methods of optimization, a set of measures (projects) is selected, complete with suggested funding allocated to them within the limited resource volume during the specific planning period. The selected set of measures guarantees the maximum level of achievement of the strategic goal within a given time perspective under limited funding and become the basis of the strategic plan. Methods of group knowledge acquisition and processing have been developed. They became the basis for the development of the original technology and software tools for strategic business planning. Theoretical foundations and methods for reliable obtaining of (thorough and undistorted) collective knowledge in a subject domain, ensuring their concordance and aggregation for further application in various areas, have been suggested. This research aims to solve a global problem of knowledge transfer from people with expertise (experience, intuition) in a certain field to people who need this knowledge to solve practical problems. This theoretical basis is intended for strategic planning practice in various areas, including business. An original way of automating the process of group subject domain model construction and the suggested application of existing and newly developed knowledge-oriented methods to strategic planning are proposed. All material presented in the chapter, is the result of ongoing original research led by the author. Keywords: strategic business-analysis, knowledge transfer, goal dynamic estimating of alternatives, rational distribution of resources, genetic algorithm, technology, subject domains
This book compares the performance of various evolutionary computation (EC) techniques when they are faced with complex optimization problems extracted from different engineering domains. Particularly focusing on recently developed algorithms, it is designed so that each chapter can be read independently. Several comparisons among EC techniques have been reported in the literature, however, they all suffer from one limitation: their conclusions are based on the performance of popular evolutionary approaches over a set of synthetic functions with exact solutions and well-known behaviors, without considering the application context or including recent developments. In each chapter, a complex engineering optimization problem is posed, and then a particular EC technique is presented as the best choice, according to its search characteristics. Lastly, a set of experiments is conducted in order to compare its performance to other popular EC methods.
Structures and Architecture. A Viable Urban Perspective? contains extended abstracts of the research papers and prototype submissions presented at the Fifth International Conference on Structures and Architecture (ICSA2022, Aalborg, Denmark, 6-8 July 2022). The book (578 pages) also includes a USB with the full texts of the papers (1448 pages). The contributions on creative and scientific aspects in the conception and construction of structures as architecture, and on the role of advanced digital-, industrial- and craft -based technologies in this matter represent a critical blend of scientific, technical, and practical novelties in both fields. Hence, as part of the proceedings series Structures and Architecture, the volume adds to a continuous exploration and development of the synergetic potentials of the fields of Structures and Architecture. With each volume further challenging the conditions, problems, and potentials related to the art, practice, and theory of teaching, researching, designing, and building structures as vehicles towards a viable architecture of the urban environment. The volumes of the series appear once every three years, in tandem with the conferences organized by the International Association of Structures and Architecture and are intended for a global readership of researchers, practitioners, and students, including architects, structural and construction engineers, builders and building consultants, constructors, material suppliers, planners, urban designers, anthropologists, economists, sociologists, artists, product manufacturers, and other professionals involved in the design and realization of architectural, structural, and infrastructural projects.
Behavioral strategy has evolved as a field the last decades both intellectually and institutionally. This volume examines the relatively new field of behavioral strategy and its contribution to strategic management, with papers reflecting the past and present of behavioral strategy as a field, as well as possible avenues for future developments.