Empirical Agent Based Modelling Challenges And Solutions

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Empirical Agent-Based Modelling - Challenges and Solutions

Author : Alexander Smajgl
Publisher : Springer Science & Business Media
ISBN 13 : 1461461340
Total Pages : 254 pages
Book Rating : 4.4/5 (614 download)

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Book Synopsis Empirical Agent-Based Modelling - Challenges and Solutions by : Alexander Smajgl

Download or read book Empirical Agent-Based Modelling - Challenges and Solutions written by Alexander Smajgl and published by Springer Science & Business Media. This book was released on 2013-09-12 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: This instructional book showcases techniques to parameterise human agents in empirical agent-based models (ABM). In doing so, it provides a timely overview of key ABM methodologies and the most innovative approaches through a variety of empirical applications. It features cutting-edge research from leading academics and practitioners, and will provide a guide for characterising and parameterising human agents in empirical ABM. In order to facilitate learning, this text shares the valuable experiences of other modellers in particular modelling situations. Very little has been published in the area of empirical ABM, and this contributed volume will appeal to graduate-level students and researchers studying simulation modeling in economics, sociology, ecology, and trans-disciplinary studies, such as topics related to sustainability. In a similar vein to the instruction found in a cookbook, this text provides the empirical modeller with a set of 'recipes' ready to be implemented. Agent-based modeling (ABM) is a powerful, simulation-modeling technique that has seen a dramatic increase in real-world applications in recent years. In ABM, a system is modeled as a collection of autonomous decision-making entities called “agents.” Each agent individually assesses its situation and makes decisions on the basis of a set of rules. Agents may execute various behaviors appropriate for the system they represent—for example, producing, consuming, or selling. ABM is increasingly used for simulating real-world systems, such as natural resource use, transportation, public health, and conflict. Decision makers increasingly demand support that covers a multitude of indicators that can be effectively addressed using ABM. This is especially the case in situations where human behavior is identified as a critical element. As a result, ABM will only continue its rapid growth. This is the first volume in a series of books that aims to contribute to a cultural change in the community of empirical agent-based modelling. This series will bring together representational experiences and solutions in empirical agent-based modelling. Creating a platform to exchange such experiences allows comparison of solutions and facilitates learning in the empirical agent-based modelling community. Ultimately, the community requires such exchange and learning to test approaches and, thereby, to develop a robust set of techniques within the domain of empirical agent-based modelling. Based on robust and defendable methods, agent-based modelling will become a critical tool for research agencies, decision making and decision supporting agencies, and funding agencies. This series will contribute to more robust and defendable empirical agent-based modelling.

Empirical Agend-based Modelling

Author :
Publisher :
ISBN 13 :
Total Pages : pages
Book Rating : 4.:/5 (17 download)

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Book Synopsis Empirical Agend-based Modelling by :

Download or read book Empirical Agend-based Modelling written by and published by . This book was released on 2014 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Advances in Practical Applications of Agents, Multi-Agent Systems, and Sustainability: The PAAMS Collection

Author : Yves Demazeau
Publisher : Springer
ISBN 13 : 3319189441
Total Pages : 336 pages
Book Rating : 4.3/5 (191 download)

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Book Synopsis Advances in Practical Applications of Agents, Multi-Agent Systems, and Sustainability: The PAAMS Collection by : Yves Demazeau

Download or read book Advances in Practical Applications of Agents, Multi-Agent Systems, and Sustainability: The PAAMS Collection written by Yves Demazeau and published by Springer. This book was released on 2015-05-20 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 13th International Conference on Practical Applications of Agents and Multi-Agent Systems, PAAMS 2015, held in Salamanca, Spain, in June 2015. The 10 revised full papers and 9 short papers were carefully reviewed and selected from 48 submissions are presented together with 17 demonstrations. The articles report on the application and validation of agent-based models, methods and technologies in a number of key application areas, including: agents and the energy grid, agents and the traffic grid, affective computing and agent development, ambient and contextual agents, social simulation and social networks and other agent-based applications.

Research Methods for Complexity Theory in Applied Linguistics

Author : Phil Hiver
Publisher : Multilingual Matters
ISBN 13 : 1788925769
Total Pages : 301 pages
Book Rating : 4.7/5 (889 download)

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Book Synopsis Research Methods for Complexity Theory in Applied Linguistics by : Phil Hiver

Download or read book Research Methods for Complexity Theory in Applied Linguistics written by Phil Hiver and published by Multilingual Matters. This book was released on 2019-12-06 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides practical guidance on research methods and designs that can be applied to Complex Dynamic Systems Theory (CDST) research. It discusses the contribution of CDST to the field of applied linguistics, examines what this perspective entails for research and introduces practical methods and templates, both qualitative and quantitative, for how applied linguistics researchers can design and conduct research using the CDST framework. Introduced in the book are methods ranging from those in widespread use in social complexity, to more familiar methods in use throughout applied linguistics. All are inherently suited to studying both dynamic change in context and interconnectedness. This accessible introduction to CDST research will equip readers with the knowledge to ensure compatibility between empirical research designs and the theoretical tenets of complexity. It will be of value to researchers working in the areas of applied linguistics, language pedagogy and educational linguistics and to scholars and professionals with an interest in second/foreign language acquisition and complexity theory.

The Routledge Handbook of Research Methods for Social-Ecological Systems

Author : Reinette Biggs
Publisher : Routledge
ISBN 13 : 1000401510
Total Pages : 526 pages
Book Rating : 4.0/5 (4 download)

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Book Synopsis The Routledge Handbook of Research Methods for Social-Ecological Systems by : Reinette Biggs

Download or read book The Routledge Handbook of Research Methods for Social-Ecological Systems written by Reinette Biggs and published by Routledge. This book was released on 2021-07-29 with total page 526 pages. Available in PDF, EPUB and Kindle. Book excerpt: The Routledge Handbook of Research Methods for Social-Ecological Systems provides a synthetic guide to the range of methods that can be employed in social-ecological systems (SES) research. The book is primarily targeted at graduate students, lecturers and researchers working on SES, and has been written in a style that is accessible to readers entering the field from a variety of different disciplinary backgrounds. Each chapter discusses the types of SES questions to which the particular methods are suited and the potential resources and skills required for their implementation, and provides practical examples of the application of the methods. In addition, the book contains a conceptual and practical introduction to SES research, a discussion of key gaps and frontiers in SES research methods, and a glossary of key terms in SES research. Contributions from 97 different authors, situated at SES research hubs in 16 countries around the world, including South Africa, Sweden, Germany and Australia, bring a wealth of expertise and experience to this book. The first book to provide a guide and introduction specifically focused on methods for studying SES, this book will be of great interest to students and scholars of sustainability science, environmental management, global environmental change studies and environmental governance. The book will also be of interest to upper-level undergraduates and professionals working at the science–policy interface in the environmental arena.

Agent-Based Models in Economics

Author : Domenico Delli Gatti
Publisher : Cambridge University Press
ISBN 13 : 1108414990
Total Pages : 261 pages
Book Rating : 4.1/5 (84 download)

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Book Synopsis Agent-Based Models in Economics by : Domenico Delli Gatti

Download or read book Agent-Based Models in Economics written by Domenico Delli Gatti and published by Cambridge University Press. This book was released on 2018-03-22 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first step-by-step introduction to the methodology of agent-based models in economics, their mathematical and statistical analysis, and real-world applications.

Managing Water, Soil and Waste Resources to Achieve Sustainable Development Goals

Author : Stephan Hülsmann
Publisher : Springer
ISBN 13 : 3319751638
Total Pages : 166 pages
Book Rating : 4.3/5 (197 download)

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Book Synopsis Managing Water, Soil and Waste Resources to Achieve Sustainable Development Goals by : Stephan Hülsmann

Download or read book Managing Water, Soil and Waste Resources to Achieve Sustainable Development Goals written by Stephan Hülsmann and published by Springer. This book was released on 2018-04-13 with total page 166 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores how integrated management of environmental resources via a Nexus Approach can help to achieve Sustainable Development Goals (SDGs). It takes a process-oriented view on what should or needs to be done to implement a Nexus Approach and how this relates to SDGs. After sketching the background and conceptual outline, contributions to the book explore key aspects of monitoring and implementation. Specifically, they: focus on the importance of monitoring resource use and how to advance it at the international level to support SDG implementation, exemplify the resources perspective on the nexus approach by exploring how to close the nitrogen cycle and stay within planetary boundaries, elaborate on proven and emerging strategies for nexus implementation, highlighting means to enhance, monitor and analyse stakeholder participation, explain how the horizontal and vertical nexus dimensions interact and can support SDG implementation. The book sheds new light on key aspects of the interrelation between SDGs and the Nexus Approach and provides specific recommendations how to advance it.

Agent-Based Modeling of Sustainable Behaviors

Author : Amparo Alonso-Betanzos
Publisher : Springer
ISBN 13 : 3319463314
Total Pages : 270 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Agent-Based Modeling of Sustainable Behaviors by : Amparo Alonso-Betanzos

Download or read book Agent-Based Modeling of Sustainable Behaviors written by Amparo Alonso-Betanzos and published by Springer. This book was released on 2017-01-06 with total page 270 pages. Available in PDF, EPUB and Kindle. Book excerpt: Using the O.D.D. (Overview, Design concepts, Detail) protocol, this title explores the role of agent-based modeling in predicting the feasibility of various approaches to sustainability. The chapters incorporated in this volume consist of real case studies to illustrate the utility of agent-based modeling and complexity theory in discovering a path to more efficient and sustainable lifestyles. The topics covered within include: households' attitudes toward recycling, designing decision trees for representing sustainable behaviors, negotiation-based parking allocation, auction-based traffic signal control, and others. This selection of papers will be of interest to social scientists who wish to learn more about agent-based modeling as well as experts in the field of agent-based modeling.

Complexity Science

Author : Henrik Jeldtoft Jensen
Publisher : Cambridge University Press
ISBN 13 : 1108834760
Total Pages : 461 pages
Book Rating : 4.1/5 (88 download)

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Book Synopsis Complexity Science by : Henrik Jeldtoft Jensen

Download or read book Complexity Science written by Henrik Jeldtoft Jensen and published by Cambridge University Press. This book was released on 2022-11-17 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This introductory textbook provides detailed coverage of the rapidly growing field of complexity science and accommodates readers from a wide variety of backgrounds, and with varying levels of mathematical skill. The book contains a broad range of end of chapter problems and extended projects, with solutions available to instructors online.

Social Simulation for a Digital Society

Author : Diane Payne
Publisher : Springer Nature
ISBN 13 : 3030302989
Total Pages : 216 pages
Book Rating : 4.0/5 (33 download)

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Book Synopsis Social Simulation for a Digital Society by : Diane Payne

Download or read book Social Simulation for a Digital Society written by Diane Payne and published by Springer Nature. This book was released on 2019-11-18 with total page 216 pages. Available in PDF, EPUB and Kindle. Book excerpt: “Social Simulation for a Digital Society” provides a cross-section of state-of-the-art research in social simulation and computational social science. With the availability of big data and faster computing power, the social sciences are undergoing a tremendous transformation. Research in computational social sciences has received considerable attention in the last few years, with advances in a wide range of methodologies and applications. Areas of application of computational methods range from the study of opinion and information dynamics in social networks, the formal modeling of resource use, the study of social conflict and cooperation to the development of cognitive models for social simulation and many more. This volume is based on the Social Simulation Conference of 2017 in Dublin and includes applications from across the social sciences, providing the reader with a demonstration of the highly versatile research in social simulation, with a particular focus on public policy relevance in a digital society. Chapters in the book include contributions to the methodology of simulation-based research, theoretical and philosophical considerations, as well as applied work. This book will appeal to students and researchers in the field.

Handbook of Catchment Management

Author : Robert C. Ferrier
Publisher : John Wiley & Sons
ISBN 13 : 111953125X
Total Pages : 660 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Handbook of Catchment Management by : Robert C. Ferrier

Download or read book Handbook of Catchment Management written by Robert C. Ferrier and published by John Wiley & Sons. This book was released on 2021-07-01 with total page 660 pages. Available in PDF, EPUB and Kindle. Book excerpt: HANDBOOK OF CATCHMENT MANAGEMENT In 2010, the first edition of the Handbook of Catchment Management provided a benchmark on how our understanding and actions in water management within a catchment context had evolved in recent decades. Over ten years on, the catchment management concept is entering a new phase of development aligned to contemporary and future challenges. These include climate change uncertainty, further understanding in ecological functioning under change, the drive for a low-carbon, energy efficient and circular society, multiple uses of water, the emergence of new pollutants of concern, new approaches to valuation, finance and pricing mechanisms, stewardship and community engagement, the integration of water across the Sustainable Development Goals (SDG) and the link between water, energy and food. These developments are framed within an increasingly data rich world where new analytics, sensor technology and processing power are informing increasingly real-time decision making. The challenge is also to increase cross-compliance and policy integration to meet multiple stakeholder objectives, and to link actions to achieve cost-effective outcomes. In addition, there are a number of new and exciting city, region and basin-scale real-world examples of contemporary and new catchment thinking; integrating science, technology, knowledge and governance to address multiple drivers and complex problems from across the globe. The time is now right, to capture the new challenges facing catchment management and water resources management globally. This revised and updated edition of the Handbook of Catchment Management features: Thoroughly rewritten chapters which provide an up-to-date view of catchment management issues and contexts New case study material highlighting multi-sectoral management in different globally significant basins and different geographical locations Up-to-date topics selected for their resonance not only in natural sciences and engineering, but also in other fields, such as socio-economics, law and policy The Handbook is designed for a broad audience, but will be particularly useful for advanced students, researchers, academics and water sector professionals such as planners, consultants and regulators.

Parallel Population and Parallel Human

Author : Peijun Ye
Publisher : John Wiley & Sons
ISBN 13 : 1394181914
Total Pages : 356 pages
Book Rating : 4.3/5 (941 download)

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Book Synopsis Parallel Population and Parallel Human by : Peijun Ye

Download or read book Parallel Population and Parallel Human written by Peijun Ye and published by John Wiley & Sons. This book was released on 2023-06-06 with total page 356 pages. Available in PDF, EPUB and Kindle. Book excerpt: Parallel Population and Parallel Human Proposes a new paradigm to investigate an individual’s cognitive deliberation in dynamic human-machine interactions Today, intelligent machines enable people to interact remotely with friends, family, romantic partners, colleagues, competitors, organizations, and others. Virtual reality (VR), augmented reality (AR), artificial intelligence (AI), mobile social media, and other technologies have been driving these interactions to an unprecedented level. As the complexity in system control and management with human participants increases, engineers are facing challenges that arise from the uncertainty of operators or users. Parallel Population and Parallel Human: A Cyber-Physical Social Approach presents systemic solutions for modeling, analysis, computation, and management of individuals’ cognition and decision-making in human-participated systems, such as the MetaVerse. With a virtual-real behavioral approach that seeks to actively prescribe user behavior through cognitive and dynamic learning, the authors present a parallel population/human model for optimal prescriptive control and management of complex systems that leverages recent advances in artificial intelligence. Throughout the book, the authors address basic theory and methodology for modeling, describe various implementation techniques, highlight potential acceleration technologies, discuss application cases from different fields, and more. In addition, the text: Considers how an individual’s behavior is formed and how to prescribe their behavioral modes Describes agent-based computation for complex social systems based on a synthetic population from realistic individual groups Proposes a universal algorithm applicable to a wide range of social organization types Extends traditional cognitive modeling by utilizing a dynamic approach to investigate cognitive deliberation in highly time-variant tasks Presents a new method that can be used for both large-scale social systems and real-time human-machine interactions without extensive experiments for modeling Parallel Population and Parallel Human: A Cyber-Physical Social Approach is a must-read for researchers, engineers, scientists, professionals, and graduate students who work on systems engineering, human-machine interaction, cognitive computing, and artificial intelligence.

Total Socioenvironmental Systems

Author : Yichun Xie
Publisher : Springer Nature
ISBN 13 : 3031395948
Total Pages : 276 pages
Book Rating : 4.0/5 (313 download)

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Book Synopsis Total Socioenvironmental Systems by : Yichun Xie

Download or read book Total Socioenvironmental Systems written by Yichun Xie and published by Springer Nature. This book was released on 2023-11-14 with total page 276 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents a new analytical framework and several newly developed quantitative methods to investigate the interactions between climatic, ecological, and socioeconomic factors as a total socioenvironmental system (TSES). Facing the increasingly imperiled ecosystems around the world, understanding the complex relationships between humans and environments is of utmost importance. This book offers several solutions to these challenges based on the author's research and illustrates them with case studies and annotated data sets. It develops the conceptual framework of a TSES, emphasizing the identification of causal relationships as a starting point to investigating the interactions between biophysical phenomena and socioeconomic factors. The book experiments with various spatial data assimilation techniques such as GIS for matching diverged areal units over which biophysical and socioeconomic datasets are collected. Trend extraction methods including machine learning for synchronizing distinct temporal rhythms hidden in biophysical and socioeconomic phenomena to augment their causal relationships are explored as well. The book also examines sustainability in urban systems, social systems, and ecosystems. This volume will be useful to readers across many disciplines, including but not limited to geographic information science, ecological informatics, environmental informatics, regional and urban modeling, quantitative social sciences and planning.

Computational Science – ICCS 2021

Author : Maciej Paszynski
Publisher : Springer Nature
ISBN 13 : 3030779807
Total Pages : 722 pages
Book Rating : 4.0/5 (37 download)

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Book Synopsis Computational Science – ICCS 2021 by : Maciej Paszynski

Download or read book Computational Science – ICCS 2021 written by Maciej Paszynski and published by Springer Nature. This book was released on 2021-06-09 with total page 722 pages. Available in PDF, EPUB and Kindle. Book excerpt: The six-volume set LNCS 12742, 12743, 12744, 12745, 12746, and 12747 constitutes the proceedings of the 21st International Conference on Computational Science, ICCS 2021, held in Krakow, Poland, in June 2021.* The total of 260 full papers and 57 short papers presented in this book set were carefully reviewed and selected from 635 submissions. 48 full and 14 short papers were accepted to the main track from 156 submissions; 212 full and 43 short papers were accepted to the workshops/ thematic tracks from 479 submissions. The papers were organized in topical sections named: Part I: ICCS Main Track Part II: Advances in High-Performance Computational Earth Sciences: Applications and Frameworks; Applications of Computational Methods in Artificial Intelligence and Machine Learning; Artificial Intelligence and High-Performance Computing for Advanced Simulations; Biomedical and Bioinformatics Challenges for Computer Science Part III: Classifier Learning from Difficult Data; Computational Analysis of Complex Social Systems; Computational Collective Intelligence; Computational Health Part IV: Computational Methods for Emerging Problems in (dis-)Information Analysis; Computational Methods in Smart Agriculture; Computational Optimization, Modelling and Simulation; Computational Science in IoT and Smart Systems Part V: Computer Graphics, Image Processing and Artificial Intelligence; Data-Driven Computational Sciences; Machine Learning and Data Assimilation for Dynamical Systems; MeshFree Methods and Radial Basis Functions in Computational Sciences; Multiscale Modelling and Simulation Part VI: Quantum Computing Workshop; Simulations of Flow and Transport: Modeling, Algorithms and Computation; Smart Systems: Bringing Together Computer Vision, Sensor Networks and Machine Learning; Software Engineering for Computational Science; Solving Problems with Uncertainty; Teaching Computational Science; Uncertainty Quantification for Computational Models *The conference was held virtually.

Advances in Social Simulation 2015

Author : Wander Jager
Publisher : Springer
ISBN 13 : 3319472534
Total Pages : 461 pages
Book Rating : 4.3/5 (194 download)

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Book Synopsis Advances in Social Simulation 2015 by : Wander Jager

Download or read book Advances in Social Simulation 2015 written by Wander Jager and published by Springer. This book was released on 2017-03-16 with total page 461 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book highlights recent developments in the field, presented at the Social Simulation 2015 conference in Groningen, The Netherlands. It covers advances both in applications and methods of social simulation. Societal issues addressed range across complexities in economic systems, opinion dynamics and civil violence, changing mobility patterns, different land-use, transition in the energy system, food production and consumption, ecosystem management and historical processes. Methodological developments cover how to use empirical data in validating models in general, formalization of behavioral theory in agent behavior, construction of artificial populations for experimentation, replication of models, and agent-based models that can be run in a web browser. Social simulation is a rapidly evolving field. Social scientists are increasingly interested in social simulation as a tool to tackle the complex non-linear dynamics of society. Furthermore, the software and hardware tools available for social simulation are becoming more and more powerful. This book is an important source for readers interested in the newest developments in the ways in which the simulation of social interaction contributes to our understanding and managing of complex social phenomena.

Agent-Based Modelling of Socio-Technical Systems

Author : Koen H. van Dam
Publisher : Springer Science & Business Media
ISBN 13 : 9400749333
Total Pages : 285 pages
Book Rating : 4.4/5 (7 download)

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Book Synopsis Agent-Based Modelling of Socio-Technical Systems by : Koen H. van Dam

Download or read book Agent-Based Modelling of Socio-Technical Systems written by Koen H. van Dam and published by Springer Science & Business Media. This book was released on 2012-10-08 with total page 285 pages. Available in PDF, EPUB and Kindle. Book excerpt: Decision makers in large scale interconnected network systems require simulation models for decision support. The behaviour of these systems is determined by many actors, situated in a dynamic, multi-actor, multi-objective and multi-level environment. How can such systems be modelled and how can the socio-technical complexity be captured? Agent-based modelling is a proven approach to handle this challenge. This book provides a practical introduction to agent-based modelling of socio-technical systems, based on a methodology that has been developed at TU Delft and which has been deployed in a large number of case studies. The book consists of two parts: the first presents the background, theory and methodology as well as practical guidelines and procedures for building models. In the second part this theory is applied to a number of case studies, where for each model the development steps are presented extensively, preparing the reader for creating own models.

New Metropolitan Perspectives

Author : Francesco Calabrò
Publisher : Springer
ISBN 13 : 3319920995
Total Pages : 713 pages
Book Rating : 4.3/5 (199 download)

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Book Synopsis New Metropolitan Perspectives by : Francesco Calabrò

Download or read book New Metropolitan Perspectives written by Francesco Calabrò and published by Springer. This book was released on 2018-05-18 with total page 713 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book explores the role of cities and the urban–rural linkages in spurring innovation embedded in spatial planning, strategic and economic planning, and decision support systems. In particular, the contributions examine the complexity of the current transitional phase towards achieving smart, inclusive and sustainable growth, and investigate the post-2020 UE cohesion policy.The main topics include: Innovation dynamics and smart cities; Urban regeneration – community-led and PPP; Inland and urban area development; Mobility, accessibility, infrastructures; Heritage, landscape and Identity; and Risk management, Environment and Energy.The book includes a selection of articles accepted for presentation and discussion at the 3rd International Symposium New Metropolitan Perspectives (ISTH2020), held at the University of Reggio Calabria, Italy on 22–25 May 2018. The symposium, which addressed the challenge of local knowledge and innovation dynamics towards territory attractiveness, hosted the final event of the MAPS-LED project under Horizon2020 – MSCA RISE.