Expand your Python skills by working with data structures and algorithms in a refreshing context—through an eye-opening exploration of complexity science. Whether you’re an intermediate-level Python programmer or a student of computational modeling, you’ll delve into examples of complex systems through a series of exercises, case studies, and easy-to-understand explanations. You’ll work with graphs, algorithm analysis, scale-free networks, and cellular automata, using advanced features that make Python such a powerful language. Ideal as a text for courses on Python programming and algorithms, Think Complexity will also help self-learners gain valuable experience with topics and ideas they might not encounter otherwise. Work with NumPy arrays and SciPy methods, basic signal processing and Fast Fourier Transform, and hash tables Study abstract models of complex physical systems, including power laws, fractals and pink noise, and Turing machines Get starter code and solutions to help you re-implement and extend original experiments in complexity Explore the philosophy of science, including the nature of scientific laws, theory choice, realism and instrumentalism, and other topics Examine case studies of complex systems submitted by students and readers

Since the first edition sold out in less than a year, we now present the revised second edition of Mainzer's popular book. The theory of nonlinear complex systems has become a successful problem-solving approach in the natural sciences from laser physics, quantum chaos, and meteorology to computer simulations of cell growth in biology. It is now recognized that many of our social, ecological, and political problems are also of a global, complex, and nonlinear nature. And one of the most exciting contemporary topics is the idea that even the human mind is governed largely by the nonlinear dynamics of complex systems. In this wide-ranging but concise treatment, Prof. Mainzer discusses, in a nontechnical language, the common framework behind these endeavors. Emphasis is given to the evolution of new structures in natural and cultural systems and we see clearly how the new integrative approach can give insights not available from traditional reductionistic methods.

This title focuses on complexity thinking in the context of physical education, enabling fresh ways of thinking about research, teaching, curriculum and learning. Written by a team of leading international physical education scholars, the book highlights how the considerable theoretical promise of complexity can be reflected in the actual policies, pedagogies and practices of physical education.

This book covers the design, evaluation, and learning for international interventions aiming to promote peace. More specifically, it reconceptualises this space by critically analysing mainstream approaches – presenting both conceptual and empirical content. This volume offers a variety of original and insightful contributions to the debates grappling with the adoption of complexity thinking. Insights from Complexity Thinking for Peacebuilding Practice and Evaluation addresses the core dilemma that practitioners have to confront: how to function in situations that are fast changing and complex, when equipped with tools designed for neither? How do we reconcile the tension between the use of linear causal logic and the dynamic political transitions that interventions are meant to assist? Readers will be given a rare opportunity to superimpose the latest conceptual innovations with the latest case study applications and from a diverse spectrum of organisational vantage points. This provides the myriad practitioners and consultants in this space with invaluable insights as to how to improve their trade craft, while ensuring policy makers and the accompanying research/academic industry have clearer guidance and innovative thinking. This edited volume provides critically innovative offerings for the audiences that make up this broad area’s practitioners, researchers/academics/educators, and consultants, as well as policy makers.

This book is about dealing with messes. Sometimes known as 'wicked problems', messes (or messy situations) are fairly easy to spot:it's hard to know where to startwe can't define them everything seems to connect to everything else and depends on something else having been done first we get in a muddle thinking about them we often try to ignore some aspect/s of themwhen we finally do something about them, they usually get worse they're so entangled that our first mistake is usually to try and fix them as we would fix a simple problem.

This volume highlights a range of perspectives on the ways in which complexity thinking might be applied in translation studies, focusing in particular on methods to achieve this. The book introduces the topic with a brief overview of the history and conceptualization of complexity thinking. The volume then frames complexity theory through a variety of lenses, including translation and society, interpreting studies, and Bible translation, to feature case studies in which complexity thinking has successfully been or might be applied within translation studies. Using complexity thinking in translation studies as a jumping off point from which to consider the broader implications of implementing quantitative approaches in qualitative research in the humanities, this volume is key reading for graduate students and scholars in translation studies, cultural studies, semiotics, and development studies.

The book describes what it means to say the world is complex and explores what that means for managers, policy makers and individuals. The first part of the book is about the theory and ideas of complexity. This is explained in a way that is thorough but not mathematical. It compares differing approaches, and also provides a historical perspective, showing how such thinking has been around since the beginning of civilisation. It emphasises the difference between a complexity worldview and the dominant mechanical worldview that underpins much of current management practice. It defines the complexity worldview as recognising the world is interconnected, shaped by history and the particularities of context. The comparison of the differing approaches to modelling complexity is unique in its depth and accessibility. The second part of the book uses this lens of complexity to explore issues in the fields of management, strategy, economics, and international development. It also explores how to facilitate others to recognise the implications of adopting a complex rather than a mechanical worldview and suggests methods of research to explore systemic, path-dependent emergent aspects of situations. The authors of this book span both science and management, academia and practice, thus the explanations of science are authoritative and yet the examples of changing how you live and work in the world are real and accessible. The aim of the book is to bring alive what complexity is all about and to illustrate the importance of loosening the grip of a modernist worldview with its hope for prediction, certainty and control.