Genetic Algorithms in Search, Optimization, and Machine Learning PDF Download

Author: David Edward Goldberg
Publisher: Addison-Wesley Professional
ISBN:
Category : Computers
Languages : en
Pages : 436

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Book Description
A gentle introduction to genetic algorithms. Genetic algorithms revisited: mathematical foundations. Computer implementation of a genetic algorithm. Some applications of genetic algorithms. Advanced operators and techniques in genetic search. Introduction to genetics-based machine learning. Applications of genetics-based machine learning. A look back, a glance ahead. A review of combinatorics and elementary probability. Pascal with random number generation for fortran, basic, and cobol programmers. A simple genetic algorithm (SGA) in pascal. A simple classifier system(SCS) in pascal. Partition coefficient transforms for problem-coding analysis.

Author: Simon Haykin
Publisher:
ISBN: 9788178083001
Category : Neural networks (Computer science)
Languages : en
Pages : 842

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Author: Adeel Javed
Publisher: Apress
ISBN: 1484219406
Category : Computers
Languages : en
Pages : 299

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Book Description
Gain a strong foundation of Arduino-based device development, from which you can go in any direction according to your specific development needs and desires. You'll build Arduino-powered devices for everyday use, and then connect those devices to the Internet. You'll be introduced to the building blocks of IoT, and then deploy those principles to by building a variety of useful projects. Projects in the books gradually introduce the reader to key topics such as internet connectivity with Arduino, common IoT protocols, custom web visualization, and Android apps that receive sensor data on-demand and in realtime. IoT device enthusiasts of all ages will want this book by their side when developing Android-based devices. If you're one of the many who have decided to build your own Arduino-powered devices for IoT applications, then Building Arduino Projects for the Internet of Things is exactly what you need. This book is your single resource--a guidebook for the eager-to-learn Arduino enthusiast--that teaches logically, methodically, and practically how the Arduino works and what you can build with it. Written by a software developer and solution architect who got tired of hunting and gathering various lessons for Arduino development as he taught himself all about the topic. For Arduino enthusiasts, this book not only opens up the world of IoT applications, you will also learn many techniques that likely would not be obvious if not for experience with such a diverse group of applications What You'll Learn Create an Arduino circuit that senses temperature Publish data collected from an Arduino to a server and to an MQTT broker Set up channels in Xively Using Node-RED to define complex flows Publish data visualization in a web app Report motion-sensor data through a mobile app Create a remote control for house lights Set up an app in IBM Bluematrix Who This Book Is For IoT device enthusiasts of all ages will want this book by their side when developing Android-based devices.

Author: Fred Schaaf
Publisher: Wiley
ISBN: 9780471530688
Category : Juvenile Nonfiction
Languages : en
Pages : 0

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Book Description
Packed with a vast array of telescopic projects involving different kind of stars, star clusters, nebulae and galaxies which lie beyond our solar system. Takes a look at stars of diverse chemical or atomic ``brew'', old and new, tiny or vast, dense or tenuous; the ways in which they behave and much more.

Author: Johan Huijsing
Publisher: Springer Science & Business Media
ISBN: 1461560616
Category : Technology & Engineering
Languages : en
Pages : 138

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Book Description
Smart Sensor Interfaces brings together in one place important contributions and up-to-date research results in this fast moving area. Smart Sensor Interfaces serves as an excellent reference, providing insight into some of the most challenging research issues in the field.

Author: Samui, Pijush
Publisher: IGI Global
ISBN: 152250589X
Category : Technology & Engineering
Languages : en
Pages : 544

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Book Description
The development of new and effective analytical and numerical models is essential to understanding the performance of a variety of structures. As computational methods continue to advance, so too do their applications in structural performance modeling and analysis. Modeling and Simulation Techniques in Structural Engineering presents emerging research on computational techniques and applications within the field of structural engineering. This timely publication features practical applications as well as new research insights and is ideally designed for use by engineers, IT professionals, researchers, and graduate-level students.

Author: Ruhul Sarker
Publisher: Springer Science & Business Media
ISBN: 0792376544
Category : Business & Economics
Languages : en
Pages : 416

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Book Description
The use of evolutionary computation techniques has grown considerably over the past several years. Over this time, the use and applications of these techniques have been further enhanced resulting in a set of computational intelligence (also known as modern heuristics) tools that are particularly adept for solving complex optimization problems. Moreover, they are characteristically more robust than traditional methods based on formal logics or mathematical programming for many real world OR/MS problems. Hence, evolutionary computation techniques have dealt with complex optimization problems better than traditional optimization techniques although they can be applied to easy and simple problems where conventional techniques work well. Clearly there is a need for a volume that both reviews state-of-the-art evolutionary computation techniques, and surveys the most recent developments in their use for solving complex OR/MS problems. This volume on Evolutionary Optimization seeks to fill this need. Evolutionary Optimization is a volume of invited papers written by leading researchers in the field. All papers were peer reviewed by at least two recognized reviewers. The book covers the foundation as well as the practical side of evolutionary optimization.

Author: Zhi-Hua Zhou
Publisher: Springer
ISBN: 9811359563
Category : Computers
Languages : en
Pages : 361

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Book Description
Many machine learning tasks involve solving complex optimization problems, such as working on non-differentiable, non-continuous, and non-unique objective functions; in some cases it can prove difficult to even define an explicit objective function. Evolutionary learning applies evolutionary algorithms to address optimization problems in machine learning, and has yielded encouraging outcomes in many applications. However, due to the heuristic nature of evolutionary optimization, most outcomes to date have been empirical and lack theoretical support. This shortcoming has kept evolutionary learning from being well received in the machine learning community, which favors solid theoretical approaches. Recently there have been considerable efforts to address this issue. This book presents a range of those efforts, divided into four parts. Part I briefly introduces readers to evolutionary learning and provides some preliminaries, while Part II presents general theoretical tools for the analysis of running time and approximation performance in evolutionary algorithms. Based on these general tools, Part III presents a number of theoretical findings on major factors in evolutionary optimization, such as recombination, representation, inaccurate fitness evaluation, and population. In closing, Part IV addresses the development of evolutionary learning algorithms with provable theoretical guarantees for several representative tasks, in which evolutionary learning offers excellent performance.

Author: Miguel P. Rocha
Publisher: Springer Science & Business Media
ISBN: 3642288391
Category : Technology & Engineering
Languages : en
Pages : 283

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Book Description
The growth in the Bioinformatics and Computational Biology fields over the last few years has been remarkable and the trend is to increase its pace. In fact, the need for computational techniques that can efficiently handle the huge amounts of data produced by the new experimental techniques in Biology is still increasing driven by new advances in Next Generation Sequencing, several types of the so called omics data and image acquisition, just to name a few. The analysis of the datasets that produces and its integration call for new algorithms and approaches from fields such as Databases, Statistics, Data Mining, Machine Learning, Optimization, Computer Science and Artificial Intelligence. Within this scenario of increasing data availability, Systems Biology has also been emerging as an alternative to the reductionist view that dominated biological research in the last decades. Indeed, Biology is more and more a science of information requiring tools from the computational sciences. In the last few years, we have seen the surge of a new generation of interdisciplinary scientists that have a strong background in the biological and computational sciences. In this context, the interaction of researchers from different scientific fields is, more than ever, of foremost importance boosting the research efforts in the field and contributing to the education of a new generation of Bioinformatics scientists. PACBB‘12 hopes to contribute to this effort promoting this fruitful interaction. PACBB'12 technical program included 32 papers from a submission pool of 61 papers spanning many different sub-fields in Bioinformatics and Computational Biology. Therefore, the conference will certainly have promoted the interaction of scientists from diverse research groups and with a distinct background (computer scientists, mathematicians, biologists). The scientific content will certainly be challenging and will promote the improvement of the work that is being developed by each of the participants.

Author: Yuk Hui
Publisher: Routledge
ISBN: 1000396363
Category : Philosophy
Languages : en
Pages : 226

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Book Description
This volume is initial reflections on the meaning and the implications of Yuk Hui’s notion of cosmotechnics, which opens up an anti-universalist and pluralist perspective on technology beyond the West. Martin Heidegger’s famous analysis of the essence of technology as enframing and as rooted in ancient Greek techne has had a crucial influence on the understanding and critique of technological society and culture in the twentieth century. However, it is still unclear to what extent his analysis can also be applied to the development of technology outside of ‘the West’, e.g. in China, Africa, and Latin America, particularly against the backdrop of receding Western domination and impending global ecological disaster. Acknowledging the planetary expansion of Western technology already observed by Heidegger, yet also recognizing the existence of non-Western origins of technical relationships to the cosmos, Yuk Hui’s notion of cosmotechnics calls for a rethinking – in dialogue with decolonial studies and the so-called ontological turn in contemporary anthropology – of the question concerning technology which challenges the universality still present in Heidegger (as well as in Simondon and Stiegler) and proposes a radical technological or rather cosmotechnical pluralism or technodiversity. The contributors to this volume critically engage with this proposal and examine the possible implications of Hui’s cosmotechnical turn in thinking about technology as it becomes a planetary force in our current age of the Anthropocene. The chapters in this book were originally published as a special issue of Angelaki.