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Formal Methods Teaching: 6th Formal Methods Teaching Workshop, FMTea 2024, Milan, Italy, September 10, 2024, Proceedings (Lecture Notes in Computer Science #14939)
by Emil Sekerinski Leila RibeiroThis book constitutes the proceedings of the 6th International Workshop on Formal Methods Teaching, FMTea 2024, which was held in Milan, Italy, on September 10, 2024. The 7 full papers included in these proceedings were carefully reviewed and selected from 9 submissions. The book also contains one invited talk in full paper length. The papers focus on learning formal methods for the purpose of teaching and self-learning.
Formal Modeling and Analysis of Timed Systems: 17th International Conference, FORMATS 2019, Amsterdam, The Netherlands, August 27–29, 2019, Proceedings (Lecture Notes in Computer Science #11750)
by Étienne André Mariëlle StoelingaThis book constitutes the refereed proceedings of the 17th International Conference on Formal Modeling and Analysis of Timed Systems, FORMATS 2019, held in Amsterdam, The Netherlands, in August 2019.The 15 full papers and 2 short papers presented in this volume were carefully reviewed and selected from 42 submissions. The papers are organized in the following topical sections: special session on data-driven and stochastic approaches to real-time, including monitoring and Big Data; timed systems; linear and non-linear systems; timed automata; special session on timed systems and probabilities.
Formal Modeling and Analysis of Timed Systems: 16th International Conference, FORMATS 2018, Beijing, China, September 4–6, 2018, Proceedings (Lecture Notes in Computer Science #11022)
by David N. Jansen Pavithra PrabhakarThis book constitutes the refereed proceedings of the 16th International Conference on Formal Modeling and Analysis of Timed Systems, FORMATS 2018, held in Beijing, China, in September 2018. The 14 papers presented in this volume were carefully reviewed and selected from 29 submissions. The papers are organized in the following topical sections: invited papers, temporal logics, distributed timed systems, behavioral equivalences, timed words, and continuous dynamical systems. The aim of FORMATS is to promote the study of fundamental and practical aspects of timed systems, and to bring together researchers from different disciplines that share interests in modeling and analysis of timed systems and, as a generalization, hybrid systems.
Formal Modeling in Social Science
by Carol Mershon Olga ShvetsovaA formal model in the social sciences builds explanations when it structures the reasoning underlying a theoretical argument, opens venues for controlled experimentation, and can lead to hypotheses. Yet more importantly, models evaluate theory, build theory, and enhance conjectures. Formal Modeling in Social Science addresses the varied helpful roles of formal models and goes further to take up more fundamental considerations of epistemology and methodology. The authors integrate the exposition of the epistemology and the methodology of modeling and argue that these two reinforce each other. They illustrate the process of designing an original model suited to the puzzle at hand, using multiple methods in diverse substantive areas of inquiry. The authors also emphasize the crucial, though underappreciated, role of a narrative in the progression from theory to model. Transparency of assumptions and steps in a model means that any analyst will reach equivalent predictions whenever she replicates the argument. Hence, models enable theoretical replication, essential in the accumulation of knowledge. Formal Modeling in Social Science speaks to scholars in different career stages and disciplines and with varying expertise in modeling.
Formal Models of Domestic Politics
by Scott GehlbachFormal Models of Domestic Politics offers the first unified and accessible treatment of canonical and important new formal models of domestic politics. Intended for students in political science and economics who have already taken a course in game theory, the text covers eight classes of models: electoral competition under certainty and uncertainty, special interest politics, veto players, delegation, coalitions, political agency, and regime change. Political economists, comparativists, and Americanists alike will find models here central to their research interests. The text assumes no mathematical knowledge beyond basic calculus, with an emphasis placed on clarity of presentation. Political scientists will appreciate the simplification of economic environments to focus on the political logic of models; economists will discover many important models of politics published outside of their discipline; and both instructors and students will value the numerous classroom-tested exercises.
Formal Techniques for Distributed Objects, Components, and Systems: 41st IFIP WG 6.1 International Conference, FORTE 2021, Held as Part of the 16th International Federated Conference on Distributed Computing Techniques, DisCoTec 2021, Valletta, Malta, June 14–18, 2021, Proceedings (Lecture Notes in Computer Science #12719)
by Kirstin Peters Tim A. C. WillemseThis book constitutes the refereed proceedings of the 41st IFIP WG 6.1 International Conference on Formal Techniques for Distributed Objects, Components, and Systems, FORTE 2021, held in Valletta, Malta, in June 2021, as part of the 16th International Federated Conference on Distributed Computing Techniques, DisCoTec 2021. The 9 regular papers and 4 short papers presented were carefully reviewed and selected from 26 submissions. They cover topics such as: software quality, reliability, availability, and safety; security, privacy, and trust in distributed and/or communicating systems; service-oriented, ubiquitous, and cloud computing systems; component-and model-based design; object technology, modularity, and software adaptation; self-stabilisation and self-healing/organising; and verification, validation, formal analysis, and testing of the above. Due to the Corona pandemic this event was held virtually.
Formal Techniques for Safety-Critical Systems: 6th International Workshop, FTSCS 2018, Gold Coast, Australia, November 16, 2018, Revised Selected Papers (Communications in Computer and Information Science #1008)
by Cyrille Artho Peter Csaba ÖlveczkyThis book constitutes the refereed proceedings of the 6th International Workshop on Formal Techniques for Safety-Critical Systems, FTSCS 2018, held in Gold Coast, Australia in November 2018.The 10 revised full papers presented together with an abstract of an invited talk were carefully reviewed and selected from 22 submissions. The papers are organized in topical sections on analysis and verification of Safety-Critical Systems; analysis of timed systems; semantics and analysis methods, and model transformation.
Formality Theory
by Chiara EspositoThis book is a survey of the theory of formal deformation quantization of Poisson manifolds, in the formalism developed by Kontsevich. It is intended as an educational introduction for mathematical physicists who are dealing with the subject for the first time. The main topics covered are the theory of Poisson manifolds, star products and their classification, deformations of associative algebras and the formality theorem. Readers will also be familiarized with the relevant physical motivations underlying the purely mathematical construction.
Formalization of Complex Analysis and Matrix Theory
by Zhiping Shi Yong Guan Ximeng LiThis book discusses the formalization of mathematical theories centering on complex analysis and matrix theory, covering topics such as algebraic systems, complex numbers, gauge integration, the Fourier transformation and its discrete counterpart, matrices and their transformation, inner product spaces, and function matrices. The formalization is performed using the interactive theorem prover HOL4, chiefly developed at the University of Cambridge. Many of the developments presented are now integral parts of the library of this prover.As mathematical developments continue to gain in complexity, sometimes demanding proofs of enormous sizes, formalization has proven to be invaluable in terms of obtaining real confidence in their correctness. This book provides a basis for the computer-aided verification of engineering systems constructed using the principles of complex analysis and matrix theory, as well as building blocks for the formalization of more involved mathematical theories.
Formas y Figuras (Math Counts, New and Updated)
by Henry PluckroseUna serie de libros para introducir a los lectores jovenes a conceptos matematicos fundamentales, ¡ahora en espanol!Triangulos, cuadrados, rectangulos, circulos y hexagonos son tipos de formas y figuras. Y son faciles de reconocer en nuestra vida diaria. Con ejemplos del mundo real, fotografias convincentes y textos inspiradores, ¡esta es la introduccion perfecta al concepto matematico de "formas y figuras" para los lectores mas jovenes!Sobre la serie: Publicada originalmente en los anos 90 y actualizada recientemente, esta revolucionaria serie superventas inicia a los ninos en el camino de aprender a comunicarse y razonar matematicamente.La base de las matematicas son las ideas, y estos libros se han desarrollado para que los ninos vean, hablen, toquen y experimenten con estas ideas. Las fotografias atractivas y el texto sencillo y directo, hacen de esta serie una herramienta perfecta para leer individualmente o en voz alta. Diez conceptos matematicos fundamentales, uno para cada libro de la serie, estan desarrollados de forma excelente, y ofrecen un apoyo curricular ideal. Esta serie es la mejor manera de iniciar el camino hacia el dominio de las matematicas.
Formation of the Earth, Grade 9: STEM Road Map for High School (STEM Road Map Curriculum Series)
by Carla C. Johnson Janet B. Walton Erin E. Peters-BurtonWhat if you could challenge your ninth graders to use geologic theory and standards of measurement to explore different epochs and time periods of the Earth’s formation? With this volume in the STEM Road Map Curriculum Series, you can! Formation of the Earth outlines a journey that will steer your students toward authentic problem solving while grounding them in integrated STEM disciplines. Like the other volumes in the series, this book is designed to meet the growing need to infuse real-world learning into K–12 classrooms. This interdisciplinary, three-lesson module uses project- and problem-based learning to help students investigate how Earth science professionals gather information and develop theories about the formation of the Earth and the processes taking place since the proliferation of humans. Working in teams, students will work to identify, define and describe the attributes scientists use to delineate Earth’s eras, periods, and epochs, in order to determine the appropriate boundary event to define the Anthropocene Epoch, and will develop a publication-ready textbook entry for an Earth science textbook. To support this goal, students will do the following: • Identify, define, and describe attributes of eras, periods, and epochs which have marked geologic time in Earth’s history. • Evaluate various possible index layers and boundary events that mark the beginning of the Anthropocene Epoch to determine which is most appropriate when labeling the current epoch in Earth’s history. • Design and present a multimedia presentation to share with textbook publishers regarding information on the Anthropocene Epoch, to include in a secondary-level Earth science textbook. • Create a publication-ready textbook entry describing the Anthropocene Epoch. The STEM Road Map Curriculum Series is anchored in the Next Generation Science Standards, the Common Core State Standards, and the Framework for 21st Century Learning. In-depth and flexible, Formation of the Earth can be used as a whole unit or in part to meet the needs of districts, schools, and teachers who are charting a course toward an integrated STEM approach.
The Formative 5: Everyday Assessment Techniques for Every Math Classroom (Corwin Mathematics Series)
by Francis Fennell Beth McCord Kobett Jon A. WrayMove the needle on math instruction with these 5 assessment techniques! Mathematics education experts Fennell, Kobett, and Wray offer five of the most impactful and proven formative assessment techniques you can implement—Observations, Interviews, “Show Me,” Hinge Questions, and Exit Tasks— every day. You’ll find that this palette of classroom-based techniques will truly assess learning and inform teaching. This book gives you a concise, research-based, classroom-dedicated plan with lots of tools to guide your daily use of The Formative 5. K-8 teachers will learn to Directly connect assessment to planning and teaching Engineer effective classroom questioning, discussions, and learning tasks Provide success criteria and feedback that moves students forward Includes a book study guide, samples, and a companion website with downloadables and multi-media examples.
The Formative 5: Everyday Assessment Techniques for Every Math Classroom (Corwin Mathematics Series)
by Francis Fennell Beth McCord Kobett Jon A. WrayMove the needle on math instruction with these 5 assessment techniques! Mathematics education experts Fennell, Kobett, and Wray offer five of the most impactful and proven formative assessment techniques you can implement—Observations, Interviews, “Show Me,” Hinge Questions, and Exit Tasks— every day. You’ll find that this palette of classroom-based techniques will truly assess learning and inform teaching. This book gives you a concise, research-based, classroom-dedicated plan with lots of tools to guide your daily use of The Formative 5. K-8 teachers will learn to Directly connect assessment to planning and teaching Engineer effective classroom questioning, discussions, and learning tasks Provide success criteria and feedback that moves students forward Includes a book study guide, samples, and a companion website with downloadables and multi-media examples.
The Formative 5 in Action, Grades K-12: Updated and Expanded From The Formative 5: Everyday Assessment Techniques for Every Math Classroom (Corwin Mathematics Series)
by Francis M. Fennell Beth McCord Kobett Jonathan A. WrayLeverage formative assessment in mathematics every single day For fans of the bestselling book The Formative 5: Everyday Assessment Techniques for Every Math Classroom comes this updated and expanded edition for understanding and implementing highly effective, research-backed formative assessment techniques into seamless, daily practice with students in grades K-12. The Formative 5 in Action serves as an interactive guide that steers teachers toward successful implementation of the formative five techniques of observation, interviews, Show Me, hinge questions, and exit tasks. This updated guidebook offers: More than 120 minutes of video examples of the five techniques in action in real K-12 classrooms, showing teachers not just what to do but how to do it An engaging format with built-in reflection exercises and activities that foster individual professional learning and promote PLC study through discussion and collaboration An explicit emphasis on providing effective and timely feedback to students while harnessing student strengths throughout teaching and learning Comprehensive responses to teachers’ frequently asked questions that have surfaced since the publication of the first book The research is clear – the authors’ five formative assessment techniques lead to greater attention to planning, stronger instruction for teachers, and better achievement for students. The Formative 5 in Action is a truly engaging resource that helps mathematics teachers and instructional leaders engage in classroom-based formative assessment with precision, intentionality, and ease.
The Formative 5 in Action, Grades K-12: Updated and Expanded From The Formative 5: Everyday Assessment Techniques for Every Math Classroom (Corwin Mathematics Series)
by Francis M. Fennell Beth McCord Kobett Jonathan A. WrayLeverage formative assessment in mathematics every single day For fans of the bestselling book The Formative 5: Everyday Assessment Techniques for Every Math Classroom comes this updated and expanded edition for understanding and implementing highly effective, research-backed formative assessment techniques into seamless, daily practice with students in grades K-12. The Formative 5 in Action serves as an interactive guide that steers teachers toward successful implementation of the formative five techniques of observation, interviews, Show Me, hinge questions, and exit tasks. This updated guidebook offers: More than 120 minutes of video examples of the five techniques in action in real K-12 classrooms, showing teachers not just what to do but how to do it An engaging format with built-in reflection exercises and activities that foster individual professional learning and promote PLC study through discussion and collaboration An explicit emphasis on providing effective and timely feedback to students while harnessing student strengths throughout teaching and learning Comprehensive responses to teachers’ frequently asked questions that have surfaced since the publication of the first book The research is clear – the authors’ five formative assessment techniques lead to greater attention to planning, stronger instruction for teachers, and better achievement for students. The Formative 5 in Action is a truly engaging resource that helps mathematics teachers and instructional leaders engage in classroom-based formative assessment with precision, intentionality, and ease.
Formeln und Begriffe der Analysis: Für Studierende der Ingenieurwissenschaften (essentials)
by Bernd LudererDie wichtigsten mathematischen Formeln und Begriffe aus dem Gebiet Analysis für Studierende der Ingenieurwissenschaften und verwandter Richtungen werden präsentiert. Dieses essential ist nützlich als Ergänzung zum Studium, beim Selbststudium, als Nachschlagewerk zum täglichen Gebrauch und in der Klausur. Enthalten ist in übersichtlicher Weise alles Wichtige zu komplexen Zahlen, Definition und Eigenschaften zahlreicher Funktionen, Differenzial- und Integralrechnung, einschließlich Doppel- und Dreifachintegrale, sowie gewöhnlichen Differenzialgleichungen.
The Formula
by Luke DormehlA fascinating guided tour of the complex, fast-moving, and influential world of algorithms what they are, why they re such powerful predictors of human behavior, and where they re headed next. Algorithms exert an extraordinary level of influence on our everyday lives - from dating websites and financial trading floors, through to online retailing and internet searches - Google's search algorithm is now a more closely guarded commercial secret than the recipe for Coca-Cola. Algorithms follow a series of instructions to solve a problem and will include a strategy to produce the best outcome possible from the options and permutations available. Used by scientists for many years and applied in a very specialized way they are now increasingly employed to process the vast amounts of data being generated, in investment banks, in the movie industry where they are used to predict success or failure at the box office and by social scientists and policy makers. What if everything in life could be reduced to a simple formula? What if numbers were able to tell us which partners we were best matched with not just in terms of attractiveness, but for a long-term committed marriage? Or if they could say which films would be the biggest hits at the box office, and what changes could be made to those films to make them even more successful? Or even who is likely to commit certain crimes, and when? This may sound like the world of science fiction, but in fact it is just the tip of the iceberg in a world that is increasingly ruled by complex algorithms and neural networks. In The Formula, Luke Dormehl takes readers inside the world of numbers, asking how we came to believe in the all-conquering power of algorithms; introducing the mathematicians, artificial intelligence experts and Silicon Valley entrepreneurs who are shaping this brave new world, and ultimately asking how we survive in an era where numbers can sometimes seem to create as many problems as they solve.
Formulas Useful for Linear Regression Analysis and Related Matrix Theory: It's Only Formulas But We Like Them
by Simo Puntanen George P. Styan Jarkko IsotaloThis is an unusual book because it contains a great deal of formulas. Hence it is a blend of monograph, textbook, and handbook.It is intended for students and researchers who need quick access to useful formulas appearing in the linear regression model and related matrix theory. This is not a regular textbook - this is supporting material for courses given in linear statistical models. Such courses are extremely common at universities with quantitative statistical analysis programs.
Formulation of Uncertainty Relation Between Error and Disturbance in Quantum Measurement by Using Quantum Estimation Theory
by Yu WatanabeIn this thesis, quantum estimation theory is applied to investigate uncertainty relations between error and disturbance in quantum measurement. The author argues that the best solution for clarifying the attainable bound of the error and disturbance is to invoke the estimation process from the measurement outcomes such as signals from a photodetector in a quantum optical system. The error and disturbance in terms of the Fisher information content have been successfully formulated and provide the upper bound of the accuracy of the estimation. Moreover, the attainable bound of the error and disturbance in quantum measurement has been derived. The obtained bound is determined for the first time by the quantum fluctuations and correlation functions of the observables, which characterize the non-classical fluctuation of the observables. The result provides the upper bound of our knowledge obtained by quantum measurements. The method developed in this thesis will be applied to a broad class of problems related to quantum measurement to build a next-generation clock standard and to successfully detect gravitational waves.
Formulations: Architecture, Mathematics, Culture (Writing Architecture)
by Andrew WittAn investigation of mathematics as it was drawn, encoded, imagined, and interpreted by architects on the eve of digitization in the mid-twentieth century.In Formulations, Andrew Witt examines the visual, methodological, and cultural intersections between architecture and mathematics. The linkages Witt explores involve not the mystic transcendence of numbers invoked throughout architectural history, but rather architecture&’s encounters with a range of calculational systems—techniques that architects inventively retooled for design. Witt offers a catalog of mid-twentieth-century practices of mathematical drawing and calculation in design that preceded and anticipated digitization as well as an account of the formal compendia that became a cultural currency shared between modern mathematicians and modern architects. Witt presents a series of extensively illustrated &“biographies of method&”—episodes that chart the myriad ways in which mathematics, particularly the mathematical notion of modeling and drawing, was spliced into the creative practice of design. These include early drawing machines that mechanized curvature; the incorporation of geometric maquettes—&“theorems made flesh&”—into the toolbox of design; the virtualization of buildings and landscapes through surveyed triangulation and photogrammetry; formal and functional topology; stereoscopic drawing; the economic implications of cubic matrices; and a strange synthesis of the technological, mineral, and biological: crystallographic design. Trained in both architecture and mathematics, Witt uses mathematics as a lens through which to understand the relationship between architecture and a much broader set of sciences and visual techniques. Through an intercultural exchange with other disciplines, he argues, architecture adapted not only the shapes and surfaces of mathematics but also its values and epistemic ideals.
Forschend durch Haus und Garten: Mathematische und naturwissenschaftliche Experimente für die ganze Familie
by Matthias Müller Christina WaltherDieses Buch lädt mit 20 „alltäglichen“ Experimenten die ganze Familie zum Forschen und Entdecken im häuslichen Umfeld ein: Die teils offenen Fragen fordern zu genauem Beobachten und systematischer Auseinandersetzung mit den mathematischen und naturwissenschaftlichen Zusammenhängen auf; die Erkenntnisse und die dazugehörigen wissenschaftlichen Konzepte werden im Anschluss beschrieben und eingeordnet, regen aber zugleich dazu an, eigenständig weitere Fragestellungen zu entwickeln. Den erzählerischen Rahmen bilden liebevoll geschilderte Geschichten, die Menschen jeden Alters zu einem aufmerksamen und forschenden Blick im eigenen Alltag ermutigen. Denn ob in Küche, Bad oder Garten: Wer mit offenen Augen durch die Welt geht, wird überall spannende Forschungsobjekte finden und entsprechende Fragen stellen – egal, ob es um perfekte Stöpsel, leuchtende Pflanzen oder nimmervolle Fässer geht. Die beschriebenen Experimente können zuhause mit alltäglichen bzw. leicht zu beschaffenden Gegenständen und Materialien durchgeführt werden; sie wurden im Rahmen des Schülerforschungszentrums in Jena praktisch erprobt und evaluiert. Die vorgeschlagene Entdeckungsreise kann allein oder auch gemeinsam mit der Familie (Geschwister, Eltern, Großeltern etc.) unternommen werden.
Forschungsinstitute für Zahlentheorie in Indien: Im 20. Jahrhundert
by Purabi MukherjiDieses Buch versucht, die schrittweise Entwicklung der wichtigsten Forschungsinstitute zur Zahlentheorie in Südindien, Punjab, Mumbai, Bengalen und Bihar zu beschreiben, einschließlich der Gründung des Tata Institute of Fundamental Research (TIFR) in Mumbai, einem bahnbrechenden Ereignis in der Geschichte der Zahlentheorie-Forschung in Indien. Die Forschung zur Zahlentheorie in Indien begann in der modernen Zeit mit dem Auftreten des ikonischen Genies Srinivasa Ramanujan, das Mathematiker auf der ganzen Welt inspirierte. Das Buch diskutiert die nationale und internationale Wirkung der Forschung indischer Zahlentheoretiker und enthält eine sorgfältig zusammengestellte, umfassende Bibliographie bedeutender indischer Zahlentheoretiker des 20. Jahrhunderts. Es ist wichtig für die historische Dokumentation und eine wertvolle Ressource für Forscher auf diesem Gebiet. Das Buch diskutiert auch kurz die Bedeutung der Zahlentheorie in der modernen Mathematik, einschließlich Anwendungen der Ergebnisse indigener Zahlentheoretiker in praktischen Bereichen. Da das Buch aus der Perspektive der Wissenschaftsgeschichte geschrieben ist, wurden technische Fachbegriffe und mathematische Ausdrücke so weit wie möglich vermieden.Die Übersetzung wurde mit Hilfe von künstlicher Intelligenz durchgeführt. Eine anschließende menschliche Überarbeitung erfolgte vor allem in Bezug auf den Inhalt.
Forschungsmethoden in Psychologie und Sozialwissenschaften für Bachelor
by Margrit Schreier Gerald Echterhoff Jana F. Bauer Nicole Weydmann Walter HussyDieses Lehrbuch bietet einen leichten Einstieg und verständlichen Gesamtüberblick über die quantitativen und qualitativen Methoden der Psychologie und angrenzender Sozialwissenschaften: alle wichtigen Verfahren, ihre Logik und Einsatzgebiete, Stärken und Schwachpunkte und auch neuere Entwicklungen. Methoden sind das Fundament der Psychologie und aller Sozialwissenschaften und deshalb allgegenwärtig im Studium. Doch das Thema weckt bei manchen auch Sorgen, insbesondere wenn unter Zeit- und Erfolgsdruck gelernt werden muss. Aber: Keine Angst vor den Forschungsmethoden! Die 3. Auflage wurde vollständig überarbeitet und enthält Fallbeispiele, Definitionen, Tipps für die Praxis, Lernziele, Kontrollfragen und vertiefende Literatur. Lern-Tools für Studierende sowie Abbildungen und Foliensätze zum Download für Dozierende finden sich darüber hinaus auf www.lehrbuch-psychologie.springer.com.
Fortran 2018 with Parallel Programming
by Subrata RayThe programming language Fortran dates back to 1957 when a team of IBM engineers released the first Fortran Compiler. During the past 60 years, the language had been revised and updated several times to incorporate more features to enable writing clean and structured computer programs. The present version is Fortran 2018. Since the dawn of the computer era, there had been a constant demand for a “larger” and “faster” machine. To increase the speed there are three hurdles. The density of the active components on a VLSI chip cannot be increased indefinitely and with the increase of the density heat dissipation becomes a major problem. Finally, the speed of any signal cannot exceed the velocity of the light. However, by using several inexpensive processors in parallel coupled with specialized software and hardware, programmers can achieve computing speed similar to a supercomputer. This book can be used to learn the modern Fortran from the beginning and the technique of developing parallel programs using Fortran. It is for anyone who wants to learn Fortran. Knowledge beyond high school mathematics is not required. There is not another book on the market yet which deals with Fortran 2018 as well as parallel programming. FEATURES Descriptions of majority of Fortran 2018 instructions Numerical Model String with Variable Length IEEE Arithmetic and Exceptions Dynamic Memory Management Pointers Bit handling C-Fortran Interoperability Object Oriented Programming Parallel Programming using Coarray Parallel Programming using OpenMP Parallel Programming using Message Passing Interface (MPI) THE AUTHOR Dr Subrata Ray, is a retired Professor, Indian Association for the Cultivation of Science, Kolkata.
Fortschritte in der nicht-invasiven biomedizinischen Signalverarbeitung mit ML
by Abdulhamit Subasi Saeed Mian Qaisar Humaira NisarDieses Buch präsentiert Fortschritte in der biomedizinischen Technologie. IoT und Machine Learning haben neue Ansätze im mobilen Gesundheitswesen ermöglicht, mit Fokus auf kontinuierlicher Überwachung kritischer Gesundheitssituationen. Intelligente Hybridisierung von IoT, drahtlosen Implantaten und Cloud-Computing wird derzeit von verschiedenen Einrichtungen entwickelt und getestet. Biomedizinische Signale und Bildmodalitäten werden nicht-invasiv erfasst und erfordern eine mehrkanalige Erfassung für wirksame Überwachung. Automatisierte Gesundheitssysteme basieren auf Signal- und Bildaufnahme, Vorverarbeitung, Merkmalsextraktion und Klassifikation. Das Buch beschreibt zeitgenössische Ansätze in der biomedizinischen Signalerfassung und -verarbeitung mit maschinellem und tiefem Lernen. Jedes Kapitel ist eigenständig und bietet eine umfassende Übersicht über Theorien, Algorithmen und Herausforderungen im Bereich moderner Gesundheitssysteme.