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The concept of large margins is a unifying principle for the analysis of many different approaches to the classification of data from examples, including boosting, mathematical programming, neural networks, and support vector machines. The fact that it is the margin, or confidence level, of a classification--that is, a scale parameter--rather than a raw training error that matters has become a key tool for dealing with classifiers. This book shows how this idea applies to both the theoretical analysis and the design of algorithms.The book provides an overview of recent developments in large margin classifiers, examines connections with other methods (e.g., Bayesian inference), and identifies strengths and weaknesses of the method, as well as directions for future research. Among the contributors are Manfred Opper, Vladimir Vapnik, and Grace Wahba.
Machine Learning --- Algorithms --- Kernel functions --- Machine learning --- #TELE:SISTA --- Learning, Machine --- Artificial intelligence --- Machine theory --- Functions, Kernel --- Functions of complex variables --- Geometric function theory --- Algorism --- Algebra --- Arithmetic --- Foundations --- Kernel functions. --- Algorithms. --- Machine learning. --- Engineering & Applied Sciences --- Computer Science --- E-books --- COMPUTER SCIENCE/General --- Algorismes --- Aprenentatge automàtic --- Kernel, Funcions de --- Funcions de Kernel --- Funcions Kernel --- Funcions de variables complexes --- Intel·ligència artificial --- Màquines, Teoria de --- Algoritmes --- Euclides, Algorisme d' --- Àlgebra --- Aritmètica --- Fonaments
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Il testo fornisce i fondamenti della meccanica dei continui tridimensionali, in particolare dell’elasticità lineare e del problema di de Saint-Venant. I temi affrontati includono l’analisi della deformazione, l’analisi della tensione, le equazioni dei lavori virtuali, le equazioni costitutive, il problema elastico, i criteri di resistenza e il problema di de Saint-Venant in tutti i suoi casi particolari. Sono anche esposti alcuni argomenti che difficilmente trovano spazio in un corso di Scienza delle Costruzioni. Il testo è strutturato in maniera tale che il lettore possa seguire un percorso in cui le sezioni dedicate ad argomenti complementari possano essere omesse senza pregiudicare la comprensione. Il materiale è presentato, per quanto possibile, in maniera rigorosa e deduttiva: alla brevità delle spiegazioni viene preferito lo studio dei particolari. L’esposizione è accompagnata da numerose figure ed esempi e da un cospicuo numero di esercizi svolti che aiutano nella comprensione della teoria.
Mechanics, Applied. --- Continuum mechanics. --- Buildings—Design and construction. --- Mathematical physics. --- Engineering Mechanics. --- Continuum Mechanics. --- Building Construction and Design. --- Mathematical Physics. --- Physical mathematics --- Physics --- Mechanics of continua --- Elasticity --- Mechanics, Analytic --- Field theory (Physics) --- Applied mechanics --- Engineering, Mechanical --- Engineering mathematics --- Mathematics --- Elasticitat --- Esforç i tensió --- Enginyeria d'estructures --- Estàtica --- Física matemàtica --- Impacte --- Mecànica --- Mecànica analítica --- Propietats de la matèria --- Aeroelasticitat --- Equacions de Von Kármán --- Fotoelasticitat --- Histèresi --- Mecànica dels medis continus --- Ones elàstiques --- Termoelasticitat --- Plasticitat --- Viscoelasticitat --- Reologia --- Resistència de materials --- Enginyeria estructural --- Enginyeria civil --- Materials de construcció --- Fonaments --- Mecànica dels sòls --- Teoria de les estructures --- Construccions metàl·liques --- Fatiga de materials --- Flexió (Mecànica) --- Torsió
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The recast of the Energy Performance of Buildings Directive (EPBD) was adopted by the European Parliament and the Council of the European Union on 19 May 2010. For new buildings, the recast fixes 2020 as the deadline for all new buildings to be “nearly zero energy” (and even sooner for public buildings – by the end of 2018). This book gives practitioner an important tool to tackle the challenges of building refurbishment towards nearly zero energy. This book is welcome at this time and sets the scene for professionals whether practitioners or researchers to learn more about how we can make whether old or new buildings more efficient and effective in terms of energy performance. .
Energy conservation. --- Industrial engineering. --- Renewable energy sources. --- Architecture and energy conservation. --- Sustainable architecture. --- Eco-architecture --- Environmentally conscious architecture --- Environmentally friendly architecture --- Green architecture --- Green building design --- Green design (Buildings) --- Sustainable design (Buildings) --- Energy conservation and architecture --- Energy efficient buildings --- Energy. --- Renewable energy resources. --- Energy efficiency. --- Buildings --- Building. --- Construction. --- Engineering, Architectural. --- Alternate energy sources. --- Green energy industries. --- Energy Efficiency (incl. Buildings). --- Building Construction. --- Renewable and Green Energy. --- Design and construction. --- Green energy industries --- Energy industries --- Alternate energy sources --- Alternative energy sources --- Energy sources, Renewable --- Sustainable energy sources --- Power resources --- Renewable natural resources --- Agriculture and energy --- Architectural engineering --- Construction --- Construction science --- Engineering, Architectural --- Structural design --- Structural engineering --- Architecture --- Construction industry --- Consumption of energy --- Energy efficiency --- Fuel consumption --- Fuel efficiency --- Energy conservation --- Design and construction --- Sustainable design --- Energy Efficiency. --- Building Construction and Design. --- Buildings—Design and construction. --- Construcció --- Energies renovables --- Arquitectura i estalvi d'energia --- Energies alternatives --- Fonts alternatives d'energia --- Fonts d'energia alternatives --- Fonts d'energia renovables --- Recursos energètics alternatius --- Recursos energètics renovables --- Fonts d'energia --- Recursos naturals renovables --- Energia de la biomassa --- Energia eòlica --- Energia geotèrmica --- Energia hidràulica --- Energia maremotriu --- Energia solar --- Ecotecnologia --- Indústria de la construcció --- Tecnologia --- Arcs (Arquitectura) --- Cobertes (Construcció) --- Construcció subterrània --- Enderrocaments --- Entramats --- Finestres --- Fonaments --- Fusteria --- Murs --- Solars (Construcció) --- Sostres interiors --- Arquitectura --- Edificis --- Arquitectura i estalvi energètic --- Edificis energèticament eficients --- Estalvi d'energia i arquitectura --- Estalvi d'energia --- Arquitectura i medi ambient --- Repair and reconstruction.
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Spotlighting the field of Multidisciplinary Design Optimization (MDO), this book illustrates and implements state-of-the-art methodologies within the complex process of aerospace system design under uncertainties. The book provides approaches to integrating a multitude of components and constraints with the ultimate goal of reducing design cycles. Insights on a vast assortment of problems are provided, including discipline modeling, sensitivity analysis, uncertainty propagation, reliability analysis, and global multidisciplinary optimization. The extensive range of topics covered include areas of current open research. This Work is destined to become a fundamental reference for aerospace systems engineers, researchers, as well as for practitioners and engineers working in areas of optimization and uncertainty. Part I is largely comprised of fundamentals. Part II presents methodologies for single discipline problems with a review of existing uncertainty propagation, reliability analysis, and optimization techniques. Part III is dedicated to the uncertainty-based MDO and related issues. Part IV deals with three MDO related issues: the multifidelity, the multi-objective optimization and the mixed continuous/discrete optimization and Part V is devoted to test cases for aerospace vehicle design.
Aerospace engineering. --- Aeronautical engineering --- Aeronautics --- Astronautics --- Engineering --- Mathematical optimization. --- Astronautics. --- System theory. --- Numerical analysis. --- Algorithms. --- Optimization. --- Aerospace Technology and Astronautics. --- Systems Theory, Control. --- Numerical Analysis. --- Algorism --- Algebra --- Arithmetic --- Mathematical analysis --- Systems, Theory of --- Systems science --- Science --- Space sciences --- Astrodynamics --- Space flight --- Space vehicles --- Optimization (Mathematics) --- Optimization techniques --- Optimization theory --- Systems optimization --- Maxima and minima --- Operations research --- Simulation methods --- System analysis --- Foundations --- Philosophy --- Optimització matemàtica --- Enginyeria aeroespacial --- Astronàutica --- Sistemes, Teoria de --- Anàlisi numèrica --- Algorismes --- Algoritmes --- Euclides, Algorisme d' --- Àlgebra --- Aritmètica --- Mètodes numèrics --- Anàlisi matemàtica --- Sistemes, Teoria dels --- Teoria de sistemes --- Teoria general de sistemes --- TGS --- Ciència --- Aeronàutica --- Astrodinàmica --- Ciències de l'espai --- Vehicles espacials --- Vol espacial --- Enginyeria aeronàutica --- Enginyeria --- Optimització, Teoria de l' --- Optimització (Matemàtica) --- Sistemes d'optimització --- Teoria de l'optimització --- Anàlisi de sistemes --- Simulació, Mètodes de --- Fonaments --- Filosofia --- Computers --- Cybernetics. --- Programming --- Cybernetics & systems theory. --- Computer systems --- Cybernetics --- Machine theory --- Calculators --- Cyberspace --- Automatic computers --- Automatic data processors --- Computer hardware --- Computing machines (Computers) --- Electronic brains --- Electronic calculating-machines --- Electronic computers --- Hardware, Computer --- Control theory --- Electronics --- System theory --- Mechanical brains
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