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Machine Learning

Author : Sergios Theodoridis
ISBN : 9780128017227
Genre : Computers
File Size : 79. 92 MB
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This tutorial text gives a unifying perspective on machine learning by covering both probabilistic and deterministic approaches -which are based on optimization techniques – together with the Bayesian inference approach, whose essence lies in the use of a hierarchy of probabilistic models. The book presents the major machine learning methods as they have been developed in different disciplines, such as statistics, statistical and adaptive signal processing and computer science. Focusing on the physical reasoning behind the mathematics, all the various methods and techniques are explained in depth, supported by examples and problems, giving an invaluable resource to the student and researcher for understanding and applying machine learning concepts. The book builds carefully from the basic classical methods to the most recent trends, with chapters written to be as self-contained as possible, making the text suitable for different courses: pattern recognition, statistical/adaptive signal processing, statistical/Bayesian learning, as well as short courses on sparse modeling, deep learning, and probabilistic graphical models. All major classical techniques: Mean/Least-Squares regression and filtering, Kalman filtering, stochastic approximation and online learning, Bayesian classification, decision trees, logistic regression and boosting methods. The latest trends: Sparsity, convex analysis and optimization, online distributed algorithms, learning in RKH spaces, Bayesian inference, graphical and hidden Markov models, particle filtering, deep learning, dictionary learning and latent variables modeling. Case studies - protein folding prediction, optical character recognition, text authorship identification, fMRI data analysis, change point detection, hyperspectral image unmixing, target localization, channel equalization and echo cancellation, show how the theory can be applied. MATLAB code for all the main algorithms are available on an accompanying website, enabling the reader to experiment with the code.

Integration Von Kologischen Lebenswegbewertungen In Fahrzeugentwicklungsprozesse

Author : Florian Broch
ISBN : 9783658182182
Genre : Technology & Engineering
File Size : 64. 25 MB
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Florian Broch entwickelte ein Konzept, bei dem die lebenswegorientierte ökologische Produktbewertung in den Entwicklungsprozess eines Fahrzeugs integriert wird. Über alle Phasen der Entwicklung hinweg wird so eine effiziente und richtungssichere Bewertung und Verfolgung der Ökobilanz eines Fahrzeugs ermöglicht. Weiterhin bereitet der Autor die Ergebnisse der Ökobilanz zielgruppengerecht für eine Entscheidungsunterstützung in der Fahrzeugentwicklung auf. Zur Begegnung von Datenlücken in frühen Phasen der Entwicklung führt er unter anderem eine Prognose von Parameterwerten der Sachbilanz mit Methoden des Data Mining durch.

Application Development And Design Concepts Methodologies Tools And Applications

Author : Management Association, Information Resources
ISBN : 9781522534235
Genre : Computers
File Size : 23. 31 MB
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Advancements in technology have allowed for the creation of new tools and innovations that can improve different aspects of life. These applications can be utilized across different technological platforms. Application Development and Design: Concepts, Methodologies, Tools, and Applications is a comprehensive reference source for the latest scholarly material on trends, techniques, and uses of various technology applications and examines the benefits and challenges of these computational developments. Highlighting a range of pertinent topics such as software design, mobile applications, and web applications, this multi-volume book is ideally designed for researchers, academics, engineers, professionals, students, and practitioners interested in emerging technology applications.

Innovation Communication And Engineering

Author : Teen-Hang Meen
ISBN : 9781138001206
Genre : Computers
File Size : 87. 33 MB
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This volume represents the proceedings of the 2013 International Conference on Innovation, Communication and Engineering (ICICE 2013). This conference was organized by the China University of Petroleum (Huadong/East China) and the Taiwanese Institute of Knowledge Innovation, and was held in Qingdao, Shandong, P.R. China, October 26 - November 1, 2013. The conference received 653 submitted papers from 10 countries, of which 214 papers were selected by the committees to be presented at ICICE 2013. The conference provided a unified communication platform for researchers in a wide range of fields from information technology, communication science, and applied mathematics, to computer science, advanced material science, design and engineering. This volume enables interdisciplinary collaboration between science and engineering technologists in academia and industry as well as networking internationally. Consists of a book of abstracts (260 pp.) and a USB flash card with full papers (912 pp.).

Life Cycle Of Structural Systems

Author : Hitoshi Furuta
ISBN : 9781315761800
Genre : Technology & Engineering
File Size : 36. 42 MB
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Life-Cycle of Structural Systems: Design, Assessment, Maintenance and Management contains the papers presented at IALCCE2014, the fourth International Symposium on Life-Cycle Civil Engineering (IALCCE2014), held in Tokyo, Japan, November 16-19, 2014. It consists of a book of extended abstracts (466 pp) and a DVD (2332 pp) with 312 full papers inclu

Current Approaches In Applied Artificial Intelligence

Author : Moonis Ali
ISBN : 9783319190662
Genre : Computers
File Size : 38. 46 MB
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This book constitutes the refereed conference proceedings of the 28th International Conference on Industrial, Engineering and Other Applications of Applied Intelligent Systems, IEA/AIE 2015, held in Seoul, South Korea, in June 2015. The 73 revised full papers presented were carefully reviewed and selected from 105 submissions. The papers cover a wide range of topics in applied artificial intelligence including reasoning, robotics, cognitive modeling, machine learning, pattern recognition, optimization, text mining, social network analysis, and evolutionary algorithms. They are organized in the following topical sections: theoretical AI, knowledge-based systems, optimization, Web and social networks, machine learning, classification, unsupervised learning, vision, image and text processing, and intelligent systems applications.

Stanford Bulletin

Author :
ISBN : STANFORD:36105016734779
Genre :
File Size : 29. 34 MB
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The University Of Virginia Record

Author : University of Virginia
ISBN : UVA:X030050584
Genre : Biography & Autobiography
File Size : 68. 34 MB
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Courses Of Study

Author : Cornell University
ISBN : CORNELL:31924101530719
Genre : Education
File Size : 42. 92 MB
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Learning Theory

Author : Nader Bshouty
ISBN : 9783540729273
Genre : Computers
File Size : 55. 80 MB
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This book constitutes the refereed proceedings of the 20th Annual Conference on Learning Theory, COLT 2007, held in San Diego, CA, USA in June 2007. It covers unsupervised, semisupervised and active learning, statistical learning theory, inductive inference, regularized learning, kernel methods, SVM, online and reinforcement learning, learning algorithms and limitations on learning, dimensionality reduction, as well as open problems.

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