Development of New Models Using Machine Learning Methods Combined with Different Time Lags for Network Traffic Forecasting

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Publisher : Dissertation.com
ISBN 13 : 1612334601
Total Pages : 112 pages
Book Rating : 4.08/5 ( download)

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Book Synopsis Development of New Models Using Machine Learning Methods Combined with Different Time Lags for Network Traffic Forecasting by : Derman Akgol

Download or read book Development of New Models Using Machine Learning Methods Combined with Different Time Lags for Network Traffic Forecasting written by Derman Akgol and published by Dissertation.com. This book was released on 2017-06-25 with total page 112 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this thesis is to forecast the amount of network traffic in Transmission Control Protocol/Internet Protocol (TCP/IP) -based networks by using different time lags and various machine learning methods including Support Vector Machines (SVM), Multilayer Perceptron (MLP), Radial Basis Function (RBF) Neural Network, M5P (a decision tree with linear regression functions at the nodes), Random Forest (RF), Random Tree (RT), and Reduced Error Prunning Error (REPTree), and statistical regression methods including Multiple Linear Regression (MLR) and Holt-Winters and compare the performance of statistical and machine learning methods. Two different Internet Service Providers' (ISPs) traffic data have been utilized to build traffic forecasting models. The first 66% of the data sets has been utilized as training sets and the rest has been used as test sets. The performance of the forecasting models for the data sets has been assessed using Mean Absulote Percentage Error (MAPE). The results show that SVM and M5P based models usually perform better than the ones obtained by the other methods.

Practical Methods by trial and error for finding the Latitude and Time at Sea, etc

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Publisher :
ISBN 13 :
Total Pages : 22 pages
Book Rating : 4.94/5 ( download)

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Book Synopsis Practical Methods by trial and error for finding the Latitude and Time at Sea, etc by : Thomas LYNN

Download or read book Practical Methods by trial and error for finding the Latitude and Time at Sea, etc written by Thomas LYNN and published by . This book was released on 1833 with total page 22 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Seismic Analysis and Design using the Endurance Time Method

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Publisher : CRC Press
ISBN 13 : 1000457648
Total Pages : 240 pages
Book Rating : 4.43/5 ( download)

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Book Synopsis Seismic Analysis and Design using the Endurance Time Method by : Homayoon E. Estekanchi

Download or read book Seismic Analysis and Design using the Endurance Time Method written by Homayoon E. Estekanchi and published by CRC Press. This book was released on 2021-10-08 with total page 240 pages. Available in PDF, EPUB and Kindle. Book excerpt: The endurance time method (ETM) is a seismic analysis procedure in which intensifying dynamic excitations are used as the loading function, and it provides many unique benefits in the design of structures. It can largely reduce the computational effort needed for the response history analysis of structures. This aids in the practical application of response history-based analysis in problems involving very large models and/or requiring numerous analyses to achieve optimal design goals. A single response history analysis through ETM provides an estimate of the system response at the entire range of seismic intensities of interest, thus making it ideal for applications such as seismic risk assessment, life-cycle cost analysis, and value-based seismic design. Conceptual simplicity also makes ETM a useful tool for preliminary response history analysis of structural systems. Features: Presents full coverage of the subject from basic concepts to advanced applied topics. Provides a coherent text on endurance time excitation functions that are essential in endurance time analysis. Seismic Analysis and Design using the Endurance Time Method serves as a comprehensive resource for students, researchers, and practicing structural engineers who want to familiarize themselves with the concepts and applications of the endurance time method (ETM) as a useful tool for dynamic structural analysis.

Advances in Time-Dependent Methods for Nuclear Structure and Dynamics

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Publisher : Frontiers Media SA
ISBN 13 : 2889665674
Total Pages : 171 pages
Book Rating : 4.79/5 ( download)

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Book Synopsis Advances in Time-Dependent Methods for Nuclear Structure and Dynamics by : Paul Denis Stevenson

Download or read book Advances in Time-Dependent Methods for Nuclear Structure and Dynamics written by Paul Denis Stevenson and published by Frontiers Media SA. This book was released on 2021-03-08 with total page 171 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Benchmarking, Temporal Distribution, and Reconciliation Methods for Time Series

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Publisher : Springer Science & Business Media
ISBN 13 : 0387354395
Total Pages : 418 pages
Book Rating : 4.92/5 ( download)

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Book Synopsis Benchmarking, Temporal Distribution, and Reconciliation Methods for Time Series by : Estela Bee Dagum

Download or read book Benchmarking, Temporal Distribution, and Reconciliation Methods for Time Series written by Estela Bee Dagum and published by Springer Science & Business Media. This book was released on 2006-09-23 with total page 418 pages. Available in PDF, EPUB and Kindle. Book excerpt: Time series play a crucial role in modern economies at all levels of activity and are used by decision makers to plan for a better future. Before publication time series are subject to statistical adjustments and this is the first statistical book to systematically deal with the methods most often applied for such adjustments. Regression-based models are emphasized because of their clarity, ease of application, and superior results. Each topic is illustrated with real case examples. In order to facilitate understanding of their properties and limitations of the methods discussed a real data example is followed throughout the book.

Numerical Methods for Time-Resolved Quantum Nanoelectronics

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Publisher : Springer
ISBN 13 : 331963691X
Total Pages : 138 pages
Book Rating : 4.17/5 ( download)

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Book Synopsis Numerical Methods for Time-Resolved Quantum Nanoelectronics by : Joseph Weston

Download or read book Numerical Methods for Time-Resolved Quantum Nanoelectronics written by Joseph Weston and published by Springer. This book was released on 2017-08-21 with total page 138 pages. Available in PDF, EPUB and Kindle. Book excerpt: This thesis develops novel numerical techniques for simulating quantum transport in the time domain and applies them to pertinent physical systems such as flying qubits in electronic interferometers and superconductor/semiconductor junctions hosting Majorana bound states (the key ingredient for topological quantum computing). In addition to exploring the rich new physics brought about by time dependence, the thesis also develops software that can be used to simulate nanoelectronic systems with arbitrary geometry and time dependence, offering a veritable toolbox for exploring this rapidly growing domain.

Advances in Time-Domain Computational Electromagnetic Methods

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Publisher : John Wiley & Sons
ISBN 13 : 1119808391
Total Pages : 724 pages
Book Rating : 4.98/5 ( download)

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Book Synopsis Advances in Time-Domain Computational Electromagnetic Methods by : Qiang Ren

Download or read book Advances in Time-Domain Computational Electromagnetic Methods written by Qiang Ren and published by John Wiley & Sons. This book was released on 2022-11-15 with total page 724 pages. Available in PDF, EPUB and Kindle. Book excerpt: Advances in Time-Domain Computational Electromagnetic Methods Discover state-of-the-art time domain electromagnetic modeling and simulation algorithms Advances in Time-Domain Computational Electromagnetic Methods delivers a thorough exploration of recent developments in time domain computational methods for solving complex electromagnetic problems. The book discusses the main time domain computational electromagnetics techniques, including finite-difference time domain (FDTD), finite-element time domain (FETD), discontinuous Galerkin time domain (DGTD), time domain integral equation (TDIE), and other methods in electromagnetic, multiphysics modeling and simulation, and antenna designs. The book bridges the gap between academic research and real engineering applications by comprehensively surveying the full picture of current state-of-the-art time domain electromagnetic simulation techniques. Among other topics, it offers readers discussions of automatic load balancing schemes for DG-FETD/SETD methods and convolution quadrature time domain integral equation methods for electromagnetic scattering. Advances in Time-Domain Computational Electromagnetic Methods also includes: Introductions to cylindrical, spherical, and symplectic FDTD, as well as FDTD for metasurfaces with GSTC and FDTD for nonlinear metasurfaces Explorations of FETD for dispersive and nonlinear media and SETD-DDM for periodic/ quasi-periodic arrays Discussions of TDIE, including explicit marching-on-in-time solvers for second-kind time domain integral equations, TD-SIE DDM, and convolution quadrature time domain integral equation methods for electromagnetic scattering Treatments of deep learning, including time domain electromagnetic forward and inverse modeling using a differentiable programming platform Ideal for undergraduate and graduate students studying the design and development of various kinds of communication systems, as well as professionals working in these fields, Advances in Time-Domain Computational Electromagnetic Methods is also an invaluable resource for those taking advanced graduate courses in computational electromagnetic methods and simulation techniques.

Seismic Analysis and Design Using the Endurance Time Method, Volume II

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Publisher : Momentum Press
ISBN 13 : 1947083279
Total Pages : 154 pages
Book Rating : 4.71/5 ( download)

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Book Synopsis Seismic Analysis and Design Using the Endurance Time Method, Volume II by : Homayoon Estekanchi

Download or read book Seismic Analysis and Design Using the Endurance Time Method, Volume II written by Homayoon Estekanchi and published by Momentum Press. This book was released on 2018-01-03 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: A new approach to seismic assessment of structures called endurance time method (ETM) is developed. ETM is a dynamic analysis procedure in which intensifying dynamic excitations are used as the loading function. ETM provides many unique benefits in seismic assessment and design of structures and is a response history-based procedure. ETM considerably reduces the computational effort needed in typical response history analyses. Conceptual simplicity makes ETM a great tool for preliminary response history analysis of almost any dynamic structural system. Most important areas of application of ETM are in the fields of seismic design optimization, value-based seismic design, and experimental studies. This book is aimed to serve as a coherent source of information for students, engineers, and researchers who want to familiarize themselves with the concepts and put the concepts into practice.

Detailed Vibration Analysis of Pinion Gear with Time-Frequency Methods

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Publisher :
ISBN 13 :
Total Pages : 50 pages
Book Rating : 4.61/5 ( download)

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Book Synopsis Detailed Vibration Analysis of Pinion Gear with Time-Frequency Methods by : Marianne Mosher

Download or read book Detailed Vibration Analysis of Pinion Gear with Time-Frequency Methods written by Marianne Mosher and published by . This book was released on 2003 with total page 50 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Handbook of Statistics

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Publisher : Elsevier
ISBN 13 : 0444538631
Total Pages : 776 pages
Book Rating : 4.35/5 ( download)

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Book Synopsis Handbook of Statistics by :

Download or read book Handbook of Statistics written by and published by Elsevier. This book was released on 2012-05-18 with total page 776 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of statistics not only affects all areas of scientific activity, but also many other matters such as public policy. It is branching rapidly into so many different subjects that a series of handbooks is the only way of comprehensively presenting the various aspects of statistical methodology, applications, and recent developments. The Handbook of Statistics is a series of self-contained reference books. Each volume is devoted to a particular topic in statistics, with Volume 30 dealing with time series. The series is addressed to the entire community of statisticians and scientists in various disciplines who use statistical methodology in their work. At the same time, special emphasis is placed on applications-oriented techniques, with the applied statistician in mind as the primary audience. Comprehensively presents the various aspects of statistical methodology Discusses a wide variety of diverse applications and recent developments Contributors are internationally renowened experts in their respective areas