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Titlebook: Hands-on Time Series Analysis with Python; From Basics to Bleed B V Vishwas,ASHISH PATEL Book 2020 B V Vishwas and Ashish Patel 2020 Time S

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发表于 2025-3-26 22:03:36 | 显示全部楼层
B V Vishwas,Ashish Pateliterature on this subject includes numerous monographs and papers such as [2, 6, 9, 13, 15, 20, 30, 32], to name a few, these systems are far from being fully understood. In the present chapter, analysis tools for VSS’ are developed within the framework of methods of non-smooth Lyapunov functions wi
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B V Vishwas,Ashish Patelat may come in contact with a rigid or reactive foundation underneath it. We use a model, first developed and studied by D.Y. Gao, that allows for the buckling of the beam when the horizontal traction is sufficiently large. In contrast with the behavior of the standard Euler–Bernoulli linear beam, i
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B V Vishwas,Ashish Patelroach leads to a variational inequality as a necessary and sufficient optimality condition. We give complete convergence analysis for the proposed equation error method. Since the considered problem is highly ill-posed, we develop a stable computational framework by employing a variety of proximal p
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B V Vishwas,Ashish Patel The contact is represented by multivalued and nonmonotone boundary conditions that are expressed by means of Clarke subdifferentials of certain locally Lipschitz and semiconvex potentials. For both problems we study the existence and uniqueness of solutions as well as their asymptotic behavior in t
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point theorem and the proximal normal method, some existence and uniqueness results concerning the nonconvex variational inequality are proved under suitable conditions. Some iterative algorithms for approximating the solutions of the nonconvex variational inequality are constructed and the converge
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Smoothing Methods,atterns. Robert Goodell Brown was the father of exponential smoothing, and in 1956 he published “Exponential Smoothing for Predicting Demand” (.). In 1957, professor Charles C. Holt was working at CMU on forecasting and published a paper called “Forecasting Seasonals and Trends by Exponentially Weig
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Regression Extension Techniques for Time-Series Data,in machine learning where you try to estimate target variables using one or multiple regressors. In this chapter, you will learn what . means in time-series data as well as how to make data stationery, how to interpret p-values, and how to test whether a series is stationary. Finally, we’ll explore
发表于 2025-3-28 11:51:10 | 显示全部楼层
Bleeding-Edge Techniques,time-series models using deep learning (covered in Chapters 6 and 7). In this chapter, we’ll start with an introduction to neural networks by reviewing perceptrons, activation functions, backpropagation, types of gradient descent, recurrent neural networks, long short-term memory, gated recurrent un
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