標(biāo)題: Titlebook: High-Dimensional Covariance Matrix Estimation; An Introduction to R Aygul Zagidullina Book 2021 The Author(s), under exclusive licence to S [打印本頁(yè)] 作者: 法官所用 時(shí)間: 2025-3-21 18:03
書(shū)目名稱(chēng)High-Dimensional Covariance Matrix Estimation影響因子(影響力)
作者: Somber 時(shí)間: 2025-3-21 23:18
2524-4116 ard statistical tools when applied in high dimensions.EncourThis book presents covariance matrix estimation and related aspects of random matrix theory. It focuses on the sample covariance matrix estimator and provides a holistic description of its properties under two asymptotic regimes: the tradit作者: 動(dòng)作謎 時(shí)間: 2025-3-22 03:32
Introduction,m matrix theory perspective. This alternative framework provides powerful tools that enable the analysis of random matrices (and sample covariance matrix, in particular) stemming from the data that researchers and practitioners currently encounter.作者: Lipohypertrophy 時(shí)間: 2025-3-22 06:20
Book 2021d reader-friendly way. The aim of this book is to inspire applied statisticians, econometricians, and machine learning practitioners who analyze high-dimensional data to apply the recent developments in their work.作者: 斗志 時(shí)間: 2025-3-22 09:14
Aygul Zagidullinaience problems. It covers not only common statistical approaches and time series models, including ARMA, SARIMA, VAR, GARCH and state space and Markov switching models for (non)stationary, multivariate and financial time series, but also modern machine learning procedures and challenges for time ser作者: 神圣將軍 時(shí)間: 2025-3-22 14:15
Aygul Zagidullinaience problems. It covers not only common statistical approaches and time series models, including ARMA, SARIMA, VAR, GARCH and state space and Markov switching models for (non)stationary, multivariate and financial time series, but also modern machine learning procedures and challenges for time ser作者: SHOCK 時(shí)間: 2025-3-22 20:28 作者: Acupressure 時(shí)間: 2025-3-22 22:00 作者: Blood-Clot 時(shí)間: 2025-3-23 03:48
Aygul Zagidullinay morphological and biochemical changes in most cell compartments (Kerr et al., 1972; Wyllie et al., 1980). The microscopically observed nuclear alterations such as marginatiom and condensation of chromatin and nuclear fragmentation are accompanied by sequential degradation of the DNA, first into fr作者: doxazosin 時(shí)間: 2025-3-23 07:35 作者: Cardiac-Output 時(shí)間: 2025-3-23 10:05
Introduction,cts of the random matrix theory. Although this matrix is commonly used in many fields of study and its properties have long been known in the context of classical statistics, recent advances in computer science and data access have revived interest in studying sample covariance matrix from the rando作者: alcohol-abuse 時(shí)間: 2025-3-23 17:34
Summary and Outlook,aditional regime is the basis of classical textbooks’ statistics, while the high-dimensional regime better applies to Big Data context and closely approximates finite sample properties of standard estimators. Therefore, the objectives and contributions of this book are twofold.作者: corpuscle 時(shí)間: 2025-3-23 22:00
Traditional Estimators and Standard Asymptotics,We discuss the concept of a random matrix and relate it to the sample covariance matrix estimator. This short review is intended to guide the reader through the classical results.作者: Condense 時(shí)間: 2025-3-23 23:18
Finite Sample Performance of Traditional Estimators,We demonstrate that well-known multivariate statistical techniques perform poorly and become misleading, when the data dimension . is comparable in magnitude to or larger than the sample size ..作者: 忘川河 時(shí)間: 2025-3-24 02:51
Traditional Estimators and High-Dimensional Asymptotics,We introduce and describe various classical and modern theoretical results developed within the random matrix theory domain which are related to the covariance matrix estimation, as well as to the factor structure inference in high-dimensional data.作者: Hyperalgesia 時(shí)間: 2025-3-24 08:12
Summary and Outlook,aditional regime is the basis of classical textbooks’ statistics, while the high-dimensional regime better applies to Big Data context and closely approximates finite sample properties of standard estimators. Therefore, the objectives and contributions of this book are twofold.作者: Allure 時(shí)間: 2025-3-24 12:05
Aygul ZagidullinaPresents random matrix theory and covariance matrix estimation under high-dimensional asymptotics.Demonstrates the deficiencies of the standard statistical tools when applied in high dimensions.Encour作者: 原告 時(shí)間: 2025-3-24 17:41 作者: irradicable 時(shí)間: 2025-3-24 20:23
978-3-030-80064-2The Author(s), under exclusive licence to Springer Nature Switzerland AG 2021作者: 不遵守 時(shí)間: 2025-3-25 01:38 作者: happiness 時(shí)間: 2025-3-25 06:33 作者: Enrage 時(shí)間: 2025-3-25 07:46
Aygul Zagidullinad data science with an undergraduate knowledge of probability and statistics, the book will equallyappeal to industry professionals in the fields of artificial intelligence and data science, and anyone interested in using Python to solve time series problems.作者: 可以任性 時(shí)間: 2025-3-25 14:35
Aygul Zagidullinad data science with an undergraduate knowledge of probability and statistics, the book will equallyappeal to industry professionals in the fields of artificial intelligence and data science, and anyone interested in using Python to solve time series problems.作者: 民間傳說(shuō) 時(shí)間: 2025-3-25 19:45 作者: Recessive 時(shí)間: 2025-3-25 21:36 作者: 一窩小鳥(niǎo) 時(shí)間: 2025-3-26 02:12
Aygul Zagidullinaably intact, though it blebs and the phospholipids redistribute. The specific translocation of phosphatidylserine to the outer leaflet of the plasma membrane has been shown to play a very important role in the recognition of apoptotic cells by phagocytes (Martin et al., 1995). In addition, other mem作者: Vasoconstrictor 時(shí)間: 2025-3-26 08:09
ably intact, though it blebs and the phospholipids redistribute. The specific translocation of phosphatidylserine to the outer leaflet of the plasma membrane has been shown to play a very important role in the recognition of apoptotic cells by phagocytes (Martin et al., 1995). In addition, other mem作者: defibrillator 時(shí)間: 2025-3-26 12:21 作者: sundowning 時(shí)間: 2025-3-26 14:59
,Die Auswertung von Ausdrücken,ect gas in . dimensions and discuss their relaxation toward the canonical equilibrium characterized by the energy distribution in . dimensions (.), comparing various theoretical approaches with results from numerical simulations.作者: recede 時(shí)間: 2025-3-26 17:19
Event Related Potentials in Language and Non-Language Tasks in Patients with Alexia without Agraphicomponents and damage to particular areas of the brain. Results from studies like these may provide information as to those aspects of cognitive functions that are reflected in particular ERP components and may also provide information as to the neural origins of different ERP components.作者: 多山 時(shí)間: 2025-3-26 23:36
An Introduction to Piecewise Smooth Dynamicsifferent Caribbean countries. It highlights the lack of a comprehensive transportation components in these disaster management plan. Furthermore, the paper features key elements that are needed for the future design of a transportation disaster management plan within the Caribbean.作者: obligation 時(shí)間: 2025-3-27 01:33 作者: 性學(xué)院 時(shí)間: 2025-3-27 07:24
Platelet Disordersthe peripheral blood smear, there are several laboratory tests available to aid in diagnosis such as routine blood counts, coagulation studies, platelet function analysis and aggregometry, and electron microscopy. For most patients, treatment is centered around counseling and supportive care during 作者: 是限制 時(shí)間: 2025-3-27 12:53 作者: RAFF 時(shí)間: 2025-3-27 17:11
Systems from Ag-Al-Ca to Au-Pd-Siie Lebensf?higkeit einer selbst?ndigen deutschen Handels-Hochschule, wie sie Gustav v. Mevissen, auf Grund einer kaufm?nnischen Lebenst?tigkeit von seltener Vielseitigkeit und ungew?hnlichen Erfolgen, für Deutschlands Handel und Industrie erstrebte, ist durch die Tat unbestreitbar erwiesen worden.作者: Hyperalgesia 時(shí)間: 2025-3-27 21:30
es and related articles have supported drug delivery system based on nanoparticles. Nanodrug delivery involves the mechanism by which the NPs are combined with one or more antimicrobial adjuncts, which can lead to increase or decrease in the bioavailability of the drug and related side effects. Admi作者: Antigen 時(shí)間: 2025-3-28 01:33
Hasti Seifi,Astrid M. L. Kappers,Thorsten A. KernThis book is open access, which means that you have free and unlimited access