標題: Titlebook: Lectures on the Nearest Neighbor Method; Gérard Biau,Luc Devroye Book 2015 Springer International Publishing Switzerland 2015 Density Esti [打印本頁] 作者: STRI 時間: 2025-3-21 18:08
書目名稱Lectures on the Nearest Neighbor Method影響因子(影響力)
書目名稱Lectures on the Nearest Neighbor Method影響因子(影響力)學科排名
書目名稱Lectures on the Nearest Neighbor Method網絡公開度
書目名稱Lectures on the Nearest Neighbor Method網絡公開度學科排名
書目名稱Lectures on the Nearest Neighbor Method被引頻次
書目名稱Lectures on the Nearest Neighbor Method被引頻次學科排名
書目名稱Lectures on the Nearest Neighbor Method年度引用
書目名稱Lectures on the Nearest Neighbor Method年度引用學科排名
書目名稱Lectures on the Nearest Neighbor Method讀者反饋
書目名稱Lectures on the Nearest Neighbor Method讀者反饋學科排名
作者: 追蹤 時間: 2025-3-21 21:14 作者: fastness 時間: 2025-3-22 03:07
The choice of a nearest neighbor estimateimate is rich as a class follows not only from the universality, but also from the fact that it achieves rates of convergence for various criteria that are close to the best possible over certain classes of distributions on (.,?. ), a property that is studied in minimax theory (Stone, 1980, 1982).作者: 護身符 時間: 2025-3-22 07:53 作者: eustachian-tube 時間: 2025-3-22 09:19
2365-5674 eometric ideas.Extensive appendix material provided.This text presents a wide-ranging and rigorous overview of nearest neighbor methods, one of the most important paradigms in machine learning. Now in one self-contained volume, this book systematically covers key statistical, probabilistic, combinat作者: 不舒服 時間: 2025-3-22 14:50
Book 2015one self-contained volume, this book systematically covers key statistical, probabilistic, combinatorial and geometric ideas for understanding, analyzing and developing nearest neighbor methods...Gérard Biau. is a professor at Université Pierre et Marie Curie (Paris). .Luc Devroye. is a professor at作者: CREEK 時間: 2025-3-22 19:26 作者: aneurysm 時間: 2025-3-22 21:16 作者: 血友病 時間: 2025-3-23 03:47
978-3-319-79782-3Springer International Publishing Switzerland 2015作者: 矛盾 時間: 2025-3-23 09:31 作者: 下邊深陷 時間: 2025-3-23 11:33
The ,-nearest neighbor density estimatef . is a small ball about ., the probability that . falls in . is about .(.) times the volume of .. It thus serves as a tool for computing probabilities of sets and, as a function that reveals the local concentration of probability mass, it may be used to visualize distributions of random variables.作者: PAGAN 時間: 2025-3-23 14:47 作者: Collar 時間: 2025-3-23 19:20
The nearest neighbor regression function estimate . depend on the values of the observation vector .. The objective is to find a Borel measurable function . such that?|?. ? .(.)?|?is small, where “small” could be defined in terms of the .. risk . (.?>?0), for example. Of particular interest is the .. risk of ., 作者: cuticle 時間: 2025-3-23 23:25
The 1-nearest neighbor regression function estimatewill also offer the opportunity to familiarize the reader with concepts that will be encountered in the next few chapters. Recall that this very simple estimation procedure is defined by setting . where . is a reordering of the data according to increasing values of ., and distance ties are broken by looking at indices.作者: 預定 時間: 2025-3-24 05:27
Regression: the noiseless case. errors with respect to the Lebesgue measure on compacts. Others use it for Monte Carlo purposes, wanting to estimate . over a compact set .. The model we study here takes a sample . of i.i.d.?random vectors with a density . on . that is not known.作者: 草率女 時間: 2025-3-24 10:07
Gérard Biau,Luc DevroyePresents a rigorous overview of nearest neighbor methods.Many different components covered: statistical, probabilistic, combinatorial, and geometric ideas.Extensive appendix material provided作者: Alveoli 時間: 2025-3-24 14:15 作者: 膽大 時間: 2025-3-24 15:39
Order statistics and nearest neighborsWe start with some basic properties of uniform order statistics. For a general introduction to probability, see Grimmett and Stirzaker (2001). Some of the properties of order statistics presented in this chapter are covered by Rényi (1970); Galambos (1978), and Devroye (1986).作者: Retrieval 時間: 2025-3-24 22:13 作者: 禮節(jié) 時間: 2025-3-25 02:07
Uniform consistencyThis chapter is devoted to the study of the uniform consistency properties of the .-nearest neighbor density estimate ... Before embarking on the supremum norm convergence, it is useful to understand the behavior of .. on bounded densities. We denote the essential supremum (with respect to the Lebesgue measure .) of the density . by作者: 地牢 時間: 2025-3-25 07:24
Weighted ,-nearest neighbor density estimatesThere are different ways to weigh or smooth the .-nearest neighbor density estimate. Some key ideas are surveyed in this chapter. For some of them, consistency theorems are stated.作者: fiction 時間: 2025-3-25 10:19
Pointwise consistencyTheorem?11.1 below is a slight extension of a theorem due to Devroye?(1981a). It offers sufficient conditions on the probability weight vector guaranteeing that the (raw) nearest neighbor estimate (8.2) satisfies, for all .?≥?1.作者: Kidnap 時間: 2025-3-25 14:36
Uniform consistencyThe supremum creates two problems—first of all, by moving . about ., the data ordering changes. We will count the number of possible data permutations in the second section. Second, we need a uniform condition on the “noise” . ? .(.) so that the averaging done by the weights .. is strong enough. This is addressed in the third section.作者: ABIDE 時間: 2025-3-25 19:21
Advanced properties of uniform order statisticsVarious properties of ., uniform [0,?1] order statistics, will be needed in the analysis that follows. These are collected in the present chapter. The first group of properties is directly related to .. (1?≤?.?≤?.), while the second group deals with random linear combinations of them.作者: Canopy 時間: 2025-3-25 23:42 作者: AGGER 時間: 2025-3-26 00:27
aching and learning the Chinese language...The wide-ranging contributions make the book an attractive resource for academics, think-tanks, diplomats, and researchers working on Asian/India–China studies across 978-981-99-4328-9978-981-99-4326-5作者: habile 時間: 2025-3-26 04:29
broad implications for developing countries in general and India in particular. This book will greatly benefit trade negotiators, policymakers, civil society, farmer groups, researchers, students, and academic978-981-33-6856-9978-981-33-6854-5Series ISSN 2198-0012 Series E-ISSN 2198-0020 作者: Circumscribe 時間: 2025-3-26 10:17 作者: surrogate 時間: 2025-3-26 14:23 作者: Irritate 時間: 2025-3-26 20:18 作者: 使尷尬 時間: 2025-3-27 00:52 作者: Gesture 時間: 2025-3-27 01:25 作者: 蟄伏 時間: 2025-3-27 05:41
Gérard Biau,Luc Devroyennually. While such flows have narrowed the demand-supply gap in various product categories and created livelihoods for several in the poor regions, we also observe that this expansion in informal trade is hurting the manufacturing community. Pakistani producers end up competing with items on which 作者: sperse 時間: 2025-3-27 10:00
Gérard Biau,Luc Devroyere is some indication that the favourable tariff treatment to China in general may have affected India’s low trade in pharmaceutical products with Pakistan. The study further argues that the opening up of the Pakistan pharmaceutical market to India would lead to an increase in consumer surplus, give作者: PANEL 時間: 2025-3-27 14:06
Gérard Biau,Luc Devroyefluence to many countries in this aspect. To know oneself and the others is the advantageous opportunity to cultivate the tree of understanding one another, and this is the great chance to emphasize the values of arts which are treasures as well as the destination of human being.作者: 膽小懦夫 時間: 2025-3-27 19:09
fluence to many countries in this aspect. To know oneself and the others is the advantageous opportunity to cultivate the tree of understanding one another, and this is the great chance to emphasize the values of arts which are treasures as well as the destination of human being.作者: 排出 時間: 2025-3-27 23:41 作者: 炸壞 時間: 2025-3-28 06:01
Gérard Biau,Luc Devroye, enforcement of standards and regulations, improving WASH, nutrition education, and effective use of digital technology. Food and nutrition security initiatives will require tuning it with changing demographics, livelihood patterns, environmental sustainability, health-specific needs, and overall d作者: Inflammation 時間: 2025-3-28 09:40 作者: Duodenitis 時間: 2025-3-28 11:07 作者: 教唆 時間: 2025-3-28 18:25 作者: 營養(yǎng) 時間: 2025-3-28 19:54 作者: 寒冷 時間: 2025-3-29 02:02 作者: 蕁麻 時間: 2025-3-29 03:50 作者: 簡略 時間: 2025-3-29 07:21 作者: 鉗子 時間: 2025-3-29 14:02
Gérard Biau,Luc Devroyeakistan, and the World Bank. The treaty ended a simmering Indo-Pak dispute pertaining to the right of use of the rivers of the Indus system. The treaty not only specified the rights and privileges of India and Pakistan in regard to the sharing of river waters but also created a mechanism for conflic作者: ostensible 時間: 2025-3-29 17:31
Gérard Biau,Luc Devroyeakistan, and the World Bank. The treaty ended a simmering Indo-Pak dispute pertaining to the right of use of the rivers of the Indus system. The treaty not only specified the rights and privileges of India and Pakistan in regard to the sharing of river waters but also created a mechanism for conflic作者: 青石板 時間: 2025-3-29 20:33 作者: 蘆筍 時間: 2025-3-30 00:39 作者: 善辯 時間: 2025-3-30 05:29 作者: 察覺 時間: 2025-3-30 10:18
nfluence of Indian music on Thai music but no depth study has been made of this aspect of musical relationship between India and Thailand, such influences as still conjectural. Sometimes, Thais mistake Indian origin music as their own heritage, since they cannot trace its own origin. This study will作者: 裁決 時間: 2025-3-30 14:10 作者: 即席演說 時間: 2025-3-30 17:56
Gérard Biau,Luc Devroyetion transition is observed. The contribution of cereals to calorie and protein intake is high, and an increased share of non-cereals items in calories and protein intake is reflected. The consumption of unhealthy foods has increased. Widespread adoption of healthy diets may lead to some adverse env作者: exhibit 時間: 2025-3-30 21:37
