標(biāo)題: Titlebook: Mathematical Foundations of Big Data Analytics; Vladimir Shikhman,David Müller Textbook 2021 Springer-Verlag GmbH Germany, part of Springe [打印本頁] 作者: 諷刺文章 時間: 2025-3-21 19:58
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作者: 一美元 時間: 2025-3-21 20:40
nique. Next, mathematical results follow – including important definitions, auxiliary statements and conclusions arising. Case-studies help to deepen the acquired knowledge by applying it in an interdisciplinar978-3-662-62520-0978-3-662-62521-7作者: metropolitan 時間: 2025-3-22 03:31
Ranking,e, to the definition of a ranking as the leading . of a corresponding stochastic matrix. In this chapter we explain the mathematics behind ranking. First, we focus on the existence of a ranking by using the duality of linear programming. This leads to . from linear algebra. Second, a dynamic procedu作者: 狂熱語言 時間: 2025-3-22 04:42 作者: engender 時間: 2025-3-22 08:43
Recommendation Systems, and the . algorithm is described. The model-based approach uses a linear-algebraic technique of .. Singular value decomposition allows to reveal hidden patterns of users’ choice behavior. After imposing a low-rank model on the latter, the prediction becomes optimization-driven. For solving the corr作者: ELATE 時間: 2025-3-22 16:06
Classification,of linear classifiers are discussed. First, we introduce the statistically motivated .. The latter maximizes the sample variance between the classes and minimizes the variance of data within the classes. The computation of Fisher’s discriminant leads to a nicely structured eigenvalue problem. Second作者: 廚房里面 時間: 2025-3-22 21:01
Clustering,enters are recalculated by minimizing the dissimilarity within the clusters. The .-means algorithm is specified for the Euclidean setup, where centers turn out to be clusters’ sample means. Additionally, we discuss the modifications of .-means with respect to other dissimilarity measures. They inclu作者: incarcerate 時間: 2025-3-22 21:27
Linear Regression,ied whether some exogenous variables may have no linear relationship with the endogenous variable at all, or identified which subsets of exogenous variables may contain redundant information about the endogenous variable. In this chapter, we discuss the meanwhile classical technique of . for linear 作者: bisphosphonate 時間: 2025-3-23 04:47 作者: nurture 時間: 2025-3-23 07:27 作者: FACT 時間: 2025-3-23 12:30
Decision Trees,d to nevertheless construct decision trees whose quality is sufficient at least from the practical point of view. Based on various ., such as train error, entropy, and Gini index, we present the . algorithm for this purpose. The iterative dichotomizer splits at each step the data set by maximizing t作者: 云狀 時間: 2025-3-23 16:50
Textbook 2021problem whose primary aim is to motivate the study of a particular Big Data Analytics technique. Next, mathematical results follow – including important definitions, auxiliary statements and conclusions arising. Case-studies help to deepen the acquired knowledge by applying it in an interdisciplinar作者: 消滅 時間: 2025-3-23 20:12
Vladimir Shikhman,David Müllers and neurofibrillary tangles (NFTs). For this reason, some key concepts about the inflammation that occurs in AD may warrant discus- sion in preparation for th978-3-0348-9529-3978-3-0348-8350-4Series ISSN 1422-7746 Series E-ISSN 2296-4525 作者: Memorial 時間: 2025-3-24 01:48 作者: 很是迷惑 時間: 2025-3-24 02:47 作者: FELON 時間: 2025-3-24 07:58 作者: 與野獸博斗者 時間: 2025-3-24 10:56
Vladimir Shikhman,David Müllerfunctions such as excitation and synaptic transmission. Therefore, it is natural to consider that neurons perform only passive roles in inflammation. Neurons may become bystander victims of the immune attack and, as a result, fuel the inflammatory processes by providing cell debris, which has to be 作者: conjunctiva 時間: 2025-3-24 18:39 作者: CURL 時間: 2025-3-24 21:44 作者: Servile 時間: 2025-3-25 01:30
Vladimir Shikhman,David MüllerNeuroNames an ontology of 2500 neuroanatomical concepts referenced by 15,000 terms in seven languages. NeuroNames is the mediator for BrainInfo, a portal to neuroanatomy on the Web. We hope that a description of our experience in establishing interoperability between BrainInfo and other neuroscience作者: Horizon 時間: 2025-3-25 05:28 作者: Autobiography 時間: 2025-3-25 07:40 作者: 失敗主義者 時間: 2025-3-25 13:19 作者: ASTER 時間: 2025-3-25 19:12 作者: 洞穴 時間: 2025-3-25 23:39 作者: BALE 時間: 2025-3-26 01:17 作者: Axon895 時間: 2025-3-26 05:29 作者: 柔美流暢 時間: 2025-3-26 08:59
Solutions,The transition matrix of the network N1 is 作者: 使長胖 時間: 2025-3-26 12:48 作者: drusen 時間: 2025-3-26 17:20 作者: Sedative 時間: 2025-3-27 00:15 作者: ostracize 時間: 2025-3-27 02:08
Online Learning,we consider pricing of goods, portfolio selection, or expert advice, a common feature emerges: huge amounts of dynamic data need to be understood and quickly processed. In order to cope with this issue, the paradigm of . has been introduced. According to the latter, data becomes available in a seque作者: 是他笨 時間: 2025-3-27 06:54
Recommendation Systems,cording to the prediction. Typical recommendation services include videos and movies as for Netflix, YouTube, and Spotify, consumption goods as for Amazon, pieces of social content as for Facebook and Twitter. Recommendation systems are supposed to contribute to the management of the information ove作者: 傳授知識 時間: 2025-3-27 12:14 作者: 暴露他抗議 時間: 2025-3-27 14:50 作者: Handedness 時間: 2025-3-27 20:13 作者: 首創(chuàng)精神 時間: 2025-3-27 22:57
Sparse Recovery,el complexity, the concept of sparsity is widely used over last decades. . refers in this context to the requirement that most of the model parameters are equal or close to zero. As a relevant application, we mention the . from econometrics, where zero entries correspond to irrelevant features. Anot作者: Isometric 時間: 2025-3-28 02:44
Neural Networks, means of weights. A positive weight reflects an excitatory connection, while negative values mean inhibitory connections. All inputs are modified by weights and summed up. This aggregation corresponds to taking linear combinations. Finally, an activation function controls the amplitude of the outpu作者: Yag-Capsulotomy 時間: 2025-3-28 06:34 作者: geometrician 時間: 2025-3-28 12:43 作者: AND 時間: 2025-3-28 16:48 作者: Forage飼料 時間: 2025-3-28 22:45
Vladimir Shikhman,David Müller the major villains in triggering MDD. Studies have shown that both stress and MDD, especially the more severe conditions of the disorder, are associated with inflammation and neuroinflammation and the relationship to an imbalance in tryptophan metabolism towards the kynurenine pathway (KP) through 作者: 颶風(fēng) 時間: 2025-3-28 23:44 作者: 省略 時間: 2025-3-29 03:31
