標(biāo)題: Titlebook: Mechanistic Data Science for STEM Education and Applications; Wing Kam Liu,Zhengtao Gan,Mark Fleming Textbook 2021 The Editor(s) (if appli [打印本頁] 作者: BOUT 時間: 2025-3-21 17:40
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書目名稱Mechanistic Data Science for STEM Education and Applications讀者反饋
書目名稱Mechanistic Data Science for STEM Education and Applications讀者反饋學(xué)科排名
作者: Munificent 時間: 2025-3-21 22:04 作者: 首創(chuàng)精神 時間: 2025-3-22 02:05
http://image.papertrans.cn/m/image/628788.jpg作者: Orthodontics 時間: 2025-3-22 05:27
https://doi.org/10.1007/978-3-030-87832-0Data science; machine learning; deep learning; mechanistic modeling; mathematical science and engineerin作者: 鬼魂 時間: 2025-3-22 12:49
Introduction to Mechanistic Data Science,Data science and machine learning are pushing the limits of the hardware and computer algorithms more and more. Additionally, mathematical science and engineering is constantly taxed with challenging the current status quo. In this perspective, it is paramount to explore the possibility to perform t作者: 腐蝕 時間: 2025-3-22 13:54
Multimodal Data Generation and Collection, This process is a key part of the scientific process and generally involves observation and careful recording. Costly data collection from physical observation can be enhanced by taking advantage of the modern computer hardware and software to simulate the physical experiments and generate further 作者: 延期 時間: 2025-3-22 17:19
Optimization and Regression, and engineering, linear regression is fundamental to understanding more advanced regression methods. In particular, gradient descent will be discussed as a technique with a wide range of applications. Key to understanding linear regression are concepts of optimization. In this chapter, the fundamen作者: 全等 時間: 2025-3-23 01:09
Extraction of Mechanistic Features,red, disorganized and jumbled formats. It is necessary process and re-organize data to make it possible to achieve useful outcomes using data science. In addition, it can be important to understand the scientific principles associated with data to enhance the feature extraction process. This chapter作者: 使苦惱 時間: 2025-3-23 03:27 作者: 一再遛 時間: 2025-3-23 07:50
Deep Learning for Regression and Classification,eural networks (ANN)) (Schmidhuber, Neural Networks, 61, 85–117, 2015). An ANN is a computer system inspired by the biological neural networks in the human brain (Chen et al., Sensors, 19, 2047, 2019). The term “deep” refers to the use of multiple layers of neurons (three or more) in the ANN. Deep l作者: 多節(jié) 時間: 2025-3-23 11:18 作者: Tdd526 時間: 2025-3-23 15:10 作者: alleviate 時間: 2025-3-23 18:22
arbage collection feasible in many situations, including real time applications or within traditional programming languages. However optimal performance cannot always be achieved by a uniform general purpose solution. Sometimes an algorithm exhibits a predictable pattern of memory usage that could b作者: obtuse 時間: 2025-3-24 01:33 作者: cancellous-bone 時間: 2025-3-24 03:35
problems by combining data science and mechanistic knowledg.This book introduces Mechanistic Data Science (MDS) as a structured methodology for combining data science tools with mathematical scientific principles (i.e.,?“mechanistic” principles) to solve intractable problems.? Traditional data scie作者: Dysplasia 時間: 2025-3-24 08:27
Multimodal Data Generation and Collection,making aspects. This chapter shows data collection and generation from different sources and how they can be managed efficiently. Feature-based diamond pricing and material property testing by indentation are used to demonstrate key ideas.作者: orient 時間: 2025-3-24 11:01
Optimization and Regression, some nonlinear relationships will also be discussed, including piecewise linear regression, and moving least squares. The ease and strength of linear regression will be demonstrated through example problems in baseball and material hardness.作者: Excise 時間: 2025-3-24 18:21
Textbook 2021les (i.e.,?“mechanistic” principles) to solve intractable problems.? Traditional data science methodologies require copious quantities of data to show a reliable pattern, but the amount of required data can be greatly reduced by considering the mathematical science principles. MDS is presented here 作者: reptile 時間: 2025-3-24 19:01 作者: 處理 時間: 2025-3-25 01:51
engineering and data science undergraduate and graduate students, practicing scientists and engineers, as well as?STEM.?.(Science, Technology, Engineering, Mathematics). .high school students and teachers..978-3-030-87834-4978-3-030-87832-0作者: 誘惑 時間: 2025-3-25 04:51 作者: 不斷的變動 時間: 2025-3-25 08:38
Knowledge-Driven Dimension Reduction and Reduced Order Surrogate Models,) will be introduced as a reduced order modeling technique that reduce the number of features by eliminating redundant and dependent features, leading to a new set of principal features. The resulting model is called a reduced order model. Proper Generalized Decomposition (PGD) is a higher order ext作者: 出汗 時間: 2025-3-25 15:42 作者: 滑稽 時間: 2025-3-25 17:06 作者: IOTA 時間: 2025-3-25 21:58 作者: glisten 時間: 2025-3-26 02:11
Mechanistic Data Science for STEM Education and Applications978-3-030-87832-0作者: CANDY 時間: 2025-3-26 05:55
Wing Kam Liu,Zhengtao Gan,Mark Flemingltiple heaps. Each heap is defined as a C++ class which encapsulates a particular storage discipline. The default heap for collectable objects uses the technique of mostly copying garbage collection, providing good performance and memory compaction. Customisation of the collector is achieved exploit作者: 領(lǐng)袖氣質(zhì) 時間: 2025-3-26 09:46
ltiple heaps. Each heap is defined as a C++ class which encapsulates a particular storage discipline. The default heap for collectable objects uses the technique of mostly copying garbage collection, providing good performance and memory compaction. Customisation of the collector is achieved exploit作者: 飲料 時間: 2025-3-26 12:36
Seismic Analysis of a PSC I Girder Bridge Using Nonlinear Static Method,city and high flexural resistance. Bridge modeling is done in MIDAS Civil software. MIDAS Civil is a recently developed finite element-based software, exclusively for bridge modeling and well known for its user-friendly interface. A case study was carried on a 36.7?m of three spanned prestressed I g作者: tangle 時間: 2025-3-26 20:47
Hydrogen Formation by the Biophotolysis of Water Via Glycolate and Formate,eting. Knowing his interests in the theme of this symposium I am sure he would have opened the session with a few remarks about some of the interesting research he is doing in the field of microbial metabolism. With your permission I will utilize some of his time to report some results we have obtai作者: HATCH 時間: 2025-3-26 23:59
1610-7438 ts.Written by leading experts in the fieldPeople have dreamed of machines, which would free them from unpleasant, dull, dirty and dangerous tasks and work for them as servants, for centuries if not millennia. Service robots seem to finally let these dreams come true. But where are all these robots t作者: agenda 時間: 2025-3-27 02:27 作者: ASSET 時間: 2025-3-27 09:19
Grundlegende Antennenelemente, Stromdichteverteilung erlaubt, über die Berechnung des Vektorpotentials, die Berechnung der elektrischen und magnetischen Felder in einem entfernten Aufpunkt. Ebenso werden Antennenkenngr??en, wie Antennengewinn und Richtcharakteristika der unterschiedlichen Antennentypen diskutiert.作者: 惹人反感 時間: 2025-3-27 11:26
https://doi.org/10.1007/BFb0070592ng safety requirements etc. These problems have triggered the analytical research on the assessment of the adequacy of risk management in rail transport as a result of a technical, operational and organizational change. The results of the analysis have been presented in this paper.作者: 做作 時間: 2025-3-27 15:49
Spencer Marlowl,Jochen Mebuss include a phase in which the users (or honest parties) are playing many games with their device in order to decide whether it can be used for the considered task. Hence, considering boxes that can be used to play just a single game is not enough. Instead, we need to work with ..作者: urethritis 時間: 2025-3-27 19:24
Exemplarische Textinterpretation: Diskursorganisation und dokumentarische Methoden Redebeitr?gen Erz?hlungen und Beschreibungen ?nebeneinander gestellt‘ werden, in denen ein identisches Orientierungsmuster in Variationen immer wieder zum Ausdruck gebracht wird (?parallelisierende“ Diskursorganisation). In den ., also in jenen Passagen, in denen sich die Interaktionsbeteiligten a作者: Vital-Signs 時間: 2025-3-28 01:59 作者: tympanometry 時間: 2025-3-28 06:04 作者: 無可爭辯 時間: 2025-3-28 08:28
The Ioffe Drift978-3-030-82871-4Series ISSN 2197-9545 Series E-ISSN 2197-9553 作者: 缺陷 時間: 2025-3-28 10:56
