„… suitable for nonlineartasks.2. locally linear embedding (LLE) [44] is a kind of manifold learning. Its main …” „… form 4 (Unsupervised learning result): is the result of the unsupervised learningmethod.◦ Transition 4 …” „… embedding (t-SNE) [48] is another manifold learningmethod, which improves the LLE that considers both …”

„… appeared updating PCA to a nonlinearmethod. Since 2000, many manifold learning algorithms were proposed …” „… actionsiteratively according to the environment to maximize target rewards.Supervised LearningSL has many algorithms …” „… AdaBoost, it can havegood results in many issues.Unsupervised LearningIn general, UL has three …”

„… , 2022 635[2] C. A. Muñoz López, S. Bhonsale, K. Peeters, and J. F. M. van Impe, “Manifold Learn-ing and …” „… Processes by Using Active Learning Dr. C. Song, Dr. Marco Gärtler, Dr. Benjamin Klöpper, ABB Corporate …” „… Verzerrungen einzuführen. Auf der anderen Seite ist Active Learning [4] ein Rahmenwerk, das die Integration von …”

„… Applied Mechanics, Vol. 89 (2022).[8] Lopez, E.; Gonzalez, D.; Aguado, J. et al.: A manifold learning …” „… Learning-Modelle. In dieser Arbeit betrug die Dauer des Trainingsprozesses des Mo-dells etwa 20,0 Minuten für …” „… .: A k-means clustering machine learning-based multiscale method for anelastic heterogene-ous …”

„… diffusion maps, a method for nonlinear dimensionality reduction from machine learning. This method can find …” „… . Schepsmeier und C.-A. Thole. Analysis of car crash simulation data with nonlinear machine learning methods …” „… , 21(1):5–30, 2006. [3] J. Garcke und R. Iza-Teran. Machine learning approaches for repositories of numerical …”

„… Unified Framework for Classification, Regression, Density Estimation, Manifold Learning and …” „… methodology was developed with the goal to condensate the knowledge hidden in the data with machine learning …” „… Semi-Supervised Learning, Foundations and Trends in Computer Graphics and Vision 7, 2011, S. 81-227 VDI-Berichte …”

„… , we present a method for unsupervised domain adaptationbased on semi-supervised learning techniques …” „… follows. We will first give a brief introduc-tion to semi-supervised learning focusing on consistency …” „… consistency4.1 semi-supervised learning for domain adaptationSemi-supervised learning (SSL) utilizes labeled …”