Herbaceous 发表于 2025-3-21 19:30:30

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obeisance 发表于 2025-3-21 20:14:23

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Arthropathy 发表于 2025-3-22 02:15:02

https://doi.org/10.1007/978-0-387-88849-1, image data, and biomedical data. We define the terms data analytics, data mining, knowledge discovery, and the KDD and CRISP-DM processes. Typical data analysis projects can be divided into several phases: preparation, preprocessing, analysis, and postprocessing. The chapters of this book are stru

Binge-Drinking 发表于 2025-3-22 05:55:35

The Many Faces of the Single-Tuned Circuitnted for because certain mathematical operations are only appropriate for specific scales. Numerical data can be represented by sets, vectors, or matrices. Data analysis is often based on dissimilarity measures (like inner product norms, Lebesgue/Minkowski norms) or on similarity measures (like cosi

一起平行 发表于 2025-3-22 11:29:32

Circuits, Systems and Signal Processing heterogeneous information sources.We distinguish deterministic and stochastic errors. Deterministic errors can sometimes be easily corrected. Outliers need to be identified and removed or corrected. Outliers or noise can be reduced by filtering. We distinguish many different filtering methods with

Nutrient 发表于 2025-3-22 13:11:08

Basic Concepts in Signals and Systems. To visualize high-dimensional data, projection methods are necessary. We present linear projection (principal component analysis, Karhunen-Lo`eve transform, singular value decomposition, eigenvector projection, Hotelling transform, proper orthogonal decomposition) and nonlinear projection methods

Nutrient 发表于 2025-3-22 20:30:40

The Circular Economy and Business Challengesinear correlation methods are robust and computationally efficient but detect only linear dependencies. Nonlinear correlationmethods are able to detect nonlinear dependencies but need to be carefully parametrized. As a popular example for nonlinear correlation we present the chi-square test for inde

plasma-cells 发表于 2025-3-23 00:02:21

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Rct393 发表于 2025-3-23 04:39:20

Sergei Yu. Venyaminov,Jen Tsi Yangy or a Moore machine. This leads to recurrent or auto-regressive models. Building forecasting models is essentially a regression task. The training data sets for forecasting models are generated by finite unfolding in time. Popular linear forecasting models are auto-regressive models (AR) and genera

取回 发表于 2025-3-23 06:49:24

https://doi.org/10.1007/978-981-19-0549-0 define numerous indicators to quantify classifier performance. Pairs of indicators are considered to assess classification performance.We illustrate this with the receiver operating characteristic and the precision recall diagram. Several different classifiers with specific features and drawbacks a
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查看完整版本: Titlebook: Data Analytics; Models and Algorithm Thomas A. Runkler Textbook 20121st edition Vieweg+Teubner Verlag | Springer Fachmedien Wiesbaden 2012