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Wendy L. Martinez, Angel R. Martinez, Jeffrey L. Solka ... 616 pages - Publisher: Chapman and Hall/CRC; 3rd edition (August, 2017) ... Language: English - ASIN: B074MVTKM9 by Amazon

Exploratory Data Analysis (EDA) is an important part of the data analysis process. The methods presented in this text are ones that should be in the toolkit of every data scientist. As computational sophistication has increased and data sets have grown in size and complexity, EDA has become an even more important process for visualizing and summarizing data before making assumptions to generate hypotheses and models. Exploratory Data Analysis with MATLAB, Third Edition presents EDA methods from a computational perspective and uses numerous examples and applications to show how the methods are used in practice. The authors use MATLAB code, pseudo-code, and algorithm descriptions to illustrate the concepts. The MATLAB code for examples, data sets, and the EDA Toolbox are available for download on the book’s website.

New to the Third Edition: Random projections and estimating local intrinsic dimensionality. + Deep learning autoencoders and stochastic neighbor embedding. + Minimum spanning tree and additional cluster validity indices. + Kernel density estimation. + Plots for visualizing data distributions, such as beanplots and violin plots. + A chapter on visualizing categorical data.

Monday, September 16, 2019 , ,
Wendy L. Martinez, Angel Martinez, Jeffrey Solka ... 536 pages - Publisher: CRC Press; 2nd edition (December, 2010) ... Language: English - ISBN-10: 1439812209 - ISBN-13: 978-1439812204

Since the publication of the bestselling first edition, many advances have been made in exploratory data analysis (EDA). Covering innovative approaches for dimensionality reduction, clustering, and visualization, Exploratory Data Analysis with MATLAB, Second Edition uses numerous examples and applications to show how the methods are used in practice. New to the Second Edition: Discussions of nonnegative matrix factorization, linear discriminant analysis, curvilinear component analysis, independent component analysis, and smoothing splines - An expanded set of methods for estimating the intrinsic dimensionality of a data set - Several clustering methods, including probabilistic latent semantic analysis and spectral-based clustering - Additional visualization methods, such as a rangefinder boxplot, scatterplots with marginal histograms, biplots, and a new method called Andrews’ images -Instructions on a free MATLAB GUI toolbox for EDA... Like its predecessor, this edition continues to focus on using EDA methods, rather than theoretical aspects. The MATLAB codes for the examples, EDA toolboxes, data sets, and color versions of all figures are available for download at http://pi-sigma.info.

IDEA StatiCa v10.1.93 [Size: 325 MB] ... IDEA StatiCa Detail deals efficiently with all parts of structure also known as discontinuity regions such as walls, dapped ends, openings, hangings, brackets, and areas above supports. It provides precise checks of concrete and reinforcement strength, stresses and strains. These results are clearly visualized for better understanding of details of structures.

No limits in type or shape of detail. Every type can be easily geometrically defined, reinforced and calculated as your project demands. The overall check of the detail takes into account interactions of internal forces in a plane. Engineer stay on the safe side all the time. The whole design and check process is kept short enough to be a part of everyday work of structural engineers and fabricators all around the world.

IDEA StatiCa Concrete & Prestressing enables an effective design of all reinforced concrete, prestressed and composite members, cross-sections and details. Structural checks comply both Ultimate and Serviceability limit state requirements, including deflection check considering cracking. Structural analysis of precast members and bridges is performed as time-dependent analysis with respect to construction stages.

Fast and simple input with help of specialized wizard, input data generated automatically, real-time pre-design of reinforcement, user templates of reinforcement and tendons, and other features enable easy and fast work. IDEA StatiCa is perfect guide through complex Eurocode requirements. Comprehensive check of members and details according to code provisions and wide range of national annexes. Complete check of bridges, buildings, liquid retaining and containment structures for Ultimate and Serviceability limit state. Design methods for optimum use of all materials in the cross-section. Transparent assumptions and white box results allow for minimizing risks of structural defects.

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