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Topological data analysis with applications, Carlsson, Gunnar (stanford University, California) Vejdemo-johansson, Mikael (city University Of New York)


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Автор: Carlsson, Gunnar (stanford University, California) Vejdemo-johansson, Mikael (city University Of New York)
Название:  Topological data analysis with applications
ISBN: 9781108838658
Издательство: Cambridge Academ
Издательство: Cambridge university press
Классификация:


ISBN-10: 1108838650
Обложка/Формат: Hardback
Страницы: 230
Вес: 0.58 кг.
Дата издания: 16.12.2021
Серия: Mathematics
Язык: English
Иллюстрации: Worked examples or exercises
Размер: 174 x 251 x 18
Читательская аудитория: Professional and scholarly
Ключевые слова: Machine learning,Mathematical theory of computation,Topology, MATHEMATICS / Topology
Ссылка на Издательство: Link
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Поставляется из: Англии
Описание: This introduction to topological data analysis keeps prerequisites to a minimum while covering all the key techniques, including persistent homology, cohomology, and Mapper. The final section discusses diverse case studies in detail. Mathematicians, data scientists and computer scientists will appreciate this graduate-level resource.


Topological Methods in Data Analysis and Visualization

Автор: Pascucci
Название: Topological Methods in Data Analysis and Visualization
ISBN: 3642150136 ISBN-13(EAN): 9783642150135
Издательство: Springer
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Цена: 20263.00 р.
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Описание: Topology-based methods are of increasing importance in the analysis and visualization of datasets from a wide variety of scientific domains such as biology, physics, engineering, and medicine. Current challenges of topology-based techniques include the management of time-dependent data, the representation of large and complex datasets, the characterization of noise and uncertainty, the effective integration of numerical methods with robust combinatorial algorithms, etc. . The editors have brought together the most prominent and best recognized researchers in the field of topology-based data analysis and visualization for a joint discussion and scientific exchange of the latest results in the field. This book contains the best 20 peer-reviewed papers resulting from the discussions and presentations at the third workshop on Topological Methods in Data Analysis and Visualization , held 2009 in Snowbird, Utah, US. The 2009 TopoInVis workshop follows the two successful workshops in 2005 (Slovakia) and 2007 (Germany).

Topological Data Analysis for Scientific Visualization

Автор: Tierny Julien
Название: Topological Data Analysis for Scientific Visualization
ISBN: 3319715062 ISBN-13(EAN): 9783319715063
Издательство: Springer
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Цена: 19564.00 р.
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Описание: 1. Introduction.- 2. Background: 2.1 Data representation.- 2.2 Topological abstractions.- 2.3 Algorithms and applications.- 3. Abstraction: 3.1 Efficient topological simplification of scalar fields.- 3.2 Efficient Reeb graph computation for volumetric meshes.- 4. Interaction: 4.1 Topological simplification of isosurfaces.- 4.2 Interactive editing of topological abstractions.- 5. Analysis: 5.1 Exploration of turbulent combustion simulations.- 5.2 Quantitative analysis of molecular interactions.- 6. Perspectives: 6.1 Emerging constraints.- 6.2 Emerging data types.- 7. Conclusion.

A Topological Introduction to Nonlinear Analysis

Автор: Brown Robert F.
Название: A Topological Introduction to Nonlinear Analysis
ISBN: 0817632581 ISBN-13(EAN): 9780817632588
Издательство: Springer
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Цена: 6282.00 р.
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Описание: "The book is highly recommended as a text for an introductory course in nonlinear analysis and bifurcation theory . . . reading is fluid and very pleasant . . . style is informal but far from being imprecise." —MATHEMATICAL REVIEWS (Review of the First Edition) Here is a book that will be a joy to the mathematician or graduate student of mathematics---or even the well-prepared undergraduate---who would like, with a minimum of background and preparation, to understand some of the beautiful results at the heart of nonlinear analysis. Based on carefully expounded ideas from several branches of topology, and illustrated by a wealth of figures that attest to the geometric nature of the exposition, the book will be of immense help in providing its readers with an understanding of the mathematics of the nonlinear phenomena that characterize our real world.New to the second edition: New chapters will supply additional applications of the theory and techniques presented in the book. * Several new proofs, making the second edition more self-contained.

Topological Dynamical Systems: An Introduction to the Dynamics of Continuous Mappings

Автор: Jan Vries
Название: Topological Dynamical Systems: An Introduction to the Dynamics of Continuous Mappings
ISBN: 3110340739 ISBN-13(EAN): 9783110340730
Издательство: Walter de Gruyter
Цена: 22305.00 р.
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Описание: There is no recent elementary introduction to the theory of discrete dynamical systems that stresses the topological background of the topic. This book fills this gap: it deals with this theory as 'applied general topology'. We treat all important concepts needed to understand recent literature. The book is addressed primarily to graduate students. The prerequisites for understanding this book are modest: a certain mathematical maturity and course in General Topology are sufficient.

Interpretability of Machine Intelligence in Medical Image Computing, and Topological Data Analysis and Its Applications for Medical Data: 4th Internat

Автор: Reyes Mauricio, Henriques Abreu Pedro, Cardoso Jaime
Название: Interpretability of Machine Intelligence in Medical Image Computing, and Topological Data Analysis and Its Applications for Medical Data: 4th Internat
ISBN: 3030874435 ISBN-13(EAN): 9783030874438
Издательство: Springer
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Цена: 7685.00 р.
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Описание: iMIMIC 2021 Workshop.- Interpretable Deep Learning for Surgical Tool Management.- Soft Attention Improves Skin Cancer Classification Performance.- Deep Gradient based on Collective Arti cial Intelligence for AD Diagnosis and Prognosis.- This explains That: Congruent Image-Report Generation for Explainable Medical Image Analysis with Cyclic Generative Adversarial Networks.- Visual Explanation by Unifying Adversarial Generation and Feature Importance Attributions.- The Effect of the Loss on Generalization: Empirical Study on Synthetic Lung Nodule Data.- Voxel-level Importance Maps for Interpretable Brain Age Estimation.- TDA4MedicalData Workshop.- Lattice Paths for Persistent Diagrams.- Neighborhood complex based machine learning (NCML) models for drug design.- Predictive modelling of highly multiplexed tumour tissue images by graph neural networks.- Statistical modeling of pulmonary vasculatures with topological priors in CT volumes.- Topological Detection of Alzheimer's Disease using Betti Curves.

Topological Methods in Data Analysis and Visualization: Theory, Algorithms, and Applications

Автор: Pascucci Valerio, Tricoche Xavier, Hagen Hans
Название: Topological Methods in Data Analysis and Visualization: Theory, Algorithms, and Applications
ISBN: 3662506041 ISBN-13(EAN): 9783662506042
Издательство: Springer
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Цена: 13974.00 р.
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Описание: This book contains the best 20 peer-reviewed papers resulting from the discussions and presentations at the third workshop on "Topological Methods in Data Analysis and Visualization", held 2009 in Utah, US. It offers an important contribution to the field.

Topological Methods in Data Analysis and Visualization III

Автор: Peer-Timo Bremer; Ingrid Hotz; Valerio Pascucci; R
Название: Topological Methods in Data Analysis and Visualization III
ISBN: 3319040987 ISBN-13(EAN): 9783319040981
Издательство: Springer
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Цена: 20962.00 р.
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Описание: This collection of peer-reviewed conference papers provides comprehensive coverage of cutting-edge research in topological approaches to data analysis and visualization.

Geometric and Topological Inference

Автор: Jean-Daniel Boissonnat, Frederic Chazal, Mariette Yvinec
Название: Geometric and Topological Inference
ISBN: 1108419399 ISBN-13(EAN): 9781108419390
Издательство: Cambridge Academ
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Цена: 9979.00 р.
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Описание: This book offers a rigorous introduction to geometric and topological inference, a rapidly evolving field that intersects computational geometry, applied topology, and data analysis. It can serve as a textbook for graduate students or researchers in mathematics, computer science and engineering interested in a geometric approach to data science.

Topological Data Analysis for Scientific Visualization

Автор: Tierny Julien
Название: Topological Data Analysis for Scientific Visualization
ISBN: 3319890794 ISBN-13(EAN): 9783319890791
Издательство: Springer
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Цена: 11179.00 р.
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Описание: 1. Introduction.- 2. Background: 2.1 Data representation.- 2.2 Topological abstractions.- 2.3 Algorithms and applications.- 3. Abstraction: 3.1 Efficient topological simplification of scalar fields.- 3.2 Efficient Reeb graph computation for volumetric meshes.- 4. Interaction: 4.1 Topological simplification of isosurfaces.- 4.2 Interactive editing of topological abstractions.- 5. Analysis: 5.1 Exploration of turbulent combustion simulations.- 5.2 Quantitative analysis of molecular interactions.- 6. Perspectives: 6.1 Emerging constraints.- 6.2 Emerging data types.- 7. Conclusion.

Topological Methods in Data Analysis and Visualization VI: Theory, Applications, and Software

Автор: Hotz Ingrid, Bin Masood Talha, Sadlo Filip
Название: Topological Methods in Data Analysis and Visualization VI: Theory, Applications, and Software
ISBN: 3030834999 ISBN-13(EAN): 9783030834999
Издательство: Springer
Цена: 23757.00 р.
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Описание:

Scalar Field Topology-Algorithms and Applications.- W-Structures in Contour Trees.- Treemap Based Exploration of Merge Trees.- Notes on Percolation Analysis of Sampled Scalar Fields.- Distributed Task-Parallel Topology-Controlled Volume Rendering.- Topology-Based Tracking of Multi-Center Cyclones.- Using Contour Trees in the Analysis and Visualization of Radio Astronomy Data Cubes.- Topological Methods in Complex Fields-Flow Fields, Tensor Fields, and Multi-fields.- Objective Finite-Time Flow Topology from Flowmap Expansion and Contraction.- Coreline Criteria for Inertial Particle Motion.- Implicit Visualization of 2D Vector Field Topology for Periodic Orbit Detection.- Visually Evaluating Topological Equivalence of Bounded Bivariate Fields.- Topological Feature Search in Time-Varying Multifield Data.- Tensor Fields for Data Extraction from Chart Images: Bar Charts, Histograms, and Scatter Plots.- Topology for Geometric Data.- A Fast Approximate Skeleton with Guarantees for Any Cloud of Points in a Euclidean Space.- Topologically Robust B-Spline Reconstruction of Fibers from 3D Images.- Introduction to Vector Field Topology.- An Overview of the Topology ToolKit.- Implementing Persistence-Based Clustering of Point Clouds in the Topology ToolKit.- TopoInVis TTK Hackathon: Experiences, Lessons Learned, and Perspectives.


Topological Data Analysis: The Abel Symposium 2018

Автор: Baas Nils A., Carlsson Gunnar E., Quick Gereon
Название: Topological Data Analysis: The Abel Symposium 2018
ISBN: 3030434079 ISBN-13(EAN): 9783030434076
Издательство: Springer
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Цена: 27950.00 р.
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Описание: This book gathers the proceedings of the 2018 Abel Symposium, which was held in Geiranger, Norway, on June 4-8, 2018. This volume presents papers on various research directions, notably including applications in neuroscience, materials science, cancer biology, and immune response.

Topological Dynamics and Topological Data Analysis: Iwcta 2018, Kochi, India, December 9-11

Автор: Devaney Robert L., Chan Kit, Vinod Kumar P. B.
Название: Topological Dynamics and Topological Data Analysis: Iwcta 2018, Kochi, India, December 9-11
ISBN: 9811601739 ISBN-13(EAN): 9789811601736
Издательство: Springer
Цена: 25155.00 р.
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Описание: Topics are ranging from general topology, algebraic topology, differential topology, fuzzy topology, topological dynamical systems, topological groups, linear dynamics, dynamics of operator network topology, iterated function systems and applications of topology.


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