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E-raamat: Topological Methods in Data Analysis and Visualization IV: Theory, Algorithms, and Applications

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  • Formaat: EPUB+DRM
  • Sari: Mathematics and Visualization
  • Ilmumisaeg: 01-Jun-2017
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319446844
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  • Formaat: EPUB+DRM
  • Sari: Mathematics and Visualization
  • Ilmumisaeg: 01-Jun-2017
  • Kirjastus: Springer International Publishing AG
  • Keel: eng
  • ISBN-13: 9783319446844

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This book presents contributions on topics ranging from novel applications of topological analysis for particular problems, through studies of the effectiveness of modern topological methods, algorithmic improvements on existing methods, and parallel computation of topological structures, all the way to mathematical topologies not previously applied to data analysis.Topological methods are broadly recognized as valuable tools for analyzing the ever-increasing flood of data generated by simulation or acquisition. This is particularly the case in scientific visualization, where the data sets have long since surpassed the ability of the human mind to absorb every single byte of data.The biannual TopoInVis workshop has supported researchers in this area for a decade, and continues to serve as a vital forum for the presentation and discussion of novel results in applications in the area, creating a platform to disseminate knowledge about such implementations throughout and beyond t

he community.The present volume, resulting from the 2015 TopoInVis workshop held in Annweiler, Germany, will appeal to researchers in the fields of scientific visualization and mathematics, domain scientists with an interest in advanced visualization methods, and developers of visualization software systems.

Part 1: Topology-Based Analysis of Multi-Variate Data Sets: Theory of Singular Fibers and Reeb Spaces for Visualization: O. Saeki.- Topology-Based Analysis for Multimodal Atmospheric Data of Volcano Eruptions: A. Kuhn, W. Engelke, M. Flatken, F. Chen, H.-C. Hege, I. Hotz.- A Comparison of Joint Contour Nets and Pareto Sets: L. Huettenberger, C. Heine, C. Garth.- Part 2: Topological Techniques for High-Dimensional Data: Visualizing Topological Properties of the Search Landscape of Combinatorial Optimization Problems: S. Volke, D. Zeckzer, M. Middendorf, G. Scheuermann.- Computing and Visualizing Time-Varying Merge Trees for High-Dimensional Data: P. Oesterling, C. Heine, G. H. Weber, D. Morozov, G. Scheuermann.- Agreement analysis of quality measures for dimensionality reduction: B. Rieck, H. Leitte.- Part 3: Scalar Field Topology: Fast Similarity Search in Scalar Fields Using Merging Histograms: H. Saikia, H.-P. Seidel, T. Weinkauf.- Morse-Smale Analysis of Ion Diffusion in Ab Ini

tio Battery Materials Simulations: A. Gyulassy, A. Knoll, P.-T. Bremer, B. Wang, K. Chun Lau, M. E. Papka, V. Pascucci, L. Curtiss.- Piecewise Polynomial Reconstruction of Scalar Fields from Simplified Morse-Smale Complexes: L. Allemand-Giorgis, G.-P. Bonneau, S. Hahmann.- Part 4: Vector & Tensor Field Topology: Topological Extraction of Escape Maps in Divergence-Free Vector Fields: R. Peikert, G. Machado, F. Sadlo.- Compute and Visualize Discontinuity Among Neighboring Integral Curves of 2D Vector Fields: L. Zhang, R. Laramee, D. Thompson, A. Sescu, G. Chen.- Decomposition of Vector Fields Beyond Problems of First Order and Their Applications: W. Reich, M. Hlawitschka, G. Scheuermann.- Maximum Number of Degenerate Curves in 3D Linear Tensor Fields: Y. Zhang, Y.-J. Tzeng, E. Zhang.- Part 5: Coherent Structures: Hierarchical Watershed Ridges for Visualizing Lagrangian Coherent Structures: M. Chen, J. C. Hart, S. C. Shadden.- Finite Time Steady 2D Vector Field Topology: A. Friederic

i, C. Rössl, H. Theisel.- Comparing Finite-Time Lyapunov Exponents in Approximated Vector Fields: S. Koch, S. Volke, G. Scheuermann, H. Hagen, M. Hlawitschka.- Transfer Operator-Based Extraction of Coherent Features on Surfaces: K. Padberg-Gehle, S. Reuther, S. Praetorius, A. Voigt.- Part 6: Software and Algorithms: ADAPT - Adaptive Thresholds for Feature Extraction: P.-T. Bremer.- Efficient Software for Programmable Visual Analysis Using Morse-Smale Complexes: N. Shivashankar, V. Natarajan.- Notes on the Distributed Computation of Merge Trees on CW -Complexes: A. Landge, P.-T. Bremer, A. Gyulassy, V. Pascucci.- Computing Invariants of Knotted Graphs Given by Sequences of Points in 3-Dimensional Space: V. Kurlin.
Part I Topology-Based Analysis of Multi-Variate Data Sets
Theory of Singular Fibers and Reeb Spaces for Visualization
3(32)
Osamu Saeki
Topology-Based Analysis for Multimodal Atmospheric Data of Volcano Eruptions
35(16)
Alexander Kuhn
Wito Engelke
Markus Flatken
Hans-Christian Hege
Ingrid Hotz
A Comparison of Joint Contour Nets and Pareto Sets
51(18)
Lars Huettenberger
Christian Heine
Christoph Garth
Part II Topological Techniques for High-Dimensional Data
Visualizing Topological Properties of the Search Landscape of Combinatorial Optimization Problems
69(18)
Sebastian Volke
Dirk Zeckzer
Martin Middendorf
Gerik Scheuermann
Computing and Visualizing Time-Varying Merge Trees for High-Dimensional Data
87(16)
Patrick Oesterling
Christian Heine
Gunther H. Weber
Dmitriy Morozov
Gerik Scheuermann
Agreement Analysis of Quality Measures for Dimensionality Reduction
103(18)
Bastian Rieck
Heike Leitte
Part III Scalar Field Topology
Fast Similarity Search in Scalar Fields using Merging Histograms
121(14)
Himangshu Saikia
Hans-Peter Seidel
Tino Weinkauf
Morse-Smale Analysis of Ion Diffusion in Ab Initio Battery Materials Simulations
135(16)
Attila Gyulassy
Aaron Knoll
Kah Chun Lau
Bei Wang
Peer-Timo Bremer
Michael E. Papka
Larry A. Curtiss
Valerio Pascucci
Piecewise Polynomial Reconstruction of Scalar Fields from Simplified Morse-Smale Complexes
151(20)
Leo Allemand-Giorgis
Georges-Pierre Bonneau
Stefanie Hahmann
Part IV Vector and Tensor Field Topology
Topological Extraction of Escape Maps in Divergence-Free Vector Fields
171(16)
Ronald Peikert
Gustavo Machado
Filip Sadlo
Compute and Visualize Discontinuity Among Neighboring Integral Curves of 2D Vector Fields
187(18)
Lei Zhang
Robert S. Laramee
David Thompson
Adrian Sescu
Guoning Chen
Decomposition of Vector Fields Beyond Problems of First Order and Their Applications
205(16)
Wieland Reich
Mario Hlawitschka
Gerik Scheuermann
Maximum Number of Degenerate Curves in 3D Linear Tensor Fields
221(16)
Yue Zhang
Yu-Jong Tzeng
Eugene Zhang
Part V Coherent Structures
Hierarchical Watershed Ridges for Visualizing Lagrangian Coherent Structures
237(16)
Mingcheng Chen
John C. Hart
Shawn C. Shadden
Finite Time Steady 2D Vector Field Topology
253(14)
Anke Friederici
Christian Rossi
Holger Theisel
Comparing Finite-Time Lyapunov Exponents in Approximated Vector Fields
267(16)
Stefan Koch
Sebastian Volke
Gerik Scheuermann
Hans Hagen
Mario Hlawitschka
Transfer Operator-Based Extraction of Coherent Features on Surfaces
283(18)
Kathrin Padberg-Gehle
Sebastian Reuther
Simon Praetorius
Axel Voigt
Part VI Software and Algorithms
ADAPT: Adaptive Thresholds for Feature Extraction
301(16)
Peer-Timo Bremer
Efficient Software for Programmable Visual Analysis Using Morse-Smale Complexes
317(16)
Nithin Shivashankar
Vijay Natarajan
Notes on the Distributed Computation of Merge Trees on CW-Complexes
333(16)
Aaditya G. Landge
Peer-Timo Bremer
Attila Gyulassy
Valerio Pascucci
Computing Invariants of Knotted Graphs Given by Sequences of Points in 3-Dimensional Space
349
Vitaliy Kurlin