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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Biologie Mikrobiologie Bioimage Data Analysis Workflows ‒ Advanced Components and Methods
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Bioimage Data Analysis Workflows ‒ Advanced Components and Methods
(Broschiert, Englisch)
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Beschreibung
This open access textbook aims at providing detailed explanations on how to design and construct image analysis workflows to successfully conduct bioimage analysis. Addressing the main challenges in image data analysis, where acquisition by powerful imaging devices results in very large amounts of collected image data, the book discusses techniques relying on batch and GPU programming, as well as… on powerful deep learning-based algorithms. In addition, downstream data processing techniques are introduced, such as Python libraries for data organization, plotting, and visualizations. Finally, by studying the way individual unique ideas are implemented in the workflows, readers are carefully guided through how the parameters driving biological systems are revealed by analyzing image data. These studies include segmentation of plant tissue epidermis, analysis of the spatial pattern of the eye development in fruit flies, and the analysis of collective cell migration dynamics. The presented content extends the Bioimage Data Analysis Workflows textbook (Miura, Sladoje, 2020), published in this same series, with new contributions and advanced material, while preserving the well-appreciated pedagogical approach adopted and promoted during the training schools for bioimage analysis organized within NEUBIAS – the Network of European Bioimage Analysts. This textbook is intended for advanced students in various fields of the life sciences and biomedicine, as well as staff scientists and faculty members who conduct regular quantitative analyses of microscopy images. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
30.09.2022
Sprache
Englisch
EAN
9783030763930
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Learning Materials in Biosciences
Sonderedition
Nein
Seitenanzahl
212
Einbandart
Broschiert
Schlagwörter
Analyzing Image Data in Biology, Building a Bioimage Analysis Workflow, Computational Analysis, Chosing the Correct Components for Given Biological Questions, Data Handling and Plotting, Deep Learning, Fast Computation, GPU-Acceleration, Handling Biological data, Machine Learning, Open Access, Phyton, Processing Language, Understanding Bioimage Analysis Software
Thema-Inhalt
PSF - Zellbiologie (Zytologie)
PSAX - DV-gestützte Biologie/Bioinformatik
PNF - Analytische Chemie
TTBM - Bilderfassungssysteme und -technologie
Höhe
240 mm
Breite
16.8 cm
Hersteller: Springer Nature Customer Service Center GmbH, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com
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