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Dynamical Modeling Methods for Systems Biology · LearnSpace
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Dynamical Modeling Methods for Systems Biology

Курс от Icahn School of Medicine at Mount Sinai
Уровень не указан≈ 18.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

An introduction to dynamical modeling techniques used in contemporary Systems Biology research. We take a case-based approach to teach contemporary mathematical modeling techniques. The course is appropriate for advanced undergraduates and beginning graduate students. Lectures provide biological background and describe the development of both classical mathematical models and more recent representations of biological processes. The course will be useful for students who plan to use experimental techniques as their approach in the laboratory and employ computational modeling as a tool to draw deeper understanding of experiments. The course should also be valuable as an introductory overview for students planning to conduct original research in modeling biological systems. This course focuses on dynamical modeling techniques used in Systems Biology research. These techniques are based on biological mechanisms, and simulations with these models generate predictions that can subsequently be tested experimentally. These testable predictions frequently provide novel insight into biological processes. The approaches taught here can be grouped into the following categories: 1) ordinary differential equation-based models, 2) partial differential equation-based models, and 3) stochastic models.

Навыки, которые вы освоите

MatlabSimulation and Simulation SoftwareDifferential EquationsCell BiologyMathematical SoftwareBiochemistryMathematical ModelingBiologyElectrical SystemsStatistical ModelingSimulations

Программа курса

7 модулей · 63 учебных материалов

01Introduction | Computing with MATLAB15 материалов

Course Information

SyllabusЧтениеSupplemental FilesЧтение

Section 1

Lecture 1 - Introduction ВидеоMATLAB LicensesЧтение

Учитесь у экспертов

Eric Sobie, PhD

Associate Professor

Dynamical Modeling Methods for Systems Biology
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Обучение на Coursera

≈ 18.9 ч

7 модулей

Язык: Английский

Субтитры: Арабский, Французский, Бенгальский, Украинский, Европейский португальский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Пушту, Урду, Русский, Тайский, Индонезийский, Шведский, Турецкий, Азербайджанский, Испанский, Дари, Хинди, Японский, Казахский, Венгерский, Польский

Часть программы вашего университета
Lecture 2 - Computing with MATLAB - Part 1 Видео
Lecture SlidesЧтение

Section 2

Lecture 3 - Computing with MATLAB - Part 2 ВидеоLecture SlidesЧтениеSupplementary FilesЧтение

Section 3

Lecture 4 - Computing with MATLAB - Part 3 ВидеоLecture 5 - Computing with MATLAB - Part 4 ВидеоJust In Time MATLAB TutorialsЧтениеAssignment 1ЗаданиеLecture SlidesЧтениеSupplementary FilesЧтение
02Introduction to Dynamical Systems9 материалов

Section 1

Lecture 6 - Introduction to Dynamical Systems - Part 1ВидеоLecture SlidesЧтение

Section 2

Lecture 7 - Introduction to Dynamical Systems - Part 2 ВидеоLecture SlidesЧтение

Section 3

Lecture 8 - Introduction to Dynamical Systems - Part 3 ВидеоLecture SlidesЧтение

Section 4

Lecture 9 - Introduction to Dynamical Systems - Part 4 ВидеоAssignment 2ЗаданиеLecture SlidesЧтение
03Bistability in Biochemical Signaling Models11 материалов

Section 1

Lecture 10 - Bistability in Biochemical Signaling Models - Part 1ВидеоLecture 11 - Bistability in Biochemical Signaling Models - Part 2 ВидеоLecture SlidesЧтение

Section 2

Lecture 12 - Bistability in Biochemical Signaling Models - Part 3 ВидеоLecture SlidesЧтение

Section 3

Lecture 13 - Bistability in Biochemical Signaling Models - Part 4 ВидеоLecture SlidesЧтение

Section 4

Lecture 14 - Bistability in Biochemical Signaling Models - Part 5 ВидеоLecture 15 - Bistability in Biochemical Signaling Models - Part 6 ВидеоAssignment 3ЗаданиеLecture SlidesЧтение
04Computational Modeling of the Cell Cycle8 материалов

Section 1

Lecture 16 - Computational Modeling of the Cell Cycle - Part 1 ВидеоLecture SlidesЧтение

Section 2

Lecture 17 - Computational Modeling of the Cell Cycle - Part 2 ВидеоLecture SlidesЧтение

Section 3

Lecture 18 - Computational Modeling of the Cell Cycle - Part 3 ВидеоLecture 19 - Computational Modeling of the Cell Cycle - Part 4 ВидеоAssignment 4ЗаданиеLecture SlidesЧтение
05Modeling Electrical Signaling12 материалов

Section 1

Lecture 20 - Mathematical Models of Action Potentials - Part 1 ВидеоLecture SlidesЧтение

Section 2

Lecture 21 - Mathematical Models of Action Potentials - Part 2 ВидеоLecture SlidesЧтение

Section 3

Lecture 22 - Mathematical Models of Action Potentials - Part 3ВидеоLecture SlidesЧтение

Section 4

Lecture 23 - Mathematical Models of Action Potentials - Part 4 ВидеоLecture 24 - Mathematical Models of Action Potentials - Part 5 ВидеоLecture SlidesЧтение

Section 5

Lecture 25 - Mathematical Models of Action Potentials - Part 6 ВидеоAssignment 5ЗаданиеLecture SlidesЧтение
06Modeling with Partial Differential Equations5 материалов

Section 1

Lecture 26 - Modeling with Partial Differential Equations - Part 1 ВидеоLecture SlidesЧтение

Section 2

Lecture 27 - Modeling with Partial Differential Equations - Part 2 ВидеоLecture 28 - Modeling with Partial Differential Equations - Part 3 ВидеоLecture SlidesЧтение
07Stochastic Modeling3 материалов

Section 1

Lecture 29 - Stochastic Modeling - Part 1 ВидеоLecture 30 - Stochastic Modeling - Part 2 ВидеоLecture SlidesЧтение