Course
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Lecturer:
Mattia Miotto (Istituto Italiano di Tecnologia, Center for Life Nano & Neuro Science@Sapienza di Roma)
Board Contact:
Federico Fogolari
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SSD: FIS/07
CFU: 3 CFU + assignment: 2 CFU
Period: July 2025: 07/07/2025: 10.00–13.00 // 08/07/2025: 10.00–13.00 // 09/07/2025: 10.00–13.00 // 10/07/2025: 10.00–13.00
Lessons / Hours: 12 hours, 4 Lectures
Program:
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Why do we need statistical models? Noise and heterogeneity in biological systems (~2h)
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How do we model biological systems? Rate Equations (~2h)
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How do we model biological systems? Agent based models and spatial information/correlations (~2h)
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Efficient representation, Entropy and Information (~2h)
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Maximum Entropy principle and statistical inference (~4h)
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