Foundations of Algorithms and Computational Techniques in Systems Biology
Lecture Notes
Notes from lectures 3 through 25 are courtesy of Laura Proctor. Used with permission.
LEC # |
TOPICS |
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Protein Modeling |
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1 |
Introduction and Protein Modeling Questions (PDF) |
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2 |
Models of Proteins (PDF) |
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3 |
Discrete Conformational Search (PDF) |
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4 |
Binding and Docking (PDF) |
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5 |
Molecular Dynamics Simulation (PDF) |
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6 |
Molecular Dynamics and Electrostatics (PDF) |
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7 |
Continuum Electrostatic Modeling I (PDF) |
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8 |
Continuum Electrostatic Modeling II (PDF) |
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9 |
Electrostatic Optimization and Design (PDF) |
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10 |
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11 |
Statistical Mechanics (PDF) |
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Network Modeling |
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12 |
Statistical Mechanics (cont.) (PDF) |
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13 |
Formulating and Simulating Network Models in Biology (PDF) |
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14 |
Formulating Models (PDF) |
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15 |
Nonlinear Dynamics and Stability (PDF) |
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16 |
Steady-State Problems (PDF) |
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17 |
Parameter Fitting and Estimation (PDF) |
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18 |
Parameter Estimation; Robustness, Fragility, Control (PDF) |
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Image Modeling |
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19 |
2-D and 3-D Light Microscopy; Image Reconstruction (PDF) |
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20 |
Deconvolution (PDF) |
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21 |
Deconvolution II (PDF) |
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22 |
Blind Deconvolution (PDF) |
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23 |
Optical Flow (PDF) |
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24 |
High-Throughput Data and its Analysis (PDF) |
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25 |
Inference and Statistics (PDF) |
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26 |
Roundup |
Supplemental Notes
Adjoint Sensitivity Analysis for Optimization (PDF) (Courtesy of Joshua Apgar and Jared Toettcher. Used with permission.)
Assignments
ASSIGNMENTS |
AUXILIARY FILES |
Problem Set 1 (PDF) |
pair-dat.zip (ZIP - 2.1 MB) (The ZIP file contains: pair.dat.) |
Problem Set 2 (PDF) |
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Problem Set 3 (PDF) |
calcp.m (M) |
Problem Set 4 (PDF) |
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Problem Set 5 (PDF) |
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Problem Set 6 (PDF) |
mandrill.bmp (BMP) |