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Discrete-Time Dynamical Systems | |
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Biology and Dynamics | |
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Growth: Models of Malaria | |
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Maintenance: Models of Neurons | |
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Replication: Models of Genetics | |
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Types of Dynamical Systems | |
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Variables and Functions | |
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Describing Measurements with Variables, Parameters and Graphs | |
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Describing Relations Between Measurements with Functions | |
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Combining Functions | |
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Units and Dimensions | |
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Converting Between Units | |
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Translating Between Dimensions | |
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Checking: Dimensions and Estimation | |
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Linear Functions and their Graphs | |
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Proportional Relations | |
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Linear Functions and the Equation of a Line | |
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Finding Equations and Graphing Lines | |
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Solving Equations Involving Lines | |
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Finding Inverse Functions | |
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Discrete-Time Dynamical Systems | |
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Discrete-time Dynamical Systems and Updating Functions | |
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Manipulating Updating Functions | |
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Discrete-Time Dynamical Systems: Units and Dimensions | |
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Solutions | |
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Analysis of Discrete-Tie Dynamical Systems | |
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Cobwebbing: A Graphical Solution Technique | |
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Equilibria: Graphical Approach | |
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Equilibria: Algebraic Approach | |
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Solutions and Exponential Functions | |
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Bacterial Population Growth in General | |
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Laws of Exponents and Logs | |
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Expressing Results with Exponentials | |
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Oscillations and Trigonometry | |
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Sine and Cosine: A Review | |
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Describing Oscillations with the Cosine | |
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More Complicated Shapes | |
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A Model of Gas Exchange in the Lung | |
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A Model of the Lungs | |
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The Lung System in General | |
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Lung Dynamics with Absorption | |
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An Example of Nonlinear Dynamics | |
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A Model of Selection | |
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The Discrete-Time Dynamical System and Equilibria | |
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Stable and Unstable Equilibria | |
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Excitable Systems I: The Heart | |
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A Simple Heart | |
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Second Degree Block | |
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The Wenckeback Phenomenon | |
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Limits and Derivatives | |
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Introduction to Derivatives | |
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The Average Rate of Change | |
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Instantaneous Rates of Change | |
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Limits and Derivatives | |
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Differential Equations: A Preview | |
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Limits | |
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Limits of Functions | |
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Left and Right-Hand Limits | |
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Properties of Limits | |
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Infinite Limits | |
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Continuity | |
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Continuous Functions | |
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Input and Output Tolerances | |
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Hysteresis | |
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Computing Derivatives | |
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Differentiable Functions | |
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The Derivative of a Linear Function | |
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A Quadratic Function | |
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Derivatives of Sums, Powers, and Polynomials | |
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The Sum Rule | |
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Derivatives of Power Functions | |
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Derivatives of Polynomials | |
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Derivatives of Products and Quotients | |
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The Product Rule | |
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Special Cases and Examples | |
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The Quotient Rule | |
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The Second Derivative | |
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The Second Derivative | |
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Using the Second Derivative for Graphing | |
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Acceleration | |
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Exponentials snd Logarithms | |
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The Exponential Function | |
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The Natural Logarithm | |
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Applications | |
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The Chain Rule | |
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The Derivative of a Composite Function | |
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Derivatives of Inverse Functions | |
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Applications | |
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Derivatives of Trigonometric Functions | |
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Deriving the Derivatives of Sine and Cosine | |
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Other Trigonometric Functions | |
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Applications | |
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Derivatives and Dynamical Systems | |
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Stability and the Derivative | |
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Motivation | |
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Stability and the Slope | |
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Evaluating Stability with the Derivative | |
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More Complex Dynamics | |
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The Logistic Dynamical System | |
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Qualitative Dynamical Systems | |
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Analysis of the Logistic Dynamical System | |
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Maximization | |
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Minima and Maxima | |
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Maximizing Food Intake Rate | |
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Maximizing Fish Harvest | |
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Reasoning About Functions | |
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The Intermediate Value Theorem | |
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Maximization: The Extreme Value Theorem | |
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Rolle's Theorem and the Mean Value Theorem | |
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Limits at Infinity | |
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The Behavior of Functions at Infinity | |
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Application to Absorption Functions | |
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Limits of Sequences | |
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Leading Behavior and L'hopital's Rule | |
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Leading Behavior of Functions at Infinity | |
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Leading Behavior of Functions at 0 | |
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The Method of Matched Leading Behaviors | |
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L'Hopital's Rule | |
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Approximating Functions | |
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The Tangent and Secant Lines | |
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Quadratic Approximation | |
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Taylor Polynomials | |
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Newton's Method | |
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Finding the Equilibrium | |
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Newton's Method | |
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Why Newton's Method Works and When it Fails | |
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Panting and Deep Breathing | |
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Breathing at Different Rates | |
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Deep Breathing | |
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Panting | |
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Intermediate Optimum | |
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Differential Equations, Integrals, and their Applications | |
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Differential Equations | |
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Differential Equations: Examples and Terminology | |
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Graphical Solution of Pure-Time Differential Equations | |
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Euler's Method: Pure-Time | |
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Antiderivatives and Indefinite Integrals | |
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Pure-Time Differential Equations | |
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Rules for Antiderivatives | |
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Solving Polynomial Differential Equations | |
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Special Functions, Substitution, and Parts | |
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Integrals of Special Functions | |
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The Chain Rule and Integration | |
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Using Substitution to Eliminate Constants | |
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Integrals and Sums | |
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Approximating Integrals with Sums | |
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Approximating Integrals in General | |
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The Definite Integral | |
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Definite and Indefinite Integrals | |
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The Fundamental Theorem of Calculus | |
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The Summation Property of Definite Integral | |
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Proof of the Fundamental Theorem of Calculus | |
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Applications of Integrals | |
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Integrals and Areas | |
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Integrals and Averages | |
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Integrals and Mass | |
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Improper Integrals | |
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Infinite Limits of Integration | |
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Improper Integrals: Examples | |
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Infinite Integrands | |
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Autonomous Differential Equations | |
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Autonomous Differential Equations | |
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Review of Autonomous Differential Equations | |
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Newton's Law of Cooling | |
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Diffusion Across a Membrane | |
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A Continuous Time Model of Competition | |
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The Phase-Line Diagram | |
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Equilibria | |
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Display of Differential Equations | |
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Stable and Unstable Equilibria | |
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Recognizing Stable and Unstable Equilibria | |
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Applications of the Stability Theorem | |
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A Model of a Disease | |
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Solving Autonomous Equations | |
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Separation of Variables | |
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Pure-Time Equations Revisited | |
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Applications of Separation of Variables | |
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Two Dimensional Equations | |
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Predator-Prey Dynamics | |
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Newton's Law of Cooling | |
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Euler's Method | |
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The Phase-Plane | |
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Equilibria and Nullclines: Predator-Prey Equations | |
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Equilibria and Nullclines: Competition Equations | |
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Equilibria and Nullclines: Newton's Law of Cooling | |
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Solutions in the Phase-Plane | |
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Euler's Method in the Phase-Plane | |
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Direction Arrows: Predator-Prey Equations | |
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Direction Arrows for the Competition Equations | |
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Directions Arrows for newton's Law of Cooling | |
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The Dynamics of a Neuron | |
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A Mathematician's View of a Neuron | |
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The Mathematics of Sodium Channels | |
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The Mathematics of Sodium Channel Blocking | |
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The FitzHugh-Nagumo Equations | |
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Weak Channel Blocking Mechanism | |
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The Effects of Constant Applied Current | |
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Probability Theory and Statistics | |
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Introduction to Probabilistic Models | |
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Probability and Statistics | |
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Stochastic Population Growth: Stochastic Reproduction | |
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Stochastic Population Growth: Stochastic Immigration | |
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Markov Chains | |
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Stochastic Models of Diffusion and Genetics | |
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Stochastic Diffusion | |
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The Genetics of Inbreeding | |
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The Dynamics of Height | |
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Blending Inheritance | |
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Probability Theory | |
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Sample Spaces and Events | |
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Set Theory | |
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Assigning Probabilities to Events | |
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Exercises | |
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Conditional Probability | |
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Conditional Probability | |
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The Law of Total Probability | |
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Bayes' Theorem and the Rare Disease Example | |
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Independence and Markov Chains | |
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Independence | |
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The Multiplication Rule for Independent Events | |
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Markov Chains and Conditional Probability | |
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Displaying Probabilities | |
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Probability and Cumulative Distributions | |
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The Probability Density Function: Derivation | |
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Using the Probability Density Function | |
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The Cumulative Distribution Function | |
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Random Variables | |
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Types of Random Variable | |
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Expectation: Discrete Case | |
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Expectation: Continuous Case | |
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Descriptive Statistics | |
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The Median | |
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The Mode | |
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The Geometric Mean | |
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Descriptive Statistics for Spread | |
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Range And Percentiles | |
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Mean Absolute Deviation | |
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Variance | |
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The Coefficient of Variation | |
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Supplementary Problems For Chapter 6 | |
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Probability Models | |
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Joint Distributions | |
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Joint Distributions | |
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Marginal Probability Distributions | |
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Joint Distributions and Conditional Distributions | |
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Covariance and Correlation | |
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Covariance | |
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Correlation | |
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Perfect Correlation | |
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Sums and Products of Random Variables | |
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Expectation of a Sum | |
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Expectation of a Product | |