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Search.setIndex({"alltitles":{"1) Analyzing data on a manifold reduces the degrees of freedom of the system, making computations less complicated.":[[32,"1)-Analyzing-data-on-a-manifold-reduces-the-degrees-of-freedom-of-the-system,-making-computations-less-complicated."]],"1. A first example in 2D":[[42,"1.-A-first-example-in-2D"]],"1. Introduction":[[33,null]],"1. Introduction and Motivation":[[43,"1.-Introduction-and-Motivation"],[50,"1.-Introduction-and-Motivation"]],"1. What is a Connection?":[[34,null]],"1.1 General Mathematical Definition of the Connection":[[34,"1.1-General-Mathematical-Definition-of-the-Connection"]],"1.2 What does the Connection actually do? \u2013 a more friendly description of the connection, with an example":[[34,"1.2-What-does-the-Connection-actually-do?----a-more-friendly-description-of-the-connection,-with-an-example"]],"2) Knowing the manifold that a data set belongs to may give you a deeper understanding of your data\u2019s evolution or \u201cwhy your data looks/evolves the way it does\u201d":[[32,"2)-Knowing-the-manifold-that-a-data-set-belongs-to-may-give-you-a-deeper-understanding-of-your-data's-evolution-or-%22why-your-data-looks/evolves-the-way-it-does%22"]],"2. Dataset Description":[[43,"2.-Dataset-Description"]],"2. Dataset description":[[50,"2.-Dataset-description"]],"2. Focus on quotienting out reparametrizations":[[42,"2.-Focus-on-quotienting-out-reparametrizations"]],"2. What is a Manifold?":[[33,"2.-What-is-a-Manifold?"]],"2. Why is the Connection important (big picture)? \u2013 parallel transport, parallel vector fields":[[34,"2.-Why-is-the-Connection-important-(big-picture)?----parallel-transport,-parallel-vector-fields"]],"2.1 Parallel Vector Fields":[[34,"2.1-Parallel-Vector-Fields"]],"2.1 Precise Mathematical Definition":[[33,"2.1-Precise-Mathematical-Definition"]],"2.1. Comparing parametrized curves":[[42,"2.1.-Comparing-parametrized-curves"]],"2.2 Imprecise \u201cLayman\u2019s Terms\u201d Definition:":[[33,"2.2-Imprecise-%22Layman's-Terms%22-Definition:"]],"2.2 Parallel Transport":[[34,"2.2-Parallel-Transport"]],"2.2. Comparing unparametrized curves":[[42,"2.2.-Comparing-unparametrized-curves"]],"2.3 Hypersphere example:":[[33,"2.3-Hypersphere-example:"]],"2.4 More examples of manifolds:":[[33,"2.4-More-examples-of-manifolds:"]],"3) Knowing the manifold a data set lives in will help you give you better predictive power and extract the \u201csignal\u201d from a noisy data set or a data set with very few datapoints.":[[32,"3)-Knowing-the-manifold-a-data-set-lives-in-will-help-you-give-you-better-predictive-power-and-extract-the-%22signal%22-from-a-noisy-data-set-or-a-data-set-with-very-few-datapoints."]],"3. Defining Geodesics with the Connection":[[34,"3.-Defining-Geodesics-with-the-Connection"]],"3. Example in 3D":[[42,"3.-Example-in-3D"]],"3. Mathematical modeling":[[50,"3.-Mathematical-modeling"]],"3. Preprocessing":[[43,"3.-Preprocessing"]],"3. Why do we care about manifolds?":[[33,"3.-Why-do-we-care-about-manifolds?"]],"3.1 Intuitive Definition of a Geodesic":[[34,"3.1-Intuitive-Definition-of-a-Geodesic"]],"3.1. Road representation: introduction to the Gamma manifold.":[[50,"3.1.-Road-representation:-introduction-to-the-Gamma-manifold."]],"3.1.1. Hypotheses":[[50,"3.1.1.-Hypotheses"]],"3.1.2. Model":[[50,"3.1.2.-Model"]],"3.2 Defining a geodesic with the connection":[[34,"3.2-Defining-a-geodesic-with-the-connection"]],"3.2. Mathematical representation of renovation efforts":[[50,"3.2.-Mathematical-representation-of-renovation-efforts"]],"3.2.1. Hypotheses":[[50,"3.2.1.-Hypotheses"]],"3.2.2. Model":[[50,"3.2.2.-Model"]],"3.3 Building Intuition with Physics":[[34,"3.3-Building-Intuition-with-Physics"]],"3.3. Optimization problem":[[50,"3.3.-Optimization-problem"]],"4 Data Analysis":[[43,"4-Data-Analysis"]],"4. Dataset processing":[[50,"4.-Dataset-processing"]],"4. Description of Connection in Local Coordinates (using Christoffel Symbols)":[[34,"4.-Description-of-Connection-in-Local-Coordinates-(using-Christoffel-Symbols)"]],"4. What does the Manifold class do?":[[33,"4.-What-does-the-Manifold-class-do?"]],"4.1 Math Notation: \\mathbf{ \\partial_i} Basis Vector":[[34,"4.1-Math-Notation:-\\mathbf{-\\partial_i}-Basis-Vector"]],"4.1 Tangent Vectors":[[33,"4.1-Tangent-Vectors"]],"4.2 Einstein Notation":[[34,"4.2-Einstein-Notation"]],"4.2 Tangent Spaces":[[33,"4.2-Tangent-Spaces"]],"4.3 What does a Christoffel Symbol represent?":[[34,"4.3-What-does-a-Christoffel-Symbol-represent?"]],"4.4 The Geodesic Equation in local coordinates":[[34,"4.4-The-Geodesic-Equation-in-local-coordinates"]],"4.5 Why should we care about Christoffel Symbols and this representation of the connection?":[[34,"4.5-Why-should-we-care-about-Christoffel-Symbols-and-this-representation-of-the-connection?"]],"5. Additional Important Mathematical concepts utilized by Connection Class: Logarithm, Exponential":[[34,"5.-Additional-Important-Mathematical-concepts-utilized-by-Connection-Class:-Logarithm,-Exponential"]],"5. How is the Manifold class structured?":[[33,"5.-How-is-the-Manifold-class-structured?"]],"5. Solving the problem at hand":[[50,"5.-Solving-the-problem-at-hand"]],"5.1 The Parent Class: Manifold":[[33,"5.1-The-Parent-Class:-Manifold"]],"5.1.1 Examples of Using Manifold\u2019s Attributes and Methods in the Subclass: Hypersphere":[[33,"5.1.1-Examples-of-Using-Manifold's-Attributes-and-Methods-in-the-Subclass:-Hypersphere"]],"5.1.2 The Full Manifold Class Code":[[33,"5.1.2-The-Full-Manifold-Class-Code"]],"5.2 VectorSpaceOpenSet":[[33,"5.2-VectorSpaceOpenSet"]],"5.2.1 What is an Open Set?":[[33,"5.2.1-What-is-an-Open-Set?"]],"5.2.2 What Methods are Implemented in VectorSpaceOpenSet?":[[33,"5.2.2-What-Methods-are-Implemented-in-VectorSpaceOpenSet?"]],"5.3 LevelSet":[[33,"5.3-LevelSet"]],"5.3.1 What is a Level Set?":[[33,"5.3.1-What-is-a-Level-Set?"]],"5.3.2 LevelSet in Geomstats":[[33,"5.3.2-LevelSet-in-Geomstats"]],"5.4 VectorSpace":[[33,"5.4-VectorSpace"]],"5.5 ProductManifold":[[33,"5.5-ProductManifold"]],"5.5.1 Example":[[33,"5.5.1-Example"]],"6. Geomstats Documentation: The Connection Class":[[34,"6.-Geomstats-Documentation:-The-Connection-Class"]],"6.1 method: parallel_transport()":[[34,"6.1-method:-parallel_transport()"]],"6.2 method: geodesic_equation()":[[34,"6.2-method:-geodesic_equation()"]],"6.3 method: exp() (exponential)":[[34,"6.3-method:-exp()-(exponential)"]],"6.4 method: log() (logarithm)":[[34,"6.4-method:-log()-(logarithm)"]],"6.5 The full Connection class":[[34,"6.5-The-full-Connection-class"]],"7. RiemannianMetric Sub-Class":[[34,"7.-RiemannianMetric-Sub-Class"]],"7.1 Riemannian Metrics":[[34,"7.1-Riemannian-Metrics"]],"7.2 How is the Riemannian Metric Connected with the Connection?":[[34,"7.2-How-is-the-Riemannian-Metric-Connected-with-the-Connection?"]],"7.3 RiemannianMetric in Geomstats":[[34,"7.3-RiemannianMetric-in-Geomstats"]],"8. Conclusion":[[34,"8.-Conclusion"]],"A primer in space, metric and aligners":[[51,"A-primer-in-space,-metric-and-aligners"]],"A. Test on the same session and user as Training/Calibration":[[44,"A.-Test-on-the-same-session-and-user-as-Training/Calibration"]],"A.0. Using Logistic Regression on the vectorized Matrix (Euclidean Method)":[[44,"A.0.-Using-Logistic-Regression-on-the-vectorized-Matrix-(Euclidean-Method)"]],"A.1. Using MLP on the vectorized Matrix (Euclidean Method)":[[44,"A.1.-Using-MLP-on-the-vectorized-Matrix-(Euclidean-Method)"]],"A.2. Using Tangent space projection + Logistic Regression":[[44,"A.2.-Using-Tangent-space-projection-+-Logistic-Regression"]],"A.3. Using Tangent space projection + MLP":[[44,"A.3.-Using-Tangent-space-projection-+-MLP"]],"A.4. Using Euclidean MDM":[[44,"A.4.-Using-Euclidean-MDM"]],"A.5. 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