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81
Visual Data Mining : The VisMiner Approach.
Published 2012Table of Contents: “…Regression Analysis -- The Regression Model -- Correlation and Causation -- Algorithms for Regression Analysis -- Assessing Regression Model Performance -- Model Validity -- Looking Beyond R2 -- Polynomial Regression -- Artificial Neural Networks for Regression Analysis -- Dataset Preparation -- Tutorial -- A Regression Model for Home Appraisal -- Modeling with the Right Set of Observations -- Exercise 6.1 -- ANN Modeling -- The Advantage of ANN Regression -- Top-Down Attribute Selection -- Issues in Model Interpretation -- Model Validation -- Model Application -- Summary…”
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Focus on artificial neural networks
Published 2011Table of Contents: “…ARTIFICIAL NEURAL NETWORKS (ANNS) -- 3. MICROEMULSIONS -- 4. APPLICATION OF ANNS IN THE DEVELOPMENT OF MICROEMULSION DRUG DELIVERY SYSTEMS -- 4.1. …”
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84
Optimization techniques and applications with examples
Published 2018Full text (MFA users only)
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85
Industrial control systems
Published 2011Table of Contents: “…EXTRACTIVE FERMENTATION PROCESS FOR BIOETHANOL PRODUCTION ; 3. PLANT MODEL BASED ON ANN ; 3.1. ANN Configurations.…”
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86
Fundamentals of Matrix Analysis with Applications.
Published 2015Table of Contents: “…Fixed-Point Methods -- PART II INTRODUCTION: THE STRUCTURE OF GENERAL SOLUTIONS TO LINEAR ALGEBRAIC EQUATIONS -- Chapter 3 Vector Spaces -- 3.1 General Spaces, Subspaces, and Spans -- 3.2 Linear Dependence -- 3.3 Bases, Dimension, and Rank -- 3.4 Summary -- Chapter 4 Orthogonality -- 4.1 Orthogonal Vectors and the Gram-Schmidt Algorithm -- 4.2 Orthogonal Matrices -- 4.3 Least Squares -- 4.4 Function Spaces…”
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87
Media Backends : Digital Infrastructures and Sociotechnical Relations.
Published 2023Full text (MFA users only)
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88
Computational ecology : graphs, networks and agent-based modeling
Published 2012Table of Contents: “…Trees and planar graphs -- 5. Algorithms of graphs -- 6. Directed graphs -- Part II. …”
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Numerical Methods for Eigenvalue Problems.
Published 2012Full text (MFA users only)
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91
Deep Learning with Pytorch Quick Start Guide : Learn to Train and Deploy Neural Network Models in Python.
Published 2018Full text (MFA users only)
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Slantwise moves : games, literature, and social invention in nineteenth-century America
Published 2018Full text (MFA users only)
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Generalized Network Design Problems : Modeling and Optimization.
Published 2012Table of Contents: “…Preface; 1 Introduction; 1.1 Combinatorial optimization and integer programming; 1.2 Complexity theory; 1.3 Heuristic and relaxation methods; 1.4 Generalized network design problems; 2 The Generalized Minimum Spanning Tree Problem (GMSTP); 2.1 Definition and complexity of the GMSTP; 2.2 An exact algorithm for the GMSTP; 2.3 Mathematical models of the GMSTP; 2.3.1 Formulations based on tree properties; 2.3.2 Formulations based on arborescence properties; 2.3.3 Flow based formulations; 2.3.4 A model based on Steiner tree properties; 2.3.5 Local-global formulation of the GMSTP.…”
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Principles of Quantum Computation and Information, Volume I : Basic Concepts.
Published 2004Full text (MFA users only)
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99
Building Machine Learning Systems with Python.
Published 2013Full text (MFA users only)
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100