Tabla de Contenidos: “…Cover -- Contents -- Preface -- Chapter 1: Meaning, Scope and Significance of Urban Local Government -- Characteristics of Local Government -- Distinction Between Local Government and Local Self-government -- Nature and Scope of Urban Local Government -- Urbanization and Urban Problems -- Structure of Urban Governments -- Municipal Legislation -- Municipal Personnel Management -- Municipal Finance Administration -- State Control over Urban Governments -- Special Purpose Agencies -- Urban (Town) Planning -- Ministry of Urban Development and its Attached and Subordinate Offices -- Reports of Commissions and Committees -- Seminars and Conferences -- Municipal Reforms -- Municipal Bureaucracy -- Associations and Unions of Municipal Employees -- Role of Political Parties -- Research and Evaluation -- Comparative Urban Local Government -- Significance of Local Government -- Instrument of Political and Popular Education -- School of Democracy -- Training Ground for Emerging Leaders -- Solution of Local Problems in Effective Manner -- Provision of Civic Amenities -- Economical Management of Local Services -- Reduction in the Burden of Central Government -- Efficient and Effective Management of Local Affairs -- Channel of Communication Between the State Government and the Community -- Check Against Bureaucracy -- Mitigation of the Evils of Party System -- Conclusion -- Notes and References -- Chapter 2: Urbanization: Indian Scenario -- Urbanization: A Global Phenomenon -- Definition of Urban Area -- Urban Agglomeration -- Salient Features of Urbanization in India -- Factors Contributing to Urbanization -- Migration from Rural to Urban Areas -- Natural Increase in Population -- Reclassification of Urban Areas -- Other Factors Promoting Urbanization -- Problems and Challenges of Urbanization…”

Tabla de Contenidos: “…The del or nabla (∇) operator -- Gradient -- Divergence -- Curl -- Composite operations -- Second order differential operators -- Integral Operations on Field Functions -- Green's theorem in the plane -- Gauss's divergence theorem -- Green's identities (theorem) -- Stokes's theorem -- Line integral -- Surface and volume integrals -- Closure -- Exercises -- Chapter 19: Polynomial Equations -- Basic Principles -- Analytical Solution -- Cubic equations (Cardano) -- Quartic equations (Ferrari) -- General Polynomial Equations -- Two Simultaneous Equations -- Elimination Methods* -- Sylvester's dialytic method -- Bezout's method -- Advanced Techniques* -- Exercises -- Chapter 20: Solution of Nonlinear Equations and Systems -- Methods for Nonlinear Equations -- Bracketing and bisection -- Fixed point iteration -- Newton-Raphson method -- Secant method and method of false position -- Quadratic interpolation method -- Van Wijngaarden-Dekker Brent method -- Systems of Nonlinear Equations -- Newton's method for systems of equations -- Broyden's secant method -- Closure -- Exercises -- Chapter 21: Optimization: Introduction -- The Methodology of Optimization -- Single-Variable Optimization -- Optimality criteria -- Iterative methods -- Conceptual Background of Multivariate Optimization -- Optimality criteria -- Convexity -- Trust region and line search strategies -- Global and local convergence -- Exercises -- Chapter 22: Multivariate Optimization -- Direct Methods -- Cyclic coordinate search -- Rosenbrock's method -- Hooke-Jeeves pattern search -- Box's complex method -- Nelder and Mead's simplex search -- Remarks -- Steepest Descent (Cauchy) Method -- Newton's Method -- Modified Newton's method -- Hybrid (Levenberg-Marquardt) Method -- Least Square Problems -- Exercises -- Chapter 23: Methods of Nonlinear Optimization* -- Conjugate Direction Methods…”

Tabla de Contenidos: “…Web Installation -- Basic Configuration Steps for Your New Site -- Editing the Administrator User -- User Groups -- Basic Global Configuration Options -- Conclusion -- 4 Working with and Creating Content for Your Joomla! …”

Tabla de Contenidos: “…Cover -- Copyright -- Contributors -- Table of Contents -- Preface -- Chapter 1: Learning Modern Core Language Features -- Using auto whenever possible -- Creating type aliases and alias templates -- Understanding uniform initialization -- Understanding the various forms of non-static member initialization -- Controlling and querying object alignment -- Using scoped enumerations -- Using override and final for virtual methods -- Using range-based for loops to iterate on a range -- Enabling range-based for loops for custom types -- Using explicit constructors and conversion operators to avoid implicit conversion -- Using unnamed namespaces instead of static globals -- Using inline namespaces for symbol versioning -- Using structured bindings to handle multi-return values -- Simplifying code with class template argument deduction -- Using the subscript operator to access elements in a collection -- Chapter 2: Working with Numbers and Strings -- Understanding the various numeric types -- Limits and other properties of numeric types -- Converting between numeric and string types -- Understanding the various character and string types -- Printing Unicode characters to the output console -- Generating pseudo-random numbers -- Properly initializing a pseudo-random number generator -- Creating cooked user-defined literals -- Creating raw user-defined literals -- Using raw string literals to avoid escaping characters -- Creating a library of string helpers -- Parsing the content of a string using regular expressions -- Replacing the content of a string using regular expressions -- Using std::string_view instead of constant string references -- Formatting and printing text with std::format and std::print -- Using std::format with user-defined types -- Chapter 3: Exploring Functions -- Defaulted and deleted functions…”

Tabla de Contenidos: “…Accountable and open to inspection modeling -- Data and model governance -- Summary -- Questions -- References -- Part 2: Improving Machine Learning Models -- Chapter 4: Detecting Performance and Efficiency Issues in Machine Learning Models -- Technical requirements -- Performance and error assessment measures -- Classification -- Regression -- Clustering -- Visualization for performance assessment -- Summary metrics are not enough -- Visualizations could be misleading -- Don't interpret your plots as you wish -- Bias and variance diagnosis -- Model validation strategy -- Error analysis -- Beyond performance -- Summary -- Questions -- References -- Chapter 5: Improving the Performance of Machine Learning Models -- Technical requirements -- Options for improving model performance -- Grid search -- Random search -- Bayesian search -- Successive halving -- Synthetic data generation -- Oversampling for imbalanced data -- Improving pre-training data processing -- Anomaly detection and outlier removal -- Benefitting from data of lower quality or relevance -- Regularization to improve model generalizability -- Summary -- Questions -- References -- Chapter 6: Interpretability and Explainability in Machine Learning Modeling -- Technical requirements -- Interpretable versus black-box machine learning -- Interpretable machine learning models -- Explainability for complex models -- Explainability methods in machine learning -- Local explainability techniques -- Global explanation -- Practicing machine learning explainability in Python -- Explanations in SHAP -- Explanations using LIME -- Counterfactual generation using Diverse Counterfactual Explanations (DiCE) -- Reviewing why having explainability is not enough -- Summary -- Questions -- References -- Chapter 7: Decreasing Bias and Achieving Fairness -- Technical requirements…”

Tabla de Contenidos: “…Cover -- Organisational Change -- Copyright -- Contents -- Foreword -- Preface -- About the Author -- Business Organisation: The Domain of Change -- Introduction: Meaning of Business as a Domain for Change -- Organisation: The Key Area for Change -- Organisational Structure -- Types of Organisational Structure -- Forms of Business Organisation -- Private Sector Business Orgnisations -- Public Sector Business Organisations -- Co-operative Sectors Business Orgnisation -- Tools for Designing sound Business Orgganisation -- Organisation and Environment -- Environmental Factors Leading to Change -- External Forces of Change -- Internal Forces for Change -- Dimension of Environment -- Multidimensional Environment -- Stale, Changing and Turbulent Environment -- Nature of Organisation-Environment Interface for Change -- Role of Three Basic Circles for Organisational Change -- Summary -- Case Study: A Container Leasing Company -- Review Questions -- Organisational Culture and Change -- Introduction -- Sources of Culture -- Types of Culture -- Charismatic vs Self-sufficient Cultures -- Paranoid vs Trusting Culture -- Avoidant vs Achievement Cultures -- Politicised vs Focused Cultures -- Bureaucratic vs Creative Culture -- Significance of Culture During Change -- Concept of Global Organisational Culture -- Organisational Climate -- Functionalities and Dysfunctionalities of Cultures -- Fatalism -- Ambiguity Tolerance -- Contextualism -- Temporalness -- Collectivism -- Particularism -- Other Directedness -- Androgyny -- Tolerance for Power Distance -- Strengths and Weaknesses of Indian Culture -- Extension Motivation -- Synthesis -- Dependency Motive -- Fatalism -- Non-involvement and Non-commitment -- Individualism -- Irreality Orientation -- Top Management and Organisational Culture -- Managing Organisational Culture…”

Tabla de Contenidos: “…-- 6.8 A Super Artificial Worker -- 6.8.1 Generative AI Infrastructure -- 6.8.2 Predictive Infrastructure -- 6.8.3 Generative AI Applications -- 6.8.4 Predictive AI Applications -- References -- Part II Technical and Philosophical Issues -- Chapter 7 Artificial and Human Intelligence -- 7.1 What Intelligence Machines Cannot Simulate -- 7.2 Global Emulation of the Human Brain -- 7.3 Risks and Problems -- 7.3.1 Values -- 7.3.2 Decisions -- 7.4 Choice Architecture -- 7.5 Human Uniqueness -- 7.5.1 Creativity -- 7.5.2 Imagination -- 7.5.3 The Problem of Consciousness -- 7.5.4 Emotional Intelligence -- References -- Chapter 8 Five Critical Aspects You Cannot Ignore -- 8.1 Data Security and Privacy Risks -- 8.2 Technical Challenges and Reliability -- 8.3 Ethical and Legal Considerations -- 8.4 User Adoption and Training…”

Tabla de Contenidos: “…Decolonial perspectives of activism and climate justice in Latin America: Resisting, re-centering, and redefining leadership from the margins -- Introduction -- Modernity, coloniality, and the global social order -- Mainstream leadership and the reproduction of coloniality -- Decolonial perspectives of activism and climate justice leadership…”

Tabla de Contenidos: “…9.3.2 Nondeterminism of Communication Latency -- 9.4 Time Synchronization Protocols -- 9.4.1 Reference Broadcasts Using Global Sources of Time -- 9.4.2 Lightweight Tree-Based Synchronization -- 9.4.3 Timing-sync Protocol for Sensor Networks -- 9.4.4 Flooding Time Synchronization Protocol -- 9.4.5 Reference-Broadcast Synchronization -- 9.4.6 Time-Diffusion Synchronization Protocol -- 9.4.7 Mini-Sync and Tiny-Sync -- Exercises -- References -- 10 Localization -- 10.1 Overview -- 10.2 Ranging Techniques -- 10.2.1 Time of Arrival -- 10.2.2 Time Difference of Arrival -- 10.2.3 Angle of Arrival -- 10.2.4 Received Signal Strength -- 10.3 Range-Based Localization -- 10.3.1 Triangulation -- 10.3.2 Trilateration -- 10.3.3 Iterative and Collaborative Multilateration -- 10.3.4 GPS-Based Localization -- 10.4 Range-Free Localization -- 10.4.1 Ad Hoc Positioning System (APS) -- 10.4.2 Approximate Point in Triangulation -- 10.4.3 Localization Based on Multidimensional Scaling -- 10.5 Event-Driven Localization -- 10.5.1 The Lighthouse Approach -- 10.5.2 Multi-Sequence Positioning -- Exercises -- References -- 11 Security -- 11.1 Fundamentals of Network Security -- 11.2 Challenges of Security in Wireless Sensor Networks -- 11.3 Security Attacks in Sensor Networks -- 11.3.1 Denial-of-Service -- 11.3.2 Attacks on Routing -- 11.3.3 Attacks on Transport Layer -- 11.3.4 Attacks on Data Aggregation -- 11.3.5 Privacy Attacks -- 11.4 Protocols and Mechanisms for Security -- 11.4.1 Symmetric and Public Key Cryptography -- 11.4.2 Key Management -- 11.4.3 Defenses Against DoS Attacks -- 11.4.4 Defenses Against Aggregation Attacks -- 11.4.5 Defenses Against Routing Attacks -- 11.4.6 Security Protocols for Sensor Networks -- 11.4.7 TinySec -- 11.4.8 Localized Encryption and Authentication Protocol -- 11.5 IEEE 802.15.4 and ZigBee Security -- 11.6 Summary -- Exercises -- References…”

Tabla de Contenidos: “…-- 11.2.2 Shared Weight -- 11.2.3 Global Semantics -- 11.2.4 Recurrent Neural Network -- 11.3 Gradient Propagation -- 11.4 How to Use RNN Layers -- 11.4.1 SimpleRNNCell -- 11.4.2 Multilayer SimpleRNNCell Network -- 11.4.3 SimpleRNN Layer -- 11.5 Hands-On RNN Sentiment Classification -- 11.5.1 Dataset -- 11.5.2 Network Model -- 11.5.3 Training and Testing -- 11.6 Gradient Vanishing and Gradient Exploding -- 11.6.1 Gradient Clipping -- 11.6.2 Gradient Vanishing -- 11.7 RNN Short-Term Memory -- 11.8 LSTM Principle -- 11.8.1 Forget Gate -- 11.8.2 Input Gate -- 11.8.3 Update Memory -- 11.8.4 Output Gate -- 11.8.5 Summary -- 11.9 How to Use the LSTM Layer -- 11.9.1 LSTMCell -- 11.9.2 LSTM layer -- 11.10 GRU Introduction -- 11.10.1 Reset Door -- 11.10.2 Update Gate -- 11.10.3 How to Use GRU -- 11.11 Hands-On LSTM/GRU Sentiment Classification -- 11.11.1 LSTM Model -- 11.11.2 GRU model -- 11.12 Pre-trained Word Vectors -- 11.13 Pre-trained Word Vectors -- 11.14 References -- Chapter 12: Autoencoder -- 12.1 Principle of Autoencoder -- 12.2 Hands-On Fashion MNIST Image Reconstruction -- 12.2.1 Fashion MNIST Dataset -- 12.2.2 Encoder -- 12.2.3 Decoder -- 12.2.4 Autoencoder -- 12.2.5 Network Training -- 12.2.6 Image Reconstruction -- 12.3 Autoencoder Variants -- 12.3.1 Dropout Autoencoder -- 12.3.2 Adversarial Autoencoder -- 12.4 Variational Autoencoder -- 12.4.1 Principle of VAE -- 12.4.2 Reparameterization Trick -- 12.5 Hands-On VAE Image Reconstruction -- 12.5.1 VAE model…”

Tabla de Contenidos: “…s Scheme -- 3.3.3.3 Experimental Results -- 3.3.4 LOSSLESS INFORMATION HIDING BY ADAPTIVE COEFFICIENT MODIFICATION IN INTEGER DISCRETE COSINE TRANSFORM DOMAIN -- 3.3.4.1 Global Coefficient-Group Distortion Sorting -- 3.3.4.2 Zero-Tree Discrete Cosine Transform Prediction -- 3.3.4.3 Low-Frequency Coefficients-Based Prediction (LFCP) -- 3.3.4.4 Experimental Results and Performance Analysis -- 3.3.4.4.1 Watermarking Capacity Versus Distortion -- 3.3.4.4.2 Performance Stability -- 3.3.4.4.3 Performance Scalability -- 3.3.4.4.4 Algorithm Complexity -- 3.3.4.4.5 Algorithm Security -- 3.4 INTEGER WAVELET TRANSFORM-BASED SCHEMES -- 3.4.1 VALUE EXPANSION TECHNIQUE IN THE INTEGER WAVELET TRANSFORM DOMAIN -- 3.4.1.1 The Compression Function Suitable for Value Expansion -- 3.4.1.2 Recording of the Compression and Companding Error and Simplification of the Value Expansion -- 3.4.2 COEFFICIENTS' MAGNITUDE PREDICTION TECHNIQUE IN INTEGER WAVELET TRANSFORM DOMAIN -- 3.4.3 COMPARISONS BETWEEN GENERALIZED LOSSLESS COMPRESSION-BASED AND VALUE EXPANSION-BASED SCHEMES -- 3.4.3.1 Generalized Least Significant Bit Lossless Compression Scheme -- 3.4.3.2 Integer Discrete Wavelet Transform Domain Lossless Bit-Plane Compression Scheme -- 3.4.3.3 Integer Discrete Wavelet Transform Domain Coefficient Companding and Compression Scheme -- 3.4.3.4 Integer Discrete Wavelet Transform Domain Histogram Shift Scheme -- 3.5 SUMMARY -- REFERENCES…”

Tabla de Contenidos: “…Systems Engineering Approach Has Achieved Global Recognition -- 1.2. Systems Engineering Processes -- 1.2.1. …”

Tabla de Contenidos: “…-- Preface xiii -- Acknowledgements xv -- List of Abbreviations xvii -- 1 Introduction 1 /Harri Holma -- 1.1 Introduction 1 -- 1.2 LTE Global Deployments and Devices 2 -- 1.3 Mobile Data Traffic Growth 3 -- 1.4 LTE Technology Evolution 4 -- 1.5 LTE Spectrum 5 -- 1.6 Small Cell Deployments 6 -- 1.7 Network Optimization 7 -- 1.8 LTE Evolution Beyond Release 13 8 -- 1.9 Summary 9 -- References 9 -- 2 LTE and LTE Advanced in Releases 8 / 11 11 /Antti Toskala -- 2.1 Introduction 11 -- 2.2 Releases 8 and 9 LTE 11 -- 2.2.1 Releases 8 and 9 Physical Layer 12 -- 2.2.2 LTE Architecture 17 -- 2.2.3 LTE Radio Protocols 17 -- 2.3 LTE Advanced in Releases 10 and 11 19 -- 2.3.1 Carrier Aggregation 19 -- 2.3.2 Multiple Input Multiple Output Enhancements 23 -- 2.3.3 HetNet Enhanced Inter-cell Interference Coordination 23 -- 2.3.4 Coordinated Multipoint Transmission 25 -- 2.4 UE Capability in Releases 8 / 11 26 -- 2.5 Conclusions 28 -- References 28 -- 3 LTE-Advanced Evolution in Releases 12 / 13 29 /Antti Toskala -- 3.1 Introduction 29 -- 3.2 Machine-Type Communications 29 -- 3.3 Enhanced CoMP 34 -- 3.4 FDD / TDD Carrier Aggregation 35 -- 3.5 WLAN-Radio Interworking 37 -- 3.6 Device-to-Device Communication with LTE 39 -- 3.7 Single Cell Point to Multipoint Transmission 41 -- 3.8 Release 12 UE Capabilities 42 -- 3.9 Conclusions 42 -- References 43 -- 4 Small Cell Enhancements in Release 12/13 45 /Antti Toskala, Timo Lunttila, Tero Henttonen and Jari Lindholm -- 4.1 Introduction 45 -- 4.2 Small Cell and Dual Connectivity Principles 45 -- 4.3 Dual Connectivity Architecture Principle 46 -- 4.4 Dual Connectivity Protocol Impacts 47 -- 4.5 Dual Connectivity Physical Layer Impacts and Radio Link Monitoring 49 -- 4.6 Other Small Cell Physical Layer Enhancement 53 -- 4.6.1 256QAM for LTE Downlink 53 -- 4.6.2 Small Cell ON/OFF Switching and Enhanced Discovery 53 -- 4.6.3 Power Saving with Small Cell ON/OFF 56 -- 4.6.4 Over the Air Synchronization Between eNodeBs 56 -- 4.7 Release 13 Enhancements 56.…”

Tabla de Contenidos: “…Peer-to-Peer Remote Copy -- 3.1 Overview and introduction -- 3.1.1 Overview -- 3.1.2 Introduction -- 3.1.3 Synchronous versus non-synchronous -- 3.1.4 Terminology -- 3.1.5 Feature dependencies -- 3.2 Choosing the best method -- 3.2.1 Disaster Recovery -- 3.2.2 Tiers of Disaster Recovery -- 3.2.3 Comparing PPRC features -- 3.3 Invocation and control -- 3.4 PPRC configuration guidelines -- 3.5 Data consistency in a PPRC environment -- 3.5.1 PPRC Failover and Failback modes -- 3.6 Synchronous PPRC -- 3.6.1 How Synchronous PPRC works -- 3.7 PPRC-XD -- 3.7.1 Characteristics -- 3.7.2 How PPRC-XD works -- 3.7.3 PPRC-XD volumes states change logic -- 3.7.4 Duplex-pending state -- 3.7.5 Catch-up transition -- 3.7.6 PPRC-XD implementation considerations -- 3.7.7 Data consistency with PPRC-XD -- 3.7.8 Global catch-up -- 3.7.9 Managing PPRC-XD recovery -- 3.8 Asynchronous Cascading PPRC -- 3.8.1 How Asynchronous Cascading PPRC works -- 3.8.2 Making volumes eligible for cascading -- 3.8.3 Consistent point-in-time copy -- 3.9 Asynchronous PPRC -- 3.9.1 Terminology -- 3.9.2 Asynchronous PPRC - How it works -- 3.9.3 Steps to establish an Asynchronous PPRC Session -- 3.10 PPRC links -- 3.10.1 PPRC connectivity using ESCON ports -- 3.10.2 Distance connections -- 3.10.3 PPRC connectivity using Fibre Channel ports -- Chapter 4. …”

Tabla de Contenidos: “…WebSphere Portal: clustering -- 7.1 WebSphere Application Server Network Deployment -- 7.1.1 Installing Network Deployment machine -- 7.1.2 Installing the Enterprise extensions on Network Deployment -- 7.1.3 Installing Network Deployment Fix Pack 1 -- 7.1.4 Installing WebSphere Enterprise Fix Pack 1 -- 7.1.5 Validating the Network Deployment installation -- 7.1.6 Enabling global security on Network Deployment -- 7.1.7 Setting the required authority for wpsadmin -- 7.2 Installing and configuring WebSphere Portal on node 1 -- 7.3 Installing and configuring WebSphere Portal on node 2 -- 7.3.1 The Portal02 configuration -- 7.4 Adding portal nodes to the cell -- 7.4.1 Adding Portal01 to the cell -- 7.4.2 Adding Portal02 to the cell -- 7.5 Creating the cluster -- 7.5.1 Starting the cluster -- 7.5.2 Updating the Web Server plugin -- 7.5.3 Validating the cluster configuration -- 7.6 Deploying portlets -- 7.7 Deploying themes and skins -- 7.8 Enabling dynamic caching -- 7.9 Removing the Portal node from Deployment Manager -- 7.9.1 Removing the node from the cell -- 7.9.2 Removing all Enterprise Application instances from DM01 -- Chapter 8. …”

Tabla de Contenidos: “…3.5.2 Abnormal level earthquake requirements -- 3.5.3 ALE structural and foundation modeling -- 3.5.3.1 Topside appurtenances and equipment -- 3.6 Ice loads -- 3.7 Other loads -- 3.7.1 Marine growth -- 3.7.2 Scour -- 3.8 Design for ultimate limit state -- 3.8.1 Load factors -- 3.8.1.1 In-place analysis by ISO19902 -- 3.8.1.2 Extreme environmental situation for fixed offshore platforms -- 3.8.1.2.1 Example 3.6 -- 3.8.1.2.2 Example 3.7 -- 3.8.1.3 Operating environmental situations for fixed platforms -- 3.8.2 Partial action factors -- 3.9 Collision events -- 3.10 Material strength -- 3.11 Cement grout -- Further reading -- 4 Offshore structures design -- 4.1 Introduction -- 4.2 Guide for preliminary design -- 4.2.1 Approximate dimensions -- 4.2.2 Bracing system -- 4.2.3 Jacket design -- 4.3 Structure analysis -- 4.3.1 Global structure analysis -- 4.3.2 The loads on the piles -- Example 4.1 -- Solution -- 4.3.3 Modeling techniques -- 4.3.3.1 Joint coordinates -- 4.3.3.2 Local member axes -- 4.3.3.3 Member effective lengths -- 4.3.3.4 Joint eccentricities -- 4.4 Dynamic structure analysis -- 4.4.1 Natural frequency -- Example 4.2 -- 4.5 Cylinder member strength -- 4.5.1 Cylinder member strength calculation by ISO19902 -- 4.5.1.1 Axial tension -- 4.5.1.2 Axial compression -- 4.5.1.3 Column buckling -- 4.5.1.4 Local buckling -- 4.5.1.5 Bending -- 4.5.1.6 Shear -- 4.5.1.7 Torsional shear -- 4.5.1.8 Hydrostatic pressure -- 4.5.1.9 Hoop buckling -- 4.5.1.10 Tubular members subjected to combined forces without hydrostatic pressure -- 4.5.1.10.1 Axial tension and bending -- 4.5.1.10.2 Axial compression and bending -- 4.5.1.11 Tubular members subjected to combined forces with hydrostatic pressure -- 4.5.1.11.1 Axial tension, bending, and hydrostatic pressure -- 4.5.1.11.2 Axial compression, bending, and hydrostatic pressure…”

Tabla de Contenidos: “…5.3.3 Saliency Map Computation using Object Representation 184 -- 5.3.4 Using Attention for Object Recognition 184 -- 5.3.5 Implementation 185 -- 5.3.6 Optimizing the Selection of Top-down Bias 186 -- 5.4 Attention with Memory of Learning and Amnesic Function 187 -- 5.4.1 Visual Memory: Amnesic IHDR Tree 188 -- 5.4.2 Competition Neural Network Under the Guidance of Amnesic IHDR 191 -- 5.5 Top-down Computation in the Visual Attention System: VOCUS 193 -- 5.5.1 Bottom-up Features and Bottom-up Saliency Map 193 -- 5.5.2 Top-down Weights and Top-down Saliency Map 194 -- 5.5.3 Global Saliency Map 196 -- 5.6 Hybrid Model of Bottom-up Saliency with Top-down Attention Process 196 -- 5.6.1 Computation of the Bottom-up Saliency Map 197 -- 5.6.2 Learning of Fuzzy ART Networks and Top-down Decision 197 -- 5.7 Top-down Modelling in the Bayesian Framework 199 -- 5.7.1 Review of Basic Framework 200 -- 5.7.2 The Estimation of Conditional Probability Density 201 -- 5.8 Summary 202 -- References 202 -- 6 Validation and Evaluation for Visual Attention Models 207 -- 6.1 Simple Man-made Visual Patterns 207 -- 6.2 Human-labelled Images 208 -- 6.3 Eye-tracking Data 209 -- 6.4 Quantitative Evaluation 211 -- 6.4.1 Some Basic Measures 211 -- 6.4.2 ROC Curve and AUC Score 213 -- 6.4.3 Inter-subject ROC Area 213 -- 6.5 Quantifying the Performance of a Saliency Model to Human Eye Movement in Static and Dynamic Scenes 215 -- 6.6 Spearman's Rank Order Correlation with Visual Conspicuity 217 -- References 219 -- PART III APPLICATIONS OF ATTENTION SELECTION MODELS 221 -- 7 Applications in Computer Vision, Image Retrieval and Robotics 223 -- 7.1 Object Detection and Recognition in Computer Vision 224 -- 7.1.1 Basic Concepts 224 -- 7.1.2 Feature Extraction 224 -- 7.1.3 Object Detection and Classification 227 -- 7.2 Attention Based Object Detection and Recognition in a Natural Scene 231 -- 7.2.1 Object Detection Combined with Bottom-up Model 231 -- 7.2.2 Object Detection based on Attention Elicitation 233.…”

Tabla de Contenidos: “…-- 2.1.1 Performance guidelines -- 2.1.2 Conventions used -- 2.1.3 A simple copy -- 2.1.4 Selective copying -- 2.1.5 How to perform a global find and replace in a PDS -- 2.1.6 How to create one VSAM file using another as a model -- 2.1.7 How to initialize a VSAM file with low-value records -- 2.1.8 How to populate this newly created file -- 2.1.9 How to split a single file into constituent record types -- 2.1.10 Replace a string in a specific location in a file -- 2.1.11 Copy selected variably blocked records to another file -- 2.1.12 Search for a string in all members of a PDS -- 2.1.13 Multiple Find -- 2.1.14 QSAM allocation using a model -- 2.1.15 Work with VTOC -- 2.1.16 Get information about a load module -- 2.1.17 Dynamic template -- 2.1.18 Compare data sets using templates -- 2.1.19 Working with DB2 -- 2.1.20 Working with IMS -- 2.2 Template processing -- 2.2.1 It really does remember the copybook -- 2.2.2 Using the SELECT command in template edit -- 2.2.3 How to process COPY REPLACING statements -- 2.2.4 How to build a template for multi-record file layouts -- 2.3 Hints and tips…”