Tabla de Contenidos: “…Constitutive Relations in Linear and Nonlinear Thermoelasticity -- 8.3. Mesoscale Bounds -- 8.3.1. …”

Tabla de Contenidos: “…-- How to Use This Book -- Part I: Introduction to Windows Administrative Scripting -- Part II: VBScript Tutorial -- Part III: Windows Management Instrumentation and Active Directory Services Interface -- Part IV: Advanced Scripting Techniques -- Part V: Ready-to-Run Examples -- Appendix -- Preparing to Use This Book -- Typographical Elements -- Sample Scripts -- Sample Scripts-Explained -- Part I: Introduction to Windows Administrative Scripting -- 1 Scripting Concepts and Terminology -- Overview of Scripting -- Script Hosts -- ActiveX Scripting Languages -- The Component Object Model (COM) -- Critical Scripting Security Issues -- VBScript Versus Windows PowerShell -- Summary -- 2 Running Scripts -- Windows Script Host -- Command-Line Scripts -- Notepad and Script Editors -- Writing Your First Script -- Running Your First Script -- Debugging Your First Script -- Summary -- 3 The Components of a Script -- A Typical VBScript -- Functions -- Subroutines -- Main Script -- Comments and Documentation -- Summary -- 4 Designing a Script -- Creating a Task List -- Selecting the Appropriate Tools -- Creating Modules to Perform Tasks -- Validating User Input -- Planning for Errors -- Creating Script Libraries -- Summary -- Part II: VBScript Tutorial -- 5 Functions, Objects, Variables, and More -- Variables Defined -- Functions Defined -- Statements and Subroutines Defined -- Objects Defined -- Summary -- 6 Input and Output -- Displaying Messages -- Asking for Input -- Command-Line Parameters as Input -- Summary -- 7 Manipulating Numbers -- Numbers in VBScript -- Basic Arithmetic -- Advanced Arithmetic -- Boolean Math -- Converting Numeric Data Types -- Converting Other Data Types to Numeric Data -- Summary -- 8 Manipulating Strings -- Strings in VBScript -- Working with Substrings…”

Tabla de Contenidos: “…Preparing to install Oracle Database 10g -- 2.1 Preinstallation tasks -- 2.2 Media and documentation -- 2.3 Verify the TCP/IP and X Windows connection -- 2.3.1 TN3270 connection -- 2.3.2 TCP/IP connection in line mode -- 2.3.3 X Windows connection -- 2.4 Verifying that USS facilities are functional -- 2.4.1 z/OS 1.4 -- 2.4.2 Java -- 2.4.3 Perl -- 2.4.4 Make command -- 2.5 Choose the data set, user and group names -- 2.6 Add user IDs and groups -- 2.7 Verify file system size and permissions -- 2.7.1 The /tmp file system -- 2.7.2 The /oracle file system -- 2.8 Set program properties -- 2.9 AFP-authorize the Oracle AUTHLOAD library -- 2.10 Run the installer -- Chapter 3. Installing the Oracle Libraries -- 3.1 Obtaining the CD-ROMs -- 3.2 Using the Oracle documentation -- 3.3 Set up your system for X Windows -- 3.4 Checking to see if you are ready to install -- 3.5 Connecting with the User ID to install Oracle -- 3.6 Running the Universal Installer -- 3.6.1 Inventory directory panel -- 3.6.2 File locations -- 3.6.3 Available products -- 3.6.4 Select High Level Qualifier (HLQ) -- 3.6.5 Allocate partitioned data sets -- 3.6.6 Exit -- 3.6.7 Some possible problem areas…”

Tabla de Contenidos: “…-- Setting Up the CI Environment -- Sherwood County Library -- Sherwood Library Software Components -- Source Code Management -- Build Automation -- Maven as an Automated Build Tool -- Speeding Up the Build -- Managing the Upstream-Downstream Jobs Complexity -- Continuous Testing -- Types of Tests…”

Tabla de Contenidos:

Tabla de Contenidos: “…Timing Attack -- Power Analysis -- Fault Analysis -- Backdoor Attacks -- Attacks on RSA -- An Attack on ElGamal Signatures -- An Attack on ElGamal Encryption -- Countermeasures -- Quantum Computation and Cryptography -- Introduction -- Quantum Computation -- System -- Entanglement -- Evolution -- Measurement -- The Deutsch Algorithm -- Quantum Cryptography -- Quantum Cryptanalysis -- Shor's Algorithm for Computing Period -- Breaking RSA -- Factoring Integers -- Computing Discrete Logarithms -- Symmetric Techniques -- Introduction -- Block Ciphers -- A Case Study: DES -- The Advanced Standard: AES -- Multiple Encryption -- Modes of Operation -- Stream Ciphers -- Linear Feedback Shift Registers -- Stream Ciphers Based on LFSRs -- Hash Functions -- Merkle's Meta Method -- The Secure Hash Algorithm -- Key Exchange in Sensor Networks -- Complexity Theory and Cryptography -- Introduction -- Provably Difficult Computational Problems Are not Suitable -- One-way Functions and the Complexity Class UP -- Introduction -- Security Issues in a Sensor Network -- The Basic Bootstrapping Framework -- The Basic Random Key Predistribution Scheme -- The q-composite Scheme -- Multi-path Key Reinforcement -- Random Pairwise Scheme -- Multi-hop Range Extension -- Polynomial-pool-based Key Predistribution -- Pairwise Key Predistribution -- Grid-based Key Predistribution -- Matrix-based Key Predistribution -- Location-aware Key Predistribution -- Closest Pairwise Keys Scheme -- Location-aware Polynomial-pool-based Scheme -- Complexity Theoryand Cryptography -- Hints to Selected Exercises -- References -- Index…”

Tabla de Contenidos: “…-- Event Dispatcher and redirects -- Redirecting from a Controller -- Redirecting from a subscriber -- Dispatching events -- Summary -- Chapter 3: Logging and Mailing -- Logging -- The Drupal logging theory -- Our own logger channel -- Our own logger -- Logging for Hello World -- Logging recap -- Mail API -- The theory behind the Mail API -- Implementing hook_mail() -- Sending emails -- Altering someone else's emails -- Custom mail plugins -- Mail API recap -- Tokens -- The Token API -- Using tokens -- Defining new tokens -- Tokens recap -- Summary -- Chapter 4: Theming -- Business logic versus presentation logic -- Twig -- Theme hooks -- Theme hook suggestions -- Render arrays -- The structure of a render array -- The render pipeline -- Assets and libraries -- Libraries -- Common theme hooks -- Lists -- Links -- Tables -- Attributes -- Layouts -- Defining layouts -- Rendering a layout -- Theming our Hello World module -- Summary -- Chapter 5: Menus and Menu Links -- The menu system -- Menus…”

Tabla de Contenidos: “…. -- Chapter 3: Regularization with Linear Models -- Technical requirements -- Training a linear regression model with scikit-learn -- Getting ready -- How to do it... -- There's more... -- See also -- Regularizing with ridge regression -- Getting ready -- How to do it... -- There's more... -- See also -- Regularizing with lasso regression -- Getting ready -- How to do it... -- There's more... -- See also -- Regularizing with elastic net regression -- Getting ready -- How to do it... -- See also -- Training a logistic regression model -- Getting ready -- How to do it... -- Regularizing a logistic regression model -- Getting ready -- How to do it... -- There's more... -- Choosing the right regularization -- Getting ready…”

Tabla de Contenidos: “…Reproduced with the permission of the University of Warsaw Library (inventory number Sd. 612.636). -- 7.2 Woodcut, in Andrea Alciato, Emblematum libellus (Paris: Christianus Wechelus, 1542). …”

Tabla de Contenidos: “…-- Playing Digital Audio Files -- Finding songs in your Music library -- Removing old music from the library -- Keeping Slim Whitman and Slim Shady Apart: Organizing with Playlists -- Know Your Songs -- Setting the song information automatically -- Setting or changing the song information manually -- Ripping Audio Files -- Tweaking the Audio for Your Ears -- A New Kind of Radio Station -- Tuning in your own stations -- Radio stations in your playlists -- Creating a custom Music Radio station -- iSending iStuff to iPhone and iPad -- Burning Music to Shiny Plastic Circles -- Feasting on Music Visuals -- Exercising Parental Authority -- Watching Video with TV -- Buying Digital Media the Apple Way -- Chapter 13 Focusing on Photos -- Delving into Photos -- Working with Images in Photos -- Import images 101 -- Organize mode: Organizing and sorting your images -- Edit mode: Removing and fixing stuff the right way -- Exploring iCloud Photos -- Putting My Photo Stream and iCloud Photo Sharing to Work -- Chapter 14 Making Film History with iMovie -- Shaking Hands with the iMovie Window -- A Bird's-Eye View of Moviemaking -- Importing the Building Blocks -- Pulling in video clips -- Making use of still images -- Importing and adding audio from all sorts of places -- Building the Cinematic Basics -- Adding clips to your movie -- Marking clips -- Removing clips from your movie -- Reordering clips in your movie -- Editing clips in iMovie -- Transitions for the masses -- Even Gone with the Wind had titles -- Adding maps and backgrounds -- Creating an Honest-to-Goodness Movie Trailer…”

Tabla de Contenidos: “…Attempt 1 - setting the "special" environment variables -- Attempt 2 - pointing the Makefile to the correct kernel source tree for the target -- Attempt 3 - cross-compiling our kernel module -- Attempt 4 - cross-compiling our kernel module -- Gathering minimal system information -- Being a bit more security-aware -- Licensing kernel modules -- Emulating "library-like" features for kernel modules -- Performing library emulation via multiple source files -- Understanding function and variable scope in a kernel module -- Understanding module stacking -- Trying out module stacking -- Passing parameters to a kernel module -- Declaring and using module parameters -- Getting/setting module parameters after insertion -- Module parameter data types and validation -- Validating kernel module parameters -- Overriding the module parameter's name -- Hardware-related kernel parameters -- Floating point not allowed in the kernel -- Auto-loading modules on system boot -- Module auto-loading - additional details -- Kernel modules and security - an overview -- Proc filesystem tunables affecting the system log -- The cryptographic signing of kernel modules -- Disabling kernel modules altogether -- Coding style guidelines for kernel developers -- Contributing to the mainline kernel -- Getting started with contributing to the kernel -- Summary -- Questions -- Further reading -- Section 2: Understanding and Working with the Kernel -- Chapter 6: Kernel Internals Essentials - Processes and Threads -- Technical requirements -- Understanding process and interrupt contexts -- Understanding the basics of the process VAS -- Organizing processes, threads, and their stacks - user and kernel space -- User space organization -- Kernel space organization -- Summarizing the current situation -- Viewing the user and kernel stacks -- Traditional approach to viewing the stacks…”

Tabla de Contenidos: “…. -- See also -- Connecting with a Vulkan Loader library -- How to do it... -- How it works... -- See also -- Preparing for loading Vulkan API functions -- How to do it... -- How it works... -- See also -- Loading functions exported from a Vulkan Loader library -- How to do it... -- How it works... -- See also -- Loading global-level functions -- How to do it... -- How it works... -- See also -- Checking available Instance extensions -- How to do it... -- How it works... -- See also -- Creating a Vulkan Instance -- How to do it... -- How it works... -- See also -- Loading instance-level functions -- How to do it... -- How it works... -- See also -- Enumerating available physical devices -- How to do it... -- How it works... -- See also -- Checking available device extensions -- How to do it... -- How it works... -- See also -- Getting features and properties of a physical device -- How to do it... -- How it works... -- See also -- Checking available queue families and their properties -- How to do it... -- How it works... -- See also -- Selecting the index of a queue family with the desired capabilities -- How to do it... -- How it works... -- See also -- Creating a logical device -- Getting ready -- How to do it... -- How it works... -- See also -- Loading device-level functions -- How to do it... -- How it works... -- See also -- Getting a device queue -- How to do it... -- How it works... -- See also…”

Tabla de Contenidos: “…Use the Cache Management Functions to Guarantee Coherency -- Exercise 6.5 Data Cache Configuration -- Double Precision Floating Point Unit -- Functional Safety -- Cortex-M7 Safety Features -- Safety Documentation -- Development Tools -- Conclusion -- 7 Debugging with CoreSight -- Introduction -- CoreSight Hardware -- Debugger Hardware -- CoreSight Debug Architecture -- Exercise 7.1 CoreSight Debug -- Hardware Configuration -- Software Configuration -- Debug Limitations -- Instrumentation Trace -- Exercise 7.2 Setting Up the ITM -- System Control Block Debug Support -- Tracking Faults -- Exercise 7.3 Processor Fault Exceptions -- Instruction Trace with the Embedded Trace Macrocell -- Exercise 7.4 Using the ETM Trace -- CMSIS-DAP -- Cortex-M0+ MTB -- Exercise 7.5 Micro Trace Buffer -- CMSIS System Viewer Description -- Exercise 7.6 CMSIS-SVD -- Conclusion Debug Features Summary -- 8 Practical DSP for Cortex-M4 and Cortex-M7 -- Introduction -- Hardware FPU -- FPU Integration -- FPU Registers -- Cortex-M7 FPU -- Enabling the FPU -- Exceptions and the FPU -- Using the FPU -- Exercise 8.1 Floating Point Unit -- Cortex-M4/M7 DSP and SIMD Instructions -- Exercise 8.2 SIMD Instructions -- Exercise 8.3 Optimizing DSP Algorithms -- The CMSIS-DSP Library -- CMSIS-DSP Library Functions -- Exercise 8.3 Using the CMSIS-DSP Library -- DSP Data Processing Techniques -- Exercise 8.4 FIR Filter with Block Processing -- Fixed Point DSP with Q Numbers -- Exercise 8.5 Fixed Point FFT Transform -- Conclusion -- 9 Cortex Microcontroller Software Interface Standard-Real-Time Operating System -- Introduction -- First Steps with CMSIS-RTOS -- Accessing the CMSIS-RTOS API -- Threads -- Starting the RTOS -- Exercise 9.1 A First CMSIS-RTOS Project -- Creating Threads -- Exercise 9.2 Creating and Managing Threads -- Thread Management and Priority…”

Tabla de Contenidos: “…Inserting a table on a slide -- Drawing a table -- Applying style to a table -- Working with the Layout tab -- Inserting WordArt -- Using Hyperlinks -- Creating a hyperlink to another slide -- Creating a hyperlink to another presentation or to a website -- Adding Action Buttons -- Assigning button actions -- Choosing button shapes -- Creating a button -- Creating a navigation toolbar -- Inserting Equations -- Part 4 Working with Others -- Chapter 17 Collaborating in the Cloud -- Sharing a Presentation in the Cloud -- Sharing a Presentation with Other Users -- Sending Slides for Review Via Email -- Using Comments -- Comparing Presentations -- Chapter 18 Using a Slide Library and Other Ways to Reuse Slides -- Stealing Slides from Another Presentation -- Saving Slides in a Slide Library -- Stealing Slides from a Slide Library -- Chapter 19 Exporting Your Presentation to Other Formats -- Creating a PDF File -- Crafting a Video -- Adding timings and narration -- Creating a video -- Packaging Your Presentation on a CD -- Creating Word Handouts -- Part 5 The Part of Tens -- Chapter 20 Ten PowerPoint Commandments -- I. …”

Tabla de Contenidos: “…Storage Qualifiers -- Reserved Variables -- Built-in Functions -- Overview of Vertex Shaders -- A Complex Vertex Shader -- Overview of Fragment or Pixel Shaders -- Overview of the Shader Class -- The Camera -- The 3D Object Mesh -- Mesh Vertex Data -- The MeshEx Class -- MeshEx Class Overview -- MeshEx Class Constructor -- MeshEx Class Error Debug Function -- MeshEx Class Mesh Draw Function -- Lighting -- Overview of Lighting -- The PointLight Class -- Building the Normal Matrix -- Lighting in the Vertex Shader -- Ambient -- Diffuse -- Specular -- Lighting in the Fragment Shader -- Ambient Lighting -- Diffuse Lighting -- Specular Lighting -- Final Fragment Color -- Materials -- The Material Class -- Materials in the Fragment Shader -- Textures -- Texture Magnification and Minification -- Texture Clamping and Repeating -- The Texture Class -- Textures in the Vertex Shader -- Textures in the Fragment Shader -- Summary -- Chapter 5: Motion and Collision -- Overview of Motion -- Linear Velocity and Linear Acceleration -- Newton's Laws of Motion -- Gravity -- Angular Velocity and Angular Acceleration -- Rotational Forces -- The Physics Class -- Hands-on Example: Linear Motion and Angular Motion Using Forces -- Creating a Four-Sided Textured Cube -- Modifying the Object3d Class -- Modifying the MyGLRenderer Class -- Overview of Collisions -- Collision Detection -- Modifying the MeshEx Class -- Modifying the Object3d Class -- Types of Collisions -- Modifying the Physics Class -- Calculating Collisions -- Modifying the Physics Class -- Hands-on Example: Collisions -- Modifying the MyGLRenderer Class -- Newton's Law of Gravity -- Drone Grid Case Study: Creating a Gravity Grid Using a Vertex Shader -- Modifying the Physics Class -- Modifying the MeshEx Class -- The GravityGridEx Class -- Creating the New Vertex Shader -- Main() Function of Shader…”

Tabla de Contenidos: “…Creating a hyperlink to another presentation or to a website -- Adding Action Buttons -- Assigning button actions -- Choosing button shapes -- Creating a button -- Creating a navigation toolbar -- Inserting Equations -- Part IV Working with Others -- Chapter 17 Collaborating in the Cloud -- Sharing a Presentation in the Cloud -- Sharing a Presentation with Other Users -- Sending Slides for Review Via Email -- Using Comments -- Comparing Presentations -- Chapter 18 Using a Slide Library and Other Ways to Reuse Slides -- Stealing Slides from Another Presentation -- Saving Slides in a Slide Library -- Stealing Slides from a Slide Library -- Chapter 19 Exporting Your Presentation to Other Formats -- Creating a PDF File -- Crafting a Video -- Adding timings and narration -- Creating a video -- Packaging Your Presentation on a CD -- Creating Word Handouts -- Part V The Part of Tens -- Chapter 20 Ten PowerPoint Commandments -- I. …”

Tabla de Contenidos: “…-- Abstracting out the external system -- Deciding what our domain model needs -- Writing the domain code -- Deciding what should be in our domain model -- Using libraries and frameworks in the domain model -- Deciding on a programming approach -- Substituting test doubles for external systems -- Replacing the adapters with test doubles -- Unit testing bigger units -- Unit testing entire user stories -- Wordz - abstracting the database -- Designing the repository interface -- Designing the database and random numbers adapters -- Summary -- Questions and answers -- Further reading -- Chapter 10: FIRST Tests and the Test Pyramid -- Technical requirements -- The test pyramid -- Unit tests - FIRST tests -- Integration tests -- What should an integration test cover? …”

Tabla de Contenidos: “…The SurveyPrompt component -- Examining the routable Razor components -- The Index component -- The Counter component -- The FetchData component -- Using a component -- Modifying a component -- Adding a parameter to a component -- Using a parameter with an attribute -- Adding a route parameter -- Using partial classes to separate markup from code -- Summary -- Questions -- Further reading -- Chapter 3: Debugging and Deploying a Blazor WebAssembly App -- Technical requirements -- Debugging a Blazor WebAssembly.app -- Debugging in Visual Studio -- Debugging in the browser -- Understanding logging -- Understanding log levels -- Setting the minimum log level -- Handling exceptions -- Setting error boundaries -- Creating a custom error component -- Using ahead-of-time (AOT) compilation -- Deploying a Blazor WebAssembly app to Microsoft Azure -- Creating the "guess the number" project -- Project overview -- Getting started with the project -- Adding a Game component -- Adding the code -- Adding a style sheet -- Setting up and playing the game -- Adding logging -- Debugging in Visual Studio -- Updating the code -- Debugging in the browser -- Adding an ErrorBoundary component -- Deploying the application to Microsoft Azure -- Summary -- Questions -- Further reading -- Chapter 4: Building a Modal Dialog Using Templated Components -- Technical requirements -- Using RenderFragment parameters -- Using EventCallback parameters -- Understanding CSS isolation -- Enabling CSS isolation -- Supporting child components -- Creating the modal dialog project -- Project overview -- Getting started with the project -- Adding the Dialog component -- Add a CSS file -- Test the Dialog component -- Add EventCallback parameters -- Add RenderFragment parameters -- Create a Razor class library -- Test the Razor class library -- Add a component to the Razor class library -- Summary…”

Tabla de Contenidos: “…239 8.4 Bayesian Model Selection 274 8.5 SMC Samplers Estimators of Model Evidence 276 8.6 Multiple Risk Dependence Structure Model Selection: Copula Choice 277 9 Flexible Parametric Severity Models: Basics 289 9.1 Motivation for Flexible Parametric Severity Loss Models 289 9.2 Context of Flexible Heavy Tailed Loss Models in OpRisk and Insurance LDA Models 290 9.3 Empirical Analysis Justifying Heavy Tailed Loss Models in OpRisk 292 9.4 Flexible Distributions for Severity Models in OpRisk 294 9.5 Quantile Function Heavy Tailed Severity Models 294 9.6 Generalized Beta Family of Heavy Tailed Severity Models 321 9.7 Generalized Hyperbolic Families of Heavy Tailed Severity Models 328 9.8 Halphen Family of Flexible Severity Models: GIG and Hyperbolic 338 10 Modelling Dependence 353 10.1 Dependence Modelling Within and Between LDA Model Structures 353 10.2 General Notions of Dependence 358 10.3 Dependence Measures and Tail Dependence 364 10.4 Introduction to Parametric Dependence Modeling Through a Copula 380 10.5 Copula Model Families for OpRisk 387 10.6 Copula Parameter Estimation in Two Stages: Inference For the Margins 416 10.7 Multiple Risk LDA Compound Poisson Processes and Levy Copula 420 10.8 Multiple Risk LDA: Dependence Between Frequencies via Copula 425 10.9 Multiple Risk LDA: Dependence Between the k-th Event Times/Losses 425 10.10 Multiple Risk LDA: Dependence Between Aggregated Losses via Copula 430 10.11 Multiple Risk LDA: Structural Model with Common Factors 432 10.12 Multiple Risk LDA: Stochastic and Dependent Risk Profiles 434 10.13 Multiple Risk LDA: Dependence and Combining Different Data Sources 437 10.14 A Note on Negative Diversification and Dependence Modelling 445 11 Loss Aggregation 447 11.1 Introduction 447 11.2 Analytic Solution 448 11.3 Monte Carlo Method 454 11.4 Panjer Recursion 457 11.5 Panjer Extensions 462 11.6 Fast Fourier Transform 463 11.7 Closed-Form Approximation 466 11.8 Capital Charge Under Parameter Uncertainty 471 12 Scenario Analysis 477 12.1 Introduction 477 12.2 Examples of Expert Judgements 480 12.3 Pure Bayesian Approach (Estimating Prior) 482 12.4 Expert Distribution and Scenario Elicitation: learning from Bayesian methods 484 12.5 Building Models for Elicited Opinions: Heirarchical Dirichlet Models 487 12.6 Worst Case Scenario Framework 489 12.7 Stress Test Scenario Analysis 492 12.8 Bow-Tie Diagram 495 12.9 Bayesian Networks 497 12.10 Discussion 504 13 Combining Different Data Sources 507 13.1 Minimum variance principle 508 13.2 Bayesian Method to Combine Two Data Sources 510 13.3 Estimation of the Prior Using Data 528 13.4 Combining Expert Opinions with External and Internal Data 530 13.5 Combining Data Sources Using Credibility Theory 546 13.6 Nonparametric Bayesian approach via Dirichlet process 556 13.7 Combining using Dempster-Shafer structures and p-boxes 558 13.8 General Remarks 567 14 Multifactor Modelling and Regression for Loss Processes 571 14.1 Generalized Linear Model Regressions and the Exponential Family 571 14.2 Maximum Likelihood Estimation for Generalized Linear Models 573 14.3 Bayesian Generalized Linear Model Regressions and Regularization Priors 576 14.4 Bayesian Estimation and Model Selection via SMC Samplers 583 14.5 Illustrations of SMC Samplers Model Estimation and Selection for Bayesian GLM Regressions 585 14.6 Introduction to Quantile Regression Methods for OpRisk 590 14.7 Factor Modelling for Industry Data 597 14.8 Multifactor Modelling under EVT Approach 599 15 Insurance and Risk Transfer: Products and Modelling 601 15.1 Motivation for Insurance and Risk Transfer in OpRisk 602 15.2 Fundamentals on Insurance Product Structures for OpRisk 604 15.3 Single Peril Policy Products for OpRisk 609 15.4 Generic Insurance Product Structures for OpRisk 611 15.5 Closed Form LDA Models with Insurance Mitigations 621 16 Insurance and Risk Transfer: Pricing 663 16.1 Insurance Linked Securities and Catastrophe Bonds for OpRisk 664 16.2 Basics of Valuation of Insurance Linked Securities and Catastrophe Bonds for OpRisk 679 16.3 Applications of Pricing Insurance Linked Securities and Catastrophe Bonds 709 16.4 Sidecars, Multiple Peril Baskets and Umbrellas for OpRisk 726 16.5 Optimal Insurance Purchase Strategies for OpRisk Insurance via Multiple Optimal Stopping Times 733 A. …”

Tabla de Contenidos: “…-- Technical requirements -- Detecting fake news using NLP -- Fake news classification with random forest -- About the dataset -- Importing useful libraries -- Reading and verifying the data -- NULL value check -- Combining title and text into a single column -- Cleaning and pre-processing data -- Separating the data and labels -- Converting text into numeric data -- Splitting the data -- Defining the random forest classifier -- Training the model -- Predicting the test data -- Checking the results/metrics on the test dataset -- Confusion matrix -- Launching model training on Vertex AI -- Setting configurations -- Initializing the Vertex AI SDK -- Defining the Vertex AI training job -- Running the Vertex AI job -- BERT-based fake news classification -- BERT for fake news classification -- Importing useful libraries -- The dataset -- Data preparation -- Splitting the data -- Creating data loader objects for batching -- Loading the pre-trained BERT model -- Scheduler -- Training BERT…”