“…Chapters address such topics as adsorbed natural gas, fermentation processes for producing value-added products from natural gas, processes for separating C3+ hydrocarbon from natural gas, natural gas dehydration, and much more…”

“…You'll learn how a modern framework operates by adding features like component state and lifecycle management, a virtual DOM, and reconciliation algorithms to update the HTML efficiently. …”

“…You’ll learn how a modern framework operates by adding features like component state and lifecycle management, a virtual DOM, and reconciliation algorithms to update the HTML efficiently. …”

“…This authoritative book provides research from the neurosciences and education along with practical strategies to help groups function more effectively and thoughtfully. By adding the cognitive dimension to cooperative learning, this book will help readers apply strategies of successful group work in classrooms and professional educational learning communities…”

“…Chapter 30, Thermophysical Properties of Refrigerants, has added tables and diagrams for HFO-1234yf and HFO-1234ze(E). …”

Tabla de Contenidos: “…CPU -- 7.1.2 Downloading the clothing dataset -- 7.1.3 TensorFlow and Keras -- 7.1.4 images -- 7.2 Convolutional neural networks -- 7.2.1 Using a pretrained model -- 7.2.2 Getting predictions -- 7.3 Internals of the model -- 7.3.1 Convolutional layers -- 7.3.2 Dense layers -- 7.4 Training the model -- 7.4.1 Transfer learning -- 7.4.2 Loading the data -- 7.4.3 Creating the model -- 7.4.4 Training the model -- 7.4.5 Adjusting the learning rate -- 7.4.6 Saving the model and checkpointing -- 7.4.7 Adding more layers -- 7.4.8 Regularization and dropout -- 7.4.9 Data augmentation -- 7.4.10 Training a larger model -- 7.5 Using the model -- 7.5.1 Loading the model -- 7.5.2 Evaluating the model -- 7.5.3 Getting the predictions -- 7.6 Next steps -- 7.6.1 Exercises -- 7.6.2 Other projects -- Summary -- Answers to exercises -- 8 Serverless deep learning -- 8.1 Serverless: AWS Lambda -- 8.1.1 TensorFlow Lite -- 8.1.2 Converting the model to TF Lite format -- 8.1.3 Preparing the images -- 8.1.4 Using the TensorFlow Lite model -- 8.1.5 Code for the lambda function -- 8.1.6 Preparing the Docker image -- 8.1.7 Pushing the image to AWS ECR -- 8.1.8 Creating the lambda function -- 8.1.9 Creating the API Gateway -- 8.2 Next steps -- 8.2.1 Exercises -- 8.2.2 Other projects -- Summary -- 9 Serving models with Kubernetes and Kubeflow -- 9.1 Kubernetes and Kubeflow -- 9.2 Serving models with TensorFlow Serving -- 9.2.1 Overview of the serving architecture -- 9.2.2 The saved_model format -- 9.2.3 Running TensorFlow Serving locally -- 9.2.4 Invoking the TF Serving model from Jupyter…”

Tabla de Contenidos: “…-- Q4: Does the initial analysis indicate significant improvement? -- Q5: Is it worth adding custom hardware? -- Q6: Can protocol changes be avoided? …”

Tabla de Contenidos: “…3.4.3 Value to the Experimenter -- 3.4.4 Support Provided by the Federation to SMEs -- 3.4.5 Added Value of the Federation -- 3.5 Operating the Federation -- 3.5.1 Federation Model, Structure and Roles -- 3.5.2 Financial Approach of the Federation -- 3.5.3 Organization of the Federation -- 3.6 Summary -- Chapter 4 - A Platform for 4G/5G Wireless Networking Research,Targeting the Experimentally-Driven Research Approach - FLEX - -- 4.1 Introduction -- 4.2 Problem Statement -- 4.2.1 FLEX Testbeds -- 4.2.1.1 NITOS testbed -- 4.2.1.2 w-iLab.t testbed -- 4.2.1.3 OpenAirInterface testbed -- 4.2.1.4 PerformNetworks testbed -- 4.2.1.5 FUSECO playground -- 4.3 Background and State-of-the-Art on Control and Management of Testbeds -- 4.3.1 Slice-based Federation Architecture (SFA) -- 4.3.2 cOntrol and Management Framework (OMF) -- 4.3.3 OML -- 4.4 Approach -- 4.5 Technical Work -- 4.5.1 Control Plane Tools -- 4.5.1.1 NITOS Scheduler -- 4.5.1.2 jFed -- 4.5.1.3 NITOS brokering -- 4.5.2 Experimental Plane Tools -- 4.5.2.1 The FLEX LTErf service -- 4.5.2.2 OMF extensions -- 4.5.3 Monitoring Applications -- 4.5.3.1 FLEX QoE tool -- 4.5.3.2 FLEX problems -- 4.5.3.3 FLEX netchanges -- 4.5.4 Handover Toolkit -- 4.5.4.1 S1-based handovers -- 4.5.4.2 X2-based handovers -- 4.5.4.3 Cross-technology Inter-RAT SDN based handovers -- 4.5.5 Mobility Emulation Platforms -- 4.5.6 Functional Federation -- 4.6 Results and/or Achievements -- 4.6.1 Semantic Based Coordination for LTE in Unlicensed Bands -- 4.6.2 FLOW LTE to Wi-Fi Offloading Experiments -- Discussion -- Conclusions -- References -- Chapter 5 - MONROE: Measuring Mobile Broadband Networks in Europe -- 5.1 Introduction -- 5.2 Background and State of the Art -- 5.3 MONROE Approach and Key Features -- 5.4 MONROE System Design -- 5.5 Experiment Deployment -- 5.5.1 MONROE as a Fed4FIRE Federated Project…”

Tabla de Contenidos: “…. -- Las nuevas directrices la SFP, para prevenir y gestionar conflictos de interés, atienden una deficiencia de las políticas anteriores, y México debe, por lo tanto, asegurarse de que sean revisadas teniendo en cuenta la Ley General de Responsabilidad Ad..…”

Tabla de Contenidos: “…Coahuila podría crear un grupo de trabajo ad hoc que se encargue de elaborar los mecanismos de coordinación con los municipios y de proporcionar apoyo continuo para construir sistemas anticorrupción municipales coherentes. -- Gráfica 1.1. …”

Tabla de Contenidos: “…Corrompre ou ne pas corrompre -- Le rôle de l'OCDE dans l'action contre la corruption -- De la création d'un Groupe de travail ad hoc à la Recommandation ministérielle de 1997 -- Négociation et signature de la Convention -- Caractéristiques générales de la Convention de 1997 -- L'infraction de corruption active et la responsabilité des sociétés -- Critères de compétence -- Application de la législation contre le blanchiment de capitaux -- Obligations non pénales d'information comptable et financière -- Entraide judiciaire et extradition -- Entrée en vigueur et élargissement du nombre de participants -- Application de la Recommandation de 1997 -- L'impact de l'application et du suivi sur les activités commerciales internationales -- Notes -- Bibliographie -- Chapitre 3. …”

Tabla de Contenidos: “…-- Calcul des équivalents ad valorem -- Les droits moyens pour les pays du modèle AGLINK sont élevés -- Les tarifs sont très dispersés -- Tableau I.3. …”

Tabla de Contenidos: “…-- 5.5.2.3 A Parallel Development Path: Assessing Intangible Asset Stocks -- 5.6 Conclusion -- Acknowledgment -- References -- Chapter 6 Measuring the US Digital Economy -- 6.1 Introduction -- 6.2 Experimental Digital Economy Measures -- 6.2.1 Methodology -- 6.2.1.1 Defining the Digital Economy -- 6.2.1.2 Calculating Results -- 6.2.2 Domestic Trends -- 6.2.2.1 Value Added -- 6.2.2.2 Gross Output -- 6.2.2.3 Prices -- 6.2.3 International Collaboration and Alignment -- 6.2.3.1 The Organization for Economic Co‐operation and Development Working Party on National Accounts…”

Tabla de Contenidos: “…2.2.3 Example: The Geometry of a Linear Model -- 2.2.4 Orthogonal Columns and Parameter Orthogonality -- 2.2.5 Pythagoras's Theorem Applications for Linear Models -- 2.3 Linear Model Examples: Projections and SS Decompositions -- 2.3.1 Example: Null Model -- 2.3.2 Example: Model for the One-way Layout -- 2.3.3 Sums of Squares and ANOVA Table for One-Way Layout -- 2.3.4 Example: Model for Two-Way Layout with Randomized Block Design -- 2.4 Summarizing Variability in a Linear Model -- 2.4.1 Estimating the Error Variance for a Linear Model -- 2.4.2 Sums of Squares: Error (SSE) and Regression (SSR) -- 2.4.3 Effect on SSR and SSE of Adding Explanatory Variables -- 2.4.4 Sequential and Partial Sums of Squares -- 2.4.5 Uncorrelated Predictors: Sequential SS = Partial SS = SSR Component -- 2.4.6 R-Squared and the Multiple Correlation -- 2.5 Residuals, Leverage, and Influence -- 2.5.1 Residuals and Fitted Values Are Uncorrelated -- 2.5.2 Plots of Residuals -- 2.5.3 Standardized and Studentized Residuals -- 2.5.4 Leverages from Hat Matrix Measure Potential Influence -- 2.5.5 Influential Points for Least Squares Fits -- 2.5.6 Adjusting for Explanatory Variables by Regressing Residuals -- 2.5.7 Partial Correlation -- 2.6 Example: Summarizing the Fit of a Linear Model -- 2.7 Optimality of Least Squares and Generalized Least Squares -- 2.7.1 The Gauss-Markov Theorem -- 2.7.2 Generalized Least Squares -- 2.7.3 Adjustment Using Estimated Heteroscedasticity -- Chapter Notes -- Exercises -- 3 Normal Linear Models: Statistical Inference -- 3.1 Distribution Theory for Normal Variates -- 3.1.1 Multivariate Normal Distribution -- 3.1.2 Chi-Squared, F, and t Distributions -- 3.1.3 Noncentral Distributions -- 3.1.4 Normal Quadratic Forms with Projection Matrices Are Chi-Squared -- 3.1.5 Proof of Cochran's Theorem -- 3.2 Significance Tests for Normal Linear Models…”

Tabla de Contenidos: “…3.1 Introduction -- 3.2 Definitions -- 3.2.1 Sources -- 3.2.2 Attributes -- 3.2.2.1 Volume -- 3.2.2.2 Variety -- 3.2.2.3 Velocity -- 3.2.2.4 Veracity -- 3.2.2.5 Variability -- 3.2.2.6 Value -- 3.2.2.7 Visualization -- 3.2.3 The Making of Big Data -- 3.3 The Analytic Challenge: From Database Marketing to Big Data and Data Science -- 3.4 Assessing Data Quality -- 3.4.1 Validity -- 3.4.2 Missingness -- 3.4.3 Representation -- 3.5 Applications in Market, Opinion, and Social Research -- 3.5.1 Adding Value through Linkage -- 3.5.2 Combining Big Data and Surveys in Market Research -- 3.6 The Ethics of Research Using Big Data -- 3.7 The Future of Surveys in a Data-Rich Environment -- References -- Chapter 4 The Role of Statistical Disclosure Limitation in Total Survey Error -- 4.1 Introduction -- 4.2 Primer on SDL -- 4.3 TSE-Aware SDL -- 4.3.1 Additive Noise -- 4.3.2 Data Swapping -- 4.4 Edit-Respecting SDL -- 4.4.1 Simulation Experiment -- 4.4.2 A Deeper Issue -- 4.5 SDL-Aware TSE -- 4.6 Full Unification of Edit, Imputation, and SDL -- 4.7 ``Big Data ́ ́ Issues -- 4.8 Conclusion -- Acknowledgments -- References -- Section 2 Implications for Survey Design -- Chapter 5 The Undercoverage-Nonresponse Tradeoff -- 5.1 Introduction -- 5.2 Examples of the Tradeoff -- 5.3 Simple Demonstration of the Tradeoff -- 5.4 Coverage and Response Propensities and Bias -- 5.5 Simulation Study of Rates and Bias -- 5.5.1 Simulation Setup -- 5.5.2 Results for Coverage and Response Rates -- 5.5.3 Results for Undercoverage and Nonresponse Bias -- 5.5.3.1 Scenario 1 -- 5.5.3.2 Scenario 2 -- 5.5.3.3 Scenario 3 -- 5.5.3.4 Scenario 4 -- 5.5.3.5 Scenario 7 -- 5.5.4 Summary of Simulation Results -- 5.6 Costs -- 5.7 Lessons for Survey Practice -- References -- Chapter 6 Mixing Modes: Tradeoffs Among Coverage, Nonresponse, and Measurement Error Roger Tourangeau -- 6.1 Introduction…”

Tabla de Contenidos: “…5.16.2 Advocacy for victims' rights -- 5.17 Conclusion -- 5.17.1 Developing comprehensive policies and legal frameworks -- 5.17.2 Continuous technological vigilance and adaptive detection mechanisms -- 5.17.3 Global collaboration, standards, and cooperation -- 5.17.4 Public awareness, education, and evolving educational programmes -- 5.17.5 Ethical considerations in AI development -- 5.17.6 Proactive approach to emerging threats and evolving tactics -- References -- 6 Trust and risk: psybersecurity in the AI era -- 6.1 Introduction -- 6.1.1 The emerging importance of securing mental health in the digital age -- 6.2 Trust and risk in AI -- 6.2.1 Psychological foundations of trust -- 6.2.2 Context and significance of trust and risk in the AI era -- 6.2.3 Benefits of trust in AI -- 6.3 Risks stemming from trust in AI -- 6.3.1 Over-trust in AI products: abuse and misuse -- 6.3.2 Under-trust in AI products: disuse -- 6.4 Psybersecurity risk framework -- 6.4.1 Mass impact -- 6.4.2 Direct AI impact -- 6.4.3 Malicious use of AI -- 6.5 Discussion -- 6.5.1 Awareness training -- 6.5.2 Transparency in AI -- 6.5.3 Industry regulations -- 6.5.4 Legal frameworks -- 6.6 Conclusion -- References -- 7 Security through influence over mandate -- 7.1 Introduction -- 7.1.1 Make security tangible, not another compliance slideshow -- 7.1.2 Ease, not pain, should be synonymous with security -- 7.1.3 Resistance is necessary and good -- 7.1.4 Security is achieved through continuous, small steps -- 7.1.5 Security is enablement, not gatekeeping -- 7.2 Pattern 1: make security tangible, not another compliance slideshow -- 7.2.1 Adding to the cultural fabric -- 7.2.2 Accelerating the spread of knowledge -- 7.2.3 The difference between reading and knowing the incident response plan -- 7.2.4 The discipline of security chaos engineering -- 7.2.5 Summary…”

Tabla de Contenidos: “…Implementing HA queue managers: Part 3 -- 5.1 Scenario three overview -- 5.2 Planning an implementation -- 5.2.1 Hardware setup -- 5.2.2 Cluster components -- 5.2.3 GPFS file systems -- 5.3 Performing an implementation -- 5.3.1 Time synchronization -- 5.3.2 Secure communications -- 5.3.3 Support programs for the FAStT device -- 5.3.4 RSCT and GPFS -- 5.3.5 Configuring WebSphere MQ -- 5.3.6 Message generating application -- 5.3.7 Compiling and running the message generation application -- 5.3.8 Messaging retrieval application -- 5.3.9 Adding Linux high availability -- 5.3.10 HA configuration summary -- 5.4 Running the shared-disk test -- Chapter 6. …”

Tabla de Contenidos: “…11.6 The Tribology of Joint Replacements: Impact on Joint Lifetime -- 11.7 Point to the Future -- 11.8 Thought Exercise: Short-Term Surgical Viability Versus Long-Term Survival -- 11.9 Other Schemes to Reduce the Wear on Sterilized Surfaces -- 11.10 Conclusions -- 11.11 Problems -- References -- 12 Neural Interventions -- 12.1 Introduction -- 12.2 Aneurysm and Cerebrovascular Modulation -- 12.2.1 Clips -- 12.2.2 Coils -- 12.2.3 Embolic Fluids -- 12.2.3.1 Dispersion-based Embolics -- 12.2.3.2 Reactive Liquid Embolics -- 12.2.4 Filling of Other Defects -- 12.3 Neural Probes and Stimulators -- 12.4 Conclusion -- 12.5 Problems -- References -- 13 Cardiovascular Interventions -- 13.1 Introduction -- 13.2 Valvular Repairs: Rationale for Intervention: Murmurs, Regurgitation, Congestive Heart Failure -- 13.2.1 Sutures to Address Leaflet Tears -- 13.2.2 Annulolasty Rings -- 13.3 Prosthetic and Bioprosthetic Replacement Valves -- 13.4 Outcomes -- 13.5 Interchamber Defects -- 13.6 Vascular Grafts -- 13.6.1 Dacron Grafts -- 13.6.2 Expanded Polytetrafluoroethylene (ePTFE) -- 13.7 Stents -- 13.8 Drug Eluting Stents -- 13.9 Added Constraints: Pediatric Cardiac Interventions -- 13.10 Pacemakers, Defibrillators, and Associated Hardware -- 13.11 Conclusions -- 13.12 Pointing to the Future -- 13.13 Problems -- References -- 14 Artificial Organs -- 14.1 Kidney: Dialysis -- 14.1.1 Dialysis Options -- 14.1.2 Peritoneal Dialysis -- 14.1.3 Hemodialysis -- 14.1.4 Continuous Metabolite Extraction -- 14.2 Artificial Pancreas -- 14.3 Artificial Bladders -- 14.4 Pivoting to the future -- 14.5 Problems -- References -- 15 Special Topics: Assays Applied to Both Health and Sports -- 15.1 Introduction and Historical Basis -- 15.2 What Can be Learned From Urinalysis? …”