INLA or MCMC? A tutorial and comparative evaluation for spatial prediction in log-Gaussian Cox processes

Mathematics

• Spatial Prediction 83%
• Cox Process 71%
• Laplace Approximation 68%
• Markov Chain Monte Carlo 51%
• Gaussian Process 49%
• Evaluation 36%
• Approximate Bayesian Inference 16%
• Gaussian Markov Random Field 15%
• Simulation Study 14%
• Laplace's Method 13%
• Gaussian Fields 13%
• Bayesian inference 10%
• Approximation Methods 9%
• Scenarios 9%
• Strategy 7%
• Iteration 6%
• Performance 5%
• Approximation 5%
• Model 3%
• Class 2%

Business & Economics

• Integrated Nested Laplace Approximation 100%
• Cox Process 82%
• Markov Chain Monte Carlo 60%
• Prediction 41%
• Bayesian Inference 36%
• Evaluation 27%
• Gaussian Markov Random Field 24%
• Simulation Study 24%
• Laplace Approximation 21%
• Predictive Accuracy 15%
• Approximation 10%
• Scenarios 8%
• Performance 4%

Engineering & Materials Science

• Markov chains 49%