query: What is the benefit of stochastic models over deterministic models?
positive_passages.docid: 153154
positive_passages.text: Monte-Carlo simulation with sampling from uniform distribution
negative_passages.docid: 62993
negative_passages.text: What intuitive explanation is there for the central limit theorem?
negative_passages.docid: 47965
negative_passages.text: What is the difference between "likelihood" and "probability"?
negative_passages.docid: 140385
negative_passages.text: Practical thoughts on explanatory vs. predictive modeling
negative_passages.docid: 129134
negative_passages.text: When will a Kalman filter give better results than a simple moving average?
negative_passages.docid: 23935
negative_passages.text: Performance evaluation of auto.arima in R and UCM on one dataset
negative_passages.docid: 70695
negative_passages.text: When approximating a posterior using MCMC, why don't we save the posterior probabilities but use the parameter value frequencies afterwards?
negative_passages.docid: 49266
negative_passages.text: What is the difference between fixed effect, random effect and mixed effect models?
negative_passages.docid: 78474
negative_passages.text: Intuitive explanation of the bias-variance tradeoff?
negative_passages.docid: 66157
negative_passages.text: Why are random walks intercorrelated?
negative_passages.docid: 68507
negative_passages.text: Random number generation and probability
negative_passages.docid: 3252
negative_passages.text: What are the differences between stochastic and fixed regressors in linear regression model?
negative_passages.docid: 50063
negative_passages.text: Well-posed vs Well-conditioned
negative_passages.docid: 104750
negative_passages.text: When (if ever) is a frequentist approach substantively better than a Bayesian?
negative_passages.docid: 82174
negative_passages.text: Understanding "randomness"
negative_passages.docid: 9968
negative_passages.text: First-order logic advantage over second-order logic
negative_passages.docid: 24350
negative_passages.text: Fixed vs Random Effects