Hand D.J. Artificial intelligence frontiers in statistics: AI and statistics III

Boca Raton: CRC Press, 2020. — 429 p.Statistical expert systems
DEXPERT: an expert system for the design of experiments
Inside two commercially available statistical expert systems
AMIA: Aide à la Modélisation par l'Intelligence Artificielle (expert system for simulation modelling and sectoral forecasting)
An architecture for knowledge-based statistical support systems
Enhancing explanation capabilities of statistical expert systems through hypertext
Measurement scales as metadata
Belief networks
On the design of belief networks for knowledge-based systems
Lack-of-information based control in graphical belief systems
Adaptive importance sampling for Bayesian networks applied to filtering problems
Intelligent arc addition, belief propagation and utilization of parallel processors by probabilistic inference engines
A new method for representing and solving Bayesian decision problems
Learning
Inferring causal structure in mixed populations
A knowledge acquisition inductive system guided by empirical interpretation of derived results
Incorporating statistical techniques into empirical symbolic learning systems
Learning classification trees
An analysis of two probabilistic model induction techniques
Neural networks
A robust back propagation algorithm for function approximation
Maximum likelihood training of neural networks
A connectionist knowledge acquisition tool: CONKAT
Connectionist, rule-based, and Bayesian decision aids: an empirical comparison
Text manipulation
Statistical approaches to aligning sentences and identifying word correspondences in parallel texts: a report on work in progress
Probabilistic text understanding
The application of machine learning techniques in subject classification
Other areas
A statistical semantics for causation
Admissible stochastic complexity models for classification problems
Combining the probability judgements of experts: statistical and artificial intelligence approaches
Randomness and independence in non-monotonic reasoning
Consistent regions in probabilistic logic when using different norms
A decision theoretic approach to controlling the cost of planning