Patrick Talbot,Dennis Ellis's Applications of Artificial Intelligence for Decision-Making PDF

By Patrick Talbot,Dennis Ellis

e-book Description: we now have the information! an excessive amount of information! Decision-making calls for that information be filtered and subtle to supply details. including context to the content material produces actionable wisdom. regrettably, present suggestions strip away the uncertainty linked to the uncooked facts. This publication presents a decision-centered strategy for dealing with uncertainty that mixes what humans do top with what pcs do top. Algorithms “plug into”the wisdom base from a unmarried import/export interface, facilitating multi-strategy reasoning. Triage filters the knowledge, extraction of hedge phrases catch uncertainty, an executable wisdom base presents content material in context, info fusion propagates uncertainty, info analytics observe styles, and plan optimization instruments movement the decision-maker from “what's occurring” to “what to do”. screens current actionable wisdom with linked uncertainties explicitly proven. Fifteen functions are proven starting from sturdiness prediction, to a retail challenge solver, to intelligence group purposes, to starship cybernetics.

We wrote the publication to supply the practitioner with compelling principles for orchestrating man made intelligence, statistical, and mathematical algorithms to provide totally built-in choice aid structures. Novel innovations of specific curiosity are: an information illustration that gives a unifying framework for multi-strategy reasoning and simulation, a strong remedy of uncertainty, monitor-assess-plan-execute choice loops for regimen and quick-reaction judgements, 8 suggestions for automatic discovery of unknown unknowns, point four (process refinement) information fusion, and a self-aware wisdom base that “knows what it knows".

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Applications of Artificial Intelligence for Decision-Making by Patrick Talbot,Dennis Ellis

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