This book is an authoritative collection of key contributions to the new concept of Modelling with Words. A wide range of issues in systems modelling and analysis is presented, extending from conceptual graphs and fuzzy quantifiers to humanist computing and self-organizing maps. Among the core issues investigated are
- balancing predictive accuracy and high level transparency in learning
- scaling linguistic algorithms to high-dimensional data problems
- integrating linguistic expert knowledge with knowledge derived from data
- identifying sound and useful inference rules
- integrating fuzzy and probabilistic uncertainty in data modelling