Titlebook: Artificial Intelligence XXXVI; 39th SGAI Internatio Max Bramer,Miltos Petridis Conference proceedings 2019 Springer Nature Switzerland AG 2

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CascadeML: An Automatic Neural Network Architecture Evolution and Training Algorithm for Multi-labelt and requires minimal hyperparameter tuning. The performance of the CasecadeML approach is evaluated using 10 multi-label datasets and compared with other leading multi-label classification algorithms. Results show that CascadeML performs comparatively with the leading approaches but without a need

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Towards Model-Based Reinforcement Learning for Industry-Near Environmentsl-based reinforcement are ideal for real-world environments where sampling is slow and in mission-critical operations. In the warehouse industry, there is an increasing motivation to minimise time and to maximise production. In many of these environments, the literature suggests that the autonomous

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Monotonicity Detection and Enforcement in Longitudinal Classificationwo scenarios: enforcing and not enforcing the constraints. The results show that enforcement of monotonicity constraints can consistently improve the predictive accuracy of the constructed models. The produced models are fully monotonic according to the monotonicity constraints, which can have a pos

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Demonstrating the Distinctions Between Persuasion and Deliberation Dialoguesvide the design and implementation details of our new tool along with an evaluation of the software. The tool we have produced captures the distinctive features of each of the two dialogue types, to make plain their differences and to validate the speech acts for use in practical scenarios.

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Ontology-Driven, Adaptive, Medical Questionnaires for Patients with Mild Learning Disabilitiesh carried out in the development of adaptive medical questionnaires to include interactive and interface functionalities designed specifically to cater for patients with potentially complex accessibility needs. A patient’s current health status and accessibility profile (relating to their impairment

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