Artificial Intelligence: Theory and Applications

Inbunden, Engelska, 2021

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This book is an up-to-date collection, in AI and environmental research, related to the project ATLAS. The second part of the book is devoted to AI in the geo-referenced air pollutants and meteorological data, image processing, machine learning, neural networks, swarm intelligence, robotics, mental well-being and data entry errors.

Produktinformation

Utgivningsdatum2021-07-16
Mått155 x 235 x 26 mm
Vikt717 g
FormatInbunden
SpråkEngelska
SerieStudies in Computational Intelligence
Antal sidor353
FörlagSpringer Nature Switzerland AG
ISBN9783030727109

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Artificiell intelligens inom Data och it

Part I: Theory.- Mathematical base for Artificial Intelligence.- Collection and decomposition integrals in multicriteria-decision support.- A refinement of the Jensen type inequality for the pseudo-integral.- Convolutional Neural Networks Hyperparameters Tuning.- The Case for Quantifying Artificial General Intelligence with Entropy Semifields.- Fuzzy metrics and its applications in image processing.- Aggregation operations and distributivity equations.- The use of Fuzzy Logic in Various Combinatorial Optimization problems.- Improved BAT Algorithm for Solving Job Scheduling Problem in Hotels and Restaurants.- Part II: Applications.- Explainable machine learning prediction of PCB-138 behavior patterns in edible fish from Croatian Adriatic.- Patterns of PCB-138 occurrence in the breast milk of primiparae and multiparae using SHapley Additive exPlanations analysis.- What information on volatile organic compounds can be obtained from the data of a single measurement site through the use of artificial intelligence? .- The Linear Fuzzy Space: Theory and Applications.- Image fuzzy segmentation using aggregated distance functions and pixel descriptors.- A generative model for the creation of large synthetic image datasets used for distance estimation .- Appraisal of Apartments in Belgrade using Hedonic Regression: Model Specification, Predictive Performance, Suitability for Mass Appraisal, and Comparison with Machine Learning Methods.- Conversational agents for learning foreign languages a survey.- Intelligent interactive technologies for mental well-being.