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Artificial Intelligence: Theory and Applications

  • Book
  • © 2021

Overview

Editors:
  1. Endre Pap

    1. Singidunum University, Belgrade, Serbia

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  • Presents recent research on the theory and applications of Artificial Intelligence
  • Includes chapters on the mathematics of AI, Fuzzy Logic, Soft Computing, and Neural networks in the theory part
  • Provides applications which include chapters about agents for learning foreign languages, artificially generated stereo images, program-based robotics using Prolog, an algorithm for solving job scheduling problems in hotels and restaurants, intelligent technologies for mental well-being, and more
  • Written by experts in the field

Part of the book series: Studies in Computational Intelligence (SCI, volume 973)

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Table of contents (18 chapters)

  1. Front Matter

    Pages i-xii
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  2. Theory

    1. Front Matter

      Pages 1-1
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    2. Mathematical Foundation of Artificial Intelligence

      • Endre Pap
      Pages 3-30

    3. Collection and Decomposition Integrals in Multicriteria-Decision Support

      • Radko Mesiar, Adam Šeliga
      Pages 31-46

    4. A Refinement of the Jensen Type Inequality for the Pseudo-integral

      • Mirjana Štrboja, Biljana Mihailović, Jelena Ivetić
      Pages 47-63

    5. Convolutional Neural Networks Hyperparameters Tuning

      • Eva Tuba, Nebojša Bačanin, Ivana Strumberger, Milan Tuba
      Pages 65-84

    6. The Case for Quantifying Artificial General Intelligence with Entropy Semifields

      • Francisco J. Valverde-Albacete, Carmen Peláez-Moreno
      Pages 85-97

    7. Fuzzy Metrics and Its Applications in Image Processing

      • Nebojša Ralević
      Pages 99-119

    8. Aggregation Operators and Distributivity Equations

      • Dragan Jočić, Ivana Štajner-Papuga
      Pages 121-135

    9. The Use of Fuzzy Logic in Various Combinatorial Optimization Problems

      • Darko Drakulić, Aleksandar Takači, Miroslav Marić
      Pages 137-153

    10. An Improved BAT Algorithm for Solving Job Scheduling Problems in Hotels and Restaurants

      • Tarik A. Rashid, Chra I. Shekho Toghramchi, Heja Sindi, Abeer Alsadoon, Nebojša Bačanin, Shahla U. Umar et al.
      Pages 155-171

  3. Applications

    1. Front Matter

      Pages 173-173
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    2. Patterns of PCB-138 Bioaccumulation in Small Pelagic Fish  from the Eastern Mediterranean Sea Using Explainable Machine Learning Prediction

      • Andreja Stojić, Bosiljka Mustać, Gordana Jovanović, Jasna Đinović Stojanović, Mirjana Perišić, Svetlana Stanišić et al.
      Pages 175-189

    3. Patterns of PCB-138 Occurrence in the Breast Milk of Primiparae and Multiparae Using SHapley Additive exPlanations Analysis

      • Gordana Jovanović, Marijana Matek Sarić, Snježana Herceg Romanić, Svetlana Stanišić, Marija Mitrović Dankulov, Aleksandar Popović et al.
      Pages 191-206

    4. What Information on Volatile Organic Compounds Can Be Obtained from the Data of a Single Measurement Site Through the Use of Artificial Intelligence?

      • Svetlana Stanišić, Mirjana Perišić, Gordana Jovanović, Dimitrije Maletić, Dušan Vudragović, Ana Vranić et al.
      Pages 207-225

    5. The Linear Fuzzy Space: Theory and Applications

      • Đorđe Obradović, Zora Konjović, Endre Pap, Andrej Šoštarić
      Pages 227-253

    6. Image Fuzzy Segmentation Using Aggregated Distance Functions and Pixel Descriptors

      • Endre Pap, Ljubo Nedović, Nebojša Ralević
      Pages 255-273

    7. A Generative Model for the Creation of Large Synthetic Image Datasets  Used for Distance Estimation

      • Nebojša Nešić, Mladen Vidović, Ivan Radosavljević, Aleksandra Mitrović, Đorđe Obradović
      Pages 275-291

    8. Appraisal of Apartments in Belgrade Using Hedonic Regression: Model Specification, Predictive Performance, Suitability for Mass Appraisal, and Comparison with Machine Learning Methods

      • Nemanja Stanišić, Tijana Radojević, Nenad Stanić
      Pages 293-312

    9. The Role of Chatbots in Foreign Language Learning: The Present Situation and the Future Outlook

      • Jasna Petrović, Mlađan Jovanović
      Pages 313-330
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Keywords

About this book

This book is an up-to-date collection, in AI and environmental research, related to the project ATLAS. AI is used for gaining an understanding of complex research phenomena in the environmental sciences, encompassing heterogeneous, noisy, inaccurate, uncertain, diverse spatio-temporal data and processes. The first part of the book covers new mathematics in the field of AI: aggregation functions with special classes such as triangular norms and copulas, pseudo-analysis, and the introduction to fuzzy systems and decision making. Generalizations of the Choquet integral with applications in decision making as CPT are presented.  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. The book is intended for researchers in AI and experts in environmental sciences as well as for Ph.D. students.

Editors and Affiliations

  • Singidunum University, Belgrade, Serbia

    Endre Pap

Bibliographic Information

  • Book Title: Artificial Intelligence: Theory and Applications

  • Editors: Endre Pap

  • Series Title: Studies in Computational Intelligence

  • DOI: https://doi.org/10.1007/978-3-030-72711-6

  • Publisher: Springer Cham

  • eBook Packages: Intelligent Technologies and Robotics, Intelligent Technologies and Robotics (R0)

  • Copyright Information: The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Switzerland AG 2021

  • Hardcover ISBN: 978-3-030-72710-9Published: 16 July 2021

  • Softcover ISBN: 978-3-030-72713-0Published: 17 July 2022

  • eBook ISBN: 978-3-030-72711-6Published: 15 July 2021

  • Series ISSN: 1860-949X

  • Series E-ISSN: 1860-9503

  • Edition Number: 1

  • Number of Pages: XII, 353

  • Number of Illustrations: 11 b/w illustrations, 76 illustrations in colour

  • Topics: Computational Intelligence, Artificial Intelligence

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