Información General

• Autores: H.R. Arabnia (ed. lit.), Ken Ferens (ed. lit.), David de la Fuente García (ed. lit.), Elena B. Kozerenko (ed. lit.), José Ángel Olivas Varela (ed. lit.), Fernando Gustavo Tinetti (ed. lit.)
• Editores: Springer Suiza
• Año de publicación: 2021
• País: Suiza
• Idioma: inglés
• ISBN: 978-3-030-70295-3, 978-3-030-70296-0
• Recoge los contenidos presentados a: International Conference on Artificial Intelligence (ICAI) (1. 2020. Las Vegas). Applied Cognitive Computing (1. 2020. Las Vegas).
• Texto completo no disponible (Saber más ...)

Resumen

• The book presents the proceedings of two conferences: The 22nd International Conference on Artificial Intelligence (ICAI’20) and The 4th International Conference on Applied Cognitive Computing (ACC’20). The conferences took place in Las Vegas, NV, USA, July 27-30, 2020, and are part of the larger 2020 World Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE'20), which features 20 major tracks. Topics include: deep learning; neural networks; brain models; cognitive science; natural language processing; fuzzy logic and soft computing (ICAI) and novel computationally intelligent algorithms; bio inspired cognitive algorithms; modeling human brain processing systems (ACC); and more. Authors include academics, researchers, and professionals.

  Presents the proceedings of two conferences as part of the 2020 World Congress in Computer Science, Computer Engineering, & Applied Computing (CSCE'20);

  * Includes the tracks: artificial intelligence and applied cognitive computing;

  * Features papers from the 22nd International Conference on AI (ICAI’20) and the 4th International Conference on Applied Cognitive Computing (ACC’20).

Otros catálogos

• Red de Bibliotecas Universitarias (REBIUN)

Listado de artículos

• • Deep Learning, Generative Adversarial Network, CNN, and Applications

    • Fine Tuning a Generative Adversarial Network’s Discriminator for Student Attrition Prediction

      Eric Stenton, Pablo Rivas Perea

      • Texto completo

      págs. 3-16

      

    • Automatic Generation of Descriptive Titles for Video Clips Using Deep Learning

      Soheyla Amirian, Khaled Rasheed, Thiab R. Taha, H.R. Arabnia

      • Texto completo

      págs. 17-28

      

    • White Blood Cell Classification Using Genetic Algorithm–Enhanced Deep Convolutional Neural Networks

      Omer Sevinc, Mehrube Mehrubeoglu, Mehmet S. Guzel, Iman Askerzade

      • Texto completo

      págs. 29-44

      

    • Deep Learning–Based Constituency Parsing for Arabic Language

      Amr Morad, Magdy Nagi, Sameh Alansary

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      págs. 45-58

      

    • Deep Embedded Knowledge Graph Representations for Tactic Discovery

      Joshua Haley, Ross Hoehn, John L. Singleton, Chris Ballinger, Alejandro Carbonara

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      págs. 59-72

      

    • Pathways to Artificial General Intelligence: a Brief Overview of Developments and Ethical Issues via Artificial Intelligence, Machine LearningDeep Learning, and Data Science

      Mohammadreza Iman, H.R. Arabnia, Robert Maribe Branchinst

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      págs. 73-88

      

    • Brain Tumor Segmentation Using Deep Neural Networks and Survival Prediction

      Xiaoxu Na, Li Ma, Mariofanna Milanova, Mary Qu Yang

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      págs. 89-100

      

    • Combination of Variational Autoencoders and Generative Adversarial Network into an Unsupervised Generative Model

      Ali Jaber Almalki, Pawel Wocjan

      • Texto completo

      págs. 101-110

      

    • Long Short-Term Memory in Chemistry Dynamics Simulation

      Heng Wu, Shaofei Lu, Eduardo Colmenares Diaz, Junbin Liang, Jingke She, Xiaolin Tan

      • Texto completo

      págs. 111-126

      

    • When Entity Resolution Meets Deep Learning: is Similarity Measure Necessary?

      Xinming Li, John R. Talburt, Ting Li, Xiangwen Liu

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      págs. 127-140

      

    • Generic Object Recognition Using Both Illustration Images and Real-Object Images by CNN

      Hirokazu Watabe, Misako Imono, Seiji Tsuchiya

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      págs. 141-146

      

    • A Deep Learning Approach to Diagnose Skin Cancer Using Image Processing

      Roli Srivastava, Musarath Jahan Rahamathullah, Siamak Aram, Nathaniel Ashby, Roozbeh Sadeghian

      • Texto completo

      págs. 147-154

      

  • Learning Strategies, Data Science, and Applications

    • Effects of Domain Randomization on Simulation-to-Reality Transfer of Reinforcement Learning Policies for Industrial Robots

      C. Scheiderer, N. Dorndorf, T. Meisen

      • Texto completo

      págs. 157-170

      

    • Human Motion Recognition Using Zero-Shot Learning

      Farid Ghareh Mohammadi, Ahmed Imteaj, M. Hadi Amini, H.R. Arabnia

      • Texto completo

      págs. 171-182

      

    • The Effectiveness of Data Mining Techniques at Estimating Future Population Levels for Isolated Moose Populations

      Charles E. Knadler

      • Texto completo

      págs. 183-200

      

    • Unsupervised Classification of Cell-Imaging Data Using the Quantization Error in a Self-Organizing Map

      Birgitta Dresp-Langley, John M. Wandeto

      • Texto completo

      págs. 201-210

      

    • Event-Based Keyframing: transforming Observation Data into Compact and Meaningful Form

      Robert Wray, Robert Bridgman, Joshua Haley, Laura Hamel, Angela Woods

      • Texto completo

      págs. 211-222

      

    • An Incremental Learning Scheme with Adaptive Earlystopping for AMI Datastream Processing

      Yungi Ha, Changha Lee, Seong-Hwan Kim, Chan-Hyun Youn

      • Texto completo

      págs. 223-234

      

    • Traceability Analysis of Patterns Using Clustering Techniques

      José Aguilar, Camilo Salazar, Julián Alberto Monsalve Pulido, Edwin Montoya, Henry Velasco

      • Texto completo

      págs. 235-250

      

    • An Approach to Interactive Analysis of StarCraft: broodWar Replay Data

      Dylan Schwesinger, Tyler Stoney, Braden Luancing

      • Texto completo

      págs. 251-262

      

    • Merging Deep Learning and Data Analytics for Inferring Coronavirus Human Adaptive Transmutability and Transmissibility

      Jack Y. Yang, Xuesen Wu, Gang Chen, William Yang, John R. Talburt, Hong Xie, Qiang Fang, Shiren Wang, Mary Qu Yang

      • Texto completo

      págs. 263-276

      

    • Activity Recognition for Elderly Using Machine Learning Algorithms

      Heba Elgazzar

      • Texto completo

      págs. 277-296

      

    • Machine Learning for Understanding the Relationship Between Political Participation and Political Culture

      A. Hannibal Leach, Sajid Hussain

      • Texto completo

      págs. 297-310

      

    • Targeted Aspect-Based Sentiment Analysis for Ugandan Telecom: reviews from Twitter

      David Kabiito, Joyce Nakatumba Nabende

      • Texto completo

      págs. 311-322

      

    • A Path-Based Personalized Recommendation Using Q Learning

      Hyeseong Park, Kyung-Whan Oh

      • Texto completo

      págs. 323-334

      

    • Reducing the Data Cost of Machine Learning with AI: a Case Study

      Joshua Haley, Robert Wray, Robert Bridgman, Austin Brehob

      • Texto completo

      págs. 335-344

      

    • Judging Emotion from EEGs Using Pseudo Data

      Seiji Tsuchiya, Misako Imono, Hirokazu Watabe

      • Texto completo

      págs. 345-350

      

  • Neural Networks, Genetic Algorithms, Prediction Methods, and Swarm Algorithms

    • Using Neural Networks and Genetic Algorithms for Predicting Human Movement in Crowds

      Abdullah Alajlan, Alaa Edris, Robert B. Heckendorn, Terence Soule

      • Texto completo

      págs. 353-368

      

    • Hybrid Car Trajectory by Genetic Algorithms with Non-Uniform Key Framing

      Dana Vrajitoru

      • Texto completo

      págs. 369-380

      

    • Which Scaling Rule Applies to Artificial Neural Networks

      János Végh

      • Texto completo

      págs. 381-408

      

    • Growing Artificial Neural Networks

      John Mixter, Ali Akoglu

      • Texto completo

      págs. 409-424

      

    • Neural-Based Adversarial Encryption of Images in ECB Mode with 16-Bit Blocks

      Pablo Rivas Perea, Prabuddha Banerjee

      • Texto completo

      págs. 425-436

      

    • Application of Modified Social Spider Algorithm on Unit Commitment Solution Considering the Uncertainty of Wind Power in Restructured Electricity Market

      Heidar Ali Shayanfar, Hossein Shayeghi, L. Bagherzadeh

      • Texto completo

      págs. 437-448

      

    • Predicting Number of Personnel to Deploy forWildfire Containment

      John Carr, Matthew Lewis, Qingguo Vimal

      • Texto completo

      págs. 449-460

      

    • An Evaluation of Bayesian Network Models for Predicting Credit Risk on Ugandan Credit Contracts

      Peter Nabende, Samuel Senfuma, Joyce Nakatumba Nabende

      • Texto completo

      págs. 461-474

      

  • Artificial Intelligence. Fundamentals, Applications, and Novel Algorithms

    • Synthetic AI Nervous/Limbic-Derived Instances: (SANDI)

      Shelli Friess, James A. Crowder, Michael Hirsch

      • Texto completo

      págs. 477-490

      

    • Emergent Heterogeneous Strategies from Homogeneous Capabilities in Multi-Agent Systems

      Rolando Fernandez, James D. Humann, Brandon Perelman, Michael R. Dorothy, Sebastian S. Rodriguez, Derrik E. Asher

      • Texto completo

      págs. 491-498

      

    • Artificially Intelligent Cyber Security: reducing Risk and Complexity

      John N. Carbone, James A. Crowder

      • Texto completo

      págs. 499-524

      

    • Procedural Image Generation Using Markov Wave Function Collapse

      Pronay Peddiraju, Corey Clark

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      págs. 525-542

      

    • Parallel Algorithms to Detect and Classify Defects in Surface Steel Strips

      Khaled R. Ahmed, Majed Al Saeed, Maryam i. Al Jumah

      • Texto completo

      págs. 543-560

      

    • Lightweight Approximation of Softmax Layer for On-Device Inference

      Ihor Vasyltsov, Wooseok Chang

      • Texto completo

      págs. 561-570

      

    • A Similarity-Based Decision Process for Decisions’ Implementation

      Maryna Averkyna

      • Texto completo

      págs. 571-582

      

    • Dynamic Heuristics for Surveillance Mission Scheduling with Unmanned Aerial Vehicles in Heterogeneous Environments

      Dylan Machovec, James A. Crowder, Howard Jay Siegel, Sudeep Pasricha, Anthony A. Maciejewski

      • Texto completo

      págs. 583-606

      

    • Would You Turn on Bluetooth for Location-Based Advertising?

      Heng-Li Yang, Shiang-Lin Lin, Jui-Yen Chang

      • Texto completo

      págs. 607-618

      

    • Adaptive Chromosome Diagnosis Based on Scaling Hierarchical Clusters

      Muhammed Akif Ağca, Cihan Taştan, Kadir Üstün, Ibrahim Halil Giden

      • Texto completo

      págs. 619-640

      

    • Application of Associations to Assess Similarity in Situations Prior to Armed Conflict

      Ahto Kuuseok

      • Texto completo

      págs. 641-650

      

    • A Multigraph-Based Method for Improving Music Recommendation

      James Waggoner, Randi Dunkleman, Yang Gao, Todd Gary, Qingguo Vimal

      • Texto completo

      págs. 651-666

      

    • A Low-Cost Video Analytics System with Velocity Based Configuration Adaptation in Edge Computing

      Woo-Joong Kim, Chan-Hyun Youn

      • Texto completo

      págs. 667-678

      

    • Hybrid Resource Scheduling Scheme for Video Surveillance in GPU-FPGA Accelerated Edge Computing System

      Gyusang Cho, Seong-Hwan Kim, Chan-Hyun Youn

      • Texto completo

      págs. 679-694

      

    • Artificial Psychosocial Framework for Affective Non-player Characters

      Lawrence J. Klinkert, Corey Clark

      • Texto completo

      págs. 695-714

      

    • A Prototype Implementation of the NNEF Interpreter

      Nakhoon Baek

      • Texto completo

      págs. 715-720

      

    • A Classifier of Popular Music Online Reviews: joy Emotion Analysis

      Qing-Feng Lin, Heng-Li Yang

      • Texto completo

      págs. 721-726

      

  • Hardware Acceleration in Artificial Intelligence (Chair: Dr. Xiaokun Yang)

    • A Design on Multilayer Perceptron (MLP) Neural Network for Digit Recognition

      Isaac Westby, Hakduran Koc, Jiang Lu, Xiaokun Yang

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      págs. 729-741

      

    • An LSTM and GAN Based ECG Abnormal Signal Generator

      Han Sun, Fan Zhang, Yunxiang Zhang

      • Texto completo

      págs. 743-756

      

    • An IoT-Edge-Server System with BLE Mesh Network, LBPH: and Deep Metric Learning

      Archit Gajjar, Shivang Dave, T. Andrew Yang, Lei Wu, Xiaokun Yang

      • Texto completo

      págs. 757-774

      

    • An Edge Detection IP of Low-Cost System on Chip for Autonomous Vehicles

      Xiaokun Yang, T. Andrew Yang, Lei Wu

      • Texto completo

      págs. 775-786

      

    • Advancing AI-aided Computational Thinking in STEM (Science, Technology, Engineering & Math) Education: (Act-STEM)

      Lei Wu, Alan Yang, Anton Dubrovskiy, Han He, Hua Yan, Xiaokun Yang, Xiao Qin, Bo Liu, Zhimin Gao, Shan Du, T. Andrew Yang

      • Texto completo

      págs. 787-796

      

    • Realistic Drawing & Painting with AI-Supported Geometrical and Computational Method: (Fun-Joy)

      Lei Wu, Alan Yang, Han He, Xiaokun Yang, Hua Yan, Zhimin Gao, Xiao Qin, Bo Liu, Shan Du, Anton Dubrovskiy, T. Andrew Yang

      • Texto completo

      págs. 797-804

      

  • Artificial Intelligence for Smart Cities (Chair: Dr. Charlie (Seungmin) Rho)

    • Training-Data Generation and Incremental Testing for Daily Peak Load Forecasting

      Jihoon Moon, Sungwoo Park, Seungmin Jung, Eenjun Hwang, Seungmin Rho

      • Texto completo

      págs. 807-816

      

    • Attention Mechanism for Improving Facial Landmark Semantic Segmentation

      Hyungjoon Kim, Hyeonwoo Kim, Seongkuk Cho, Eenjun Hwang

      • Texto completo

      págs. 817-824

      

    • Person Re-identification Scheme Using Cross-Input Neighborhood Differences

      Hyeonwoo Kim, Hyeonwoo Kim, Bumyeon Ko, Eenjun Hwang

      • Texto completo

      págs. 825-832

      

    • Variational AutoEncoder-Based Anomaly Detection Scheme for Load Forecasting

      Sungwoo Park, Seungmin Jung, Eenjun Hwang, Seungmin Rho

      • Texto completo

      págs. 833-840

      

    • Prediction of Clinical Disease with AI-Based Multiclass Classification Using Naïve Bayes and Random Forest Classifier

      V. Jackins, S. Vimal, M. Kaliappan, Mi Young Lee

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      págs. 841-850

      

    • A Hybrid Deep Learning Approach for Detecting and Classifying Breast Cancer Using Mammogram Images

      K. Lakshminarayanan, Y. Harold Robinson, S. Vimal, Dongwann Kang

      págs. 851-856

      

    • Food-Type Recognition and Estimation of Calories Using Neural Network

      R. Dinesh Kumar, Golden Julie E., Y. Harold Robinson, Sanghyun Seo

      • Texto completo

      págs. 857-862

      

    • Progression Detection of Glaucoma Using K-means and GLCM Algorithm

      S. Vimal, Y. Harold Robinson, M. Kaliappan, K. Vijayalakshmi, Sanghyun Seo

      • Texto completo

      págs. 863-868

      

    • Trend Analysis Using Agglomerative Hierarchical Clustering Approach for Time Series Big Data

      P. Subbulakshmi, S. Vimal, M. Kaliappan, Y. Harold Robinson, Mucheol Kim

      • Texto completo

      págs. 869-876

      

    • Demand Response: multiagent System Based DR Implementation

      Faisal Saeed, Anand Paul, Seungmin Rho, Muhammad Jamal Ahmed

      • Texto completo

      págs. 877-882

      

    • t-SNE-Based K-NN: a New Approach for MNIST

      Muhammad Jamal Ahmed, Faisal Saeed, Anand Paul, Seungmin Rho

      • Texto completo

      págs. 883-888

      

    • Short- to Mid-Term Prediction for Electricity Consumption Using Statistical Model and Neural Networks

      Malik Junaid Jami Gul, Malik Urfa Gul, Yangsun Lee, Seungmin Rho, Anand Paul

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      págs. 889-896

      

    • BI-LSTM-LSTM Based Time Series Electricity Consumption Forecast for South Korea

      Malik Junaid Jami Gul, M. Hafid Firmansyah, Seungmin Rho, Anand Paul

      • Texto completo

      págs. 897-902

      

  • XX Technical Session on Applications of Advanced AI Techniques to Information Management for Solving Company-Related Problems (Co-Chairs: Dr. David de la Fuente and Dr. Jose A. Olivas)

    • Inside Blockchain and Bitcoin

      Simón Fernández Vázquez, Rafael Rosillo Camblor, Paolo Priore Moreno, Isabel Fernández Quesada, Alberto Gómez Gómez, José Parreño Fernández

      • Texto completo

      págs. 905-912

      

    • Smart Marketing on Audiovisual Content Platforms: intellectual Property Implications

      Elisa Gutiérrez García, Cristina Puente Águeda, Cristina Velasco, José Ángel Olivas Varela

      • Texto completo

      págs. 913-922

      

    • Priority Management in a Cybernetic Organization: a Simulation-Based Support Tool

      Julio César Puche Regaliza, José Costas Gual, Borja Ponte Blanco, Raúl Pino Díez, David de la Fuente García

      • Texto completo

      págs. 923-927

      

    • A Model for the Strategic Management of Innovation and R&D Based on Real Options Valuation: assessing the Options to Abandon and Expand Clinical Trials in Pharmaceutical Firms

      Francisco Javier Puente García, S. Alonso, Fernando Gascón García-Ochoa, Borja Ponte Blanco, David de la Fuente García

      • Texto completo

      págs. 927-932

      

  • International Workshop. Intelligent Linguistic Technologies; ILINTEC’20 (Chair: Dr. Elena B. Kozerenko)

    • The Contrastive Study of Spatial Constructions na NPloc in the Russian Language and在NP上in the Chinese Language in the Cognitive Aspect

      I. M. Kobozeva, Li Dan

      • Texto completo

      págs. 935-950

      

    • Methods and Algorithms for Generating Sustainable Cognitive Systems Based on Thematic Category Hierarchies for the Development of HeterogeneousInformation Resources in Technologicaland Social Spheres

      Michael M. Charnine, Elena B. Kozerenko

      • Texto completo

      págs. 951-962

      

    • Mental Model of Educational Environments

      Natalia R. Sabanina, Valery S. Meskov

      • Texto completo

      págs. 963-978

      

  • Applied Cognitive Computing

    • An Adaptive Tribal Topology for Particle Swarm Optimization

      Kenneth Brezinski, Ken Ferens

      • Texto completo

      págs. 981-998

      

    • The Systems AI Thinking Process (SATP) for Artificial Intelligent Systems

      James A. Crowder, Shelli Friess

      • Texto completo

      págs. 999-1010

      

    • Improving the Efficiency of Genetic-Based Incremental Local Outlier Factor Algorithm for Network Intrusion Detection

      Omar Alghushairy, Raed Alsini, Xiaogang Ma, Terence Soule

      • Texto completo

      págs. 1011-1028

      

    • Variance Fractal Dimension Feature Selection for Detection of Cyber Security Attacks

      Samilat Kaiser, Ken Ferens

      • Texto completo

      págs. 1029-1046

      

    • A Grid Partition-Based Local Outlier Factor for Data Stream Processing

      Raed Alsini, Omar Alghushairy, Xiaogang Ma, Terence Soule

      • Texto completo

      págs. 1047-1060

      

    • A Cognitive Unsupervised Clustering for Detecting Cyber Attacks

      Kaiser Nahiyan, Samilat Kaiser, Ken Ferens

      • Texto completo

      págs. 1061-1070

      

    • A Hybrid Cognitive System for Radar Monitoring and Control Using the Rasmussen Cognition Model

      James A. Crowder, John N. Carbone

      • Texto completo

      págs. 1071-1086

      

    • Assessing Cognitive Load via Pupillometry

      Pavel Weber, Franca Rupprecht, Stefan Wiesen, Bernd Hamann, Achim Ebert

      • Texto completo

      págs. 1087-1096

      

    • A Hybrid Chaotic Activation Function for Artificial Neural Networks

      Siobhan Reid, Ken Ferens

      • Texto completo

      págs. 1097-1106

      

    • Defending Aviation Cyber-Physical Systems from DDOS Attack Using NARX Model

      Abdulaziz A. Alsulami, Saleh Zein Sabatto

      • Texto completo

      págs. 1107-1122

      

    • Simulated Annealing Embedded Within Personal Velocity Update of Particle Swarm Optimization

      Ainslee Heim, Ken Ferens

      • Texto completo

      págs. 1123-1144

      

    • Cognitive Discovery Pipeline Applied to Informal Knowledge

      Nicola Severini, Pietro Leo, Paolo Bellavista

      • Texto completo

      págs. 1145-1152