1.

Record Nr.

UNISA996464451203316

Titolo

Intelligent human computer interaction : 13th international conference, IHCI 2021, Kent, OH, USA, december 20-22, 2021, revised selected papers / / edited by Jong-Hoon Kim [and five others]

Pubbl/distr/stampa

Cham, Switzerland : , : Springer, , [2022]

©2022

ISBN

3-030-98404-4

Descrizione fisica

1 online resource (797 pages)

Collana

Lecture Notes in Computer Science ; ; v.13184

Disciplina

004.019

Soggetti

Artificial intelligence

Human-computer interaction

Lingua di pubblicazione

Inglese

Formato

Materiale a stampa

Livello bibliografico

Monografia

Note generali

Includes index.

Nota di contenuto

Intro -- Preface -- Organization -- Contents -- I Human Centered AI -- Machine Learning Techniques for Grading of PowerPoint Slides -- 1 Introduction -- 2 Challenges in Grading Students' Presentations -- 3 Methodology -- 3.1 System Architecture -- 4 Data Collection -- 5 Feature Identification and Selection -- 6 Model Development -- 6.1 Classifier Algorithms -- 6.2 Implementation -- 7 Model Evaluation -- 8 Conclusion and Future Work -- References -- Textual Description Generation for Visual Content Using Neural Networks -- 1 Introduction -- 1.1 Overview -- 1.2 Motivation -- 1.3 Related Work -- 1.4 Problem Statement -- 2 Methodology -- 2.1 Model Architecture -- 3 Experimental Results -- 4 Application -- 5 Conclusion -- 6 Future Work -- References -- Using LSTM Models on Accelerometer Data to Improve Accuracy of Tap Strap 2 Wearable Keyboard -- 1 Introduction -- 2 Related Work -- 2.1 Recurrent Neural Networks in Sequence to Sequence Mapping and Spelling Correction -- 2.2 Recurrent Neural Networks in Human Activity Recognition -- 3 Experimental Setup -- 3.1 Obtaining and Processing the Sensors Data -- 3.2 Standard LSTM-RNN Model -- 3.3 CNN-LSTM Model -- 3.4 Convolutional LSTM Model -- 4 Experimental Results -- 5 Conclusions and Future Work -- References -- Electronic Dictionary and Translator of Bilingual Turkish Languages -- 1 Introduction -- References -- Facial Recognition



Technologies: A Survey and Comparison of Systems and Practical Applications -- 1 Introduction -- 2 Related Work -- 3 Analysis of Technologies -- 3.1 Overview -- 3.2 Facial Geometry and Eigenfaces -- 3.3 Neural Networks -- 3.4 Thermal -- 4 Results -- 4.1 Facial Geometry and Neural Networks -- 4.2 Layered and Non-layered Filtering Systems -- 4.3 Applications of Advanced Filtering Systems -- 4.4 Thermal -- 5 Conclusion -- References.

Technological Evaluation of Virtual and Augmented Reality to Impart Social Skills -- 1 Introduction -- 2 Social Skills Expected from Engineers -- 2.1 Social Skills -- 2.2 Cognitive-Social Skills -- 3 Augmented Reality and Virtual Reality -- 4 Existing Approaches to Impart Social Skills -- 5 AR and VR Based Approaches to Impart Social Skills -- 6 Conclusion -- References -- Deep Convolutional Neural Network Approach for Classification of Poems -- 1 Classification -- 2 Literature Survey -- 3 Classification of Poems Using Deep Learning -- 3.1 Convolutional Neural Network Approach -- 4 Conclusion -- References -- Three Decision Points Vetting a More Ideal Online Technical Platform for Monitoring and Treating Mental Health Problems like Depression and Schizophrenia -- 1 Introduction -- 2 How Should We Help Them? Analysis of the Current Market of Mobile Applications in Mental Health -- 2.1 Three Important Concepts for Planning Online Platforms in Monitoring and Treatment of Mental Problems: SaMD, EMA, and EMI -- 2.2 Surveyed List of Tactics on Online Platforms for Mental Problems of Depression and Schizophrenia -- 3 Overall Recommendations -- 4 Conclusion -- Appendices -- References -- Touching Minds: Deep Generative Models Composing the Digital Contents to Practice Mindfulness -- 1 Introduction -- 2 Experimental Settings -- 2.1 The Deep Generative Model for Building Mindfulness Scripts -- 2.2 The Voice Synthesis Model for Building Self-talk -- 3 Results -- 3.1 Mindfulness Scripts Generator -- 3.2 Voice Synthesizer for Self-talk -- 4 Discussion -- 5 Conclusion -- References -- Remote Monitoring of Disability: A Case Study of Mobility Aid in Rohingya Camp -- 1 Introduction -- 2 Challenges Within Refugee Camps: Terrain, Safety, and Medical Needs -- 3 Mobility Aid Project -- 4 Remote Monitoring -- 5 Conclusions -- References.

AI Based Convenient Evaluation Software for Rehabilitation Therapy for Finger Tapping Test -- 1 Background -- 2 Method -- 2.1 Program Design -- 2.2 Subjects -- 3 Results -- 3.1 Developed AI-Motion Software -- 3.2 Preliminary Human Study -- References -- A Smart Wearable Fall Detection System for Firefighters Using V-RNN -- 1 Introduction -- 2 Demonstration -- 2.1 System Overview -- 2.2 Fall Detection Algorithm -- 2.3 Results -- 3 Conclusion and Future Work -- References -- CycleGAN Based Motion Artifact Cancellation for Photoplethysmography Wearable Device -- 1 Introduction -- 2 Experimental Protocol -- 3 CycleGAN Model for Canceling Motion Artifacts -- 4 Results -- 5 Conclusion -- References -- Effect of Time Window Size for Converting Frequency Domain in Real-Time Remote Photoplethysmography Extraction -- 1 Introduction -- 2 Methods -- 3 Results -- 4 Conclusion -- References -- Development of Application Usability Evaluation Scale for Seniors -- 1 Introduction -- 2 Senior User -- 2.1 Senior User's Definition and Context -- 2.2 Usability of Application for Senior -- 3 Methodology -- 3.1 Procedure -- 3.2 Collecting Usability Evaluation Factors -- 3.3 Primary Factors Extraction -- 3.4 Secondary Factors Extraction -- 3.5 Developing Usability Evaluation Factors -- 4 Results -- 4.1 Means and Standard Deviations of Items -- 4.2 Exploratory Factor Analysis -- 4.3 Confirmatory Factor Analysis -- 4.4 Nomological Validity Test -- 5 Discussion and Conclusion -- References -- Analysis of the Utilization



of Telehealth Worldwide and the Requisites for Its Effective Adoption -- 1 Introduction -- 1.1 A Subsection Sample -- 2 Previous Work and Existing Studies -- 2.1 How Increased Use of Telehealth Benefited Seniors -- 2.2 Challenges that Telehealth Services Face -- 3 Research Question -- 3.1 Reason Behind the Research Question -- 4 Methodology -- 4.1 Interviews.

4.2 Surveys -- 5 Results -- 5.1 Protection of Patient Privacy and Data Security -- 5.2 Visibility and Readability of User Interactions -- 5.3 Credibility of the Online Environment -- 6 Implications -- 6.1 Data Security -- 6.2 Interface -- 6.3 Credibility -- 7 Conclusion -- References -- Intelligent Interaction and Cognitive Computing -- Cognition Prediction Model for MOOCs Learners Based on ANN -- 1 Introduction -- 2 Earlier Approach -- 3 Overview of the Model -- 3.1 Proposed Algorithm -- 3.2 ANN-Based Confusion Prediction Model -- 4 Model Development -- 4.1 Dataset Description -- 4.2 Parameters for Measuring Performance -- 4.3 Results and Observations -- 5 Conclusion -- References -- A Novel Methodology for Assessing and Modeling Manufacturing Processes: A Case Study for the Metallurgical Industry -- 1 Introduction -- 2 Theoretical Fundamentals -- 3 Conceptual Model Development -- 3.1 Delimitation of the Model and Methodological Approach -- 3.2 Identification of Areas and Flows that Have an Influence on the Manufacturing Process -- 3.3 Classification of Manufacturing Process Areas -- 3.4 Factors and Parameters in Each Area of the Manufacturing Process -- 3.5 Development of the Conceptual Framework for a Generic Manufacturing Process -- 3.6 Interrelationships and Casual Loop Diagrams (CLDs) -- 4 Manufacturing Process Case Study -- 4.1 Design of the Case Study for a Metallurgical Process -- 4.2 Key Performance Indicators (KPIs) for the Case Study -- 4.3 Simulation Logic for Assessing the Manufacturing Process -- 4.4 Simulation Models -- 4.5 Simulation Results -- 5 Discussion -- 6 Conclusions and Future Outlook -- References -- Research of the Deep Learning Model for Denoising of ECG Signal and Classification of Arrhythmias -- 1 Introduction -- 2 Proposed Multiple DL Model Process -- 2.1 Data Set for Model Training.

2.2 DL Model Configuration and Hyper Parameter Information -- 3 Experiments and Results -- 4 Conclusion -- References -- XRTI: eXtended Reality Based Telepresence Interface for Multiple Robot Supervision -- 1 Introduction -- 2 Literature Review -- 3 Motivation -- 4 System Design Description -- 4.1 Design Concept -- 4.2 Design Requirements -- 4.3 Design Motivation -- 5 Concept of Operations (CONOPS) -- 6 Implementation Considerations and Constraints -- 7 Discussion -- 8 Conclusion and Future Work -- References -- Validating Pre-requisite Dependencies Through Student Response Analysis -- 1 Introduction -- 2 Literature Survey -- 3 Research Problem -- 4 Dataset -- 5 Skill Table -- 5.1 Dependencies Between Question Items -- 6 Validating prerequisite dependencies -- 7 Limitation and Threats to Validity -- 8 Conclusion and Future Work -- References -- Pneumonia Classification Using Few-Shot Learning with Visual Explanations -- 1 Introduction -- 2 Related Work -- 3 Method -- 3.1 Model -- 3.2 Implementation Details -- 4 Experiments and Results -- 4.1 Dataset -- 4.2 Parameter Selection -- 4.3 Comparative Analysis -- 4.4 Results -- 4.5 Visual Explanations -- 5 Conclusion and Future Work -- References -- User Experience Design for Defense Systems with AI -- 1 Background and Introduction -- 2 Method -- 2.1 Development of AI UX Principles -- 2.2 Ideation -- 2.3 Prototyping -- 3 Results -- 3.1 AI UX Design Principles -- 3.2 Ideation -- 3.3 Prototyping -- 4 Conclusion -- References -- Multilayer Tag Extraction for Music



Recommendation Systems -- 1 Introduction -- 2 Related Works -- 3 Proposed System -- 3.1 Data Preprocessing Phase -- 3.2 Tag Extraction Using Sentiment Analysis -- 3.3 Tagging Extraction Based on Audio Features -- 4 Conclusion -- 5 Future Work -- References -- Interactive Visualization and Capture of Geo-Coded Multimedia Data on Mobile Devices.

1 Introduction.