This volume constitutes the refereed proceedings of the 13th International Conference on Intelligent Human Computer Interaction, IHCI 2021, which took place in Kent, OH, USA, in December 2021. The 59 full and 9 short papers included in these proceedings were carefully reviewed and selected from a total of 142 submissions.

Machine Learning Techniques for Grading Students’ Presentations.- Textual Description Generation for a Vision using Neural Networks.- A Cognitive Assessment of MOOC learners through EEG Analysis.- Using LSTM Models on Accelerometer Data to Improve Accuracy of Tap Strap 2 Wearable Keyboard.- ELECTRONIC DICTIONARY AND TRANSLATOR OF BILINGUAL TURKISH LANGUAGES.- Methods of constructing equations for objects of fractal geometry and R-function method.- Determination of dimensions of complex geometric objects with fractal structure.- Facial Recognition Technologies: A Survey andComparison of Systems and Practical Applications,. Performance Analysis of the IBM Cloud Quantum Computing Lab against MacBook Pro 2019.- A novel methodology for assessing and modeling manufacturing processes: a case study for the metallurgical industry.- Comparison of various deep CNN models for Land Use and Land Cover classification.- Technological Evaluation ofVirtual and Augmented Reality to impart Social Skills.- ALGORITHMS AND SERVICE FOR DIGITAL PROCESSING OF TWO-DIMENSIONAL GEOPHYSICAL FIELDS USING OCTAVE METHOD.- METHODS FOR DETERMINING THE OPTIMAL SAMPLING STEP OF SIGNALS IN THE PROCESS OF DEVICE AND COMPUTER INTEGRATION.- Mathematical modeling of the nostational filteration process of oil in the system of oil deposits related to slow conductor layers.- Using Mask-RCNN to identify defective parts of fruits and vegetables. Research of the Deep Learning Model for Denoising of ECG Signal and Classification of Arrhythmias.- Deep Convolutional Neural Network Approach for Classification of Poems.- Attitude Control for Fixed-Wing Aircraft using Q-Learning.- Smart Puppet Theatre for Coding Education.- Trash Can Brothers: Early Childhood Green Environmental Education through Recycling Robots.- XRTI: eXtended Reality based Telepresence Interface for Multiple Robot Supervision.- A Novel Metric of Continuous Situational Awareness Monitoring (CSAM) for Multi-Telepresence Coordination System.- Effects of Computer-Based (Scratch) and Robotic (Cozmo) Coding Instruction on Middle School Students’ Computational Thinking, Competency Beliefs, and Engagement.- Exploiting Federated Learning Technique to Recognize Human Activities in Resource-Constrained Environment.- Modeling human decision-making delays and their impacts on supply chain system performance: a case study.- Three Decision Points Towards Vetting a More Ideal Online Technical Platform for Monitoring and Treating Mental Health Problems Like Depression and Schizophrenia.- AI-based Syntactic Complexity Metrics and Sight Interpreting Performance.- Design of a VR-Based Campus Tour Platformwith a User Friendly Scene Asset Management System.- Touching Minds: Deep generative models composing the digital contents to practice mindfulness.- Remote Monitoring of Disability: A Case Study of Mobility Aid in Rohingya Camp.- Gender Detection using Voice through Deep Learning.- Night Vision, Day & Night Prediction with Object Recognition (NVDANOR) Model.- ReSenseNet: Ensemble Early Fusion Deep Learning Architecture for Multimodal Sentiment Analysis.- Analysis of User Interaction to Mental Health Application using Topic Modeling Approach.- Usability Analysis for Blockchain-based Applications.- Alzheimer's Dementia Recognition using Mutlimodal Fusion of Speech and Text Embeddings.- Permission-Educator: App for Educating Users about Android Permissions.- AI based Convenient Evaluation Software for Rehabilitation Therapy for Finger Tapping Test.- Exploring Multimodal Features and Fusion for Time-Continuous Prediction of Emotional Valence and Arousal.- An Intelligent System to Support Social Storytelling for People with ASD.- Validating Pre-Requisite Dependencies through Student Response Analysis.- Evaluating Accuracy of the Tobii Eye Tracker 5.- Evaluation Accuracy of Leap Motion Controller Device.- Pneumonia Classification using Few-Shot Learning with Visual Explanations.- A comparison of input devices for gaming: Are gamepads still useful in PC environment?.- Simulation model of a spare parts distribution network in the Airline Industry for reducing delays and improving service levels: a Design of Experiments Study.- User Experience Design for Defense Systems with AI.- KeyNet: Enhancing CyberSecurity with deep learning-based LSTM on keystroke dynamics for authentication.- Multilayer Tag Extraction for Music Recommendation Systems.- A Smart Wearable Fall Detection for Firefighters using V-RNN.- CycleGAN based Motion Artifact Cancellation for Photoplethysmography Wearable Device.- Interactive Visualization and Capturing Geo-Coded Multimedia Data on Mobile Devices.- A Built-in Concentration Level Prediction Device for Neuro Training System Based on EEG Signal.- Effect of time window size for converting frequency domain in real-time remote photoplethysmography extraction.- Development of Application Usability Evaluation Scale for Seniors.- Application of VR to the Educational System of South Korea.- Analysis on the Possibility of Telehealth on its Further Extension and Possible Limitations.- Towards Man/Machine Co-Authoring of Advanced Analytics Reports around Big Data Repositories.- Architectural view of non-face-to-face experiential learning through the immersive technologies.- WTM to Enhances Predictive Assessment of Systems Development Practices A Case Study of Oil and Gas Well Drilling Project.- Face and Face Mask Detection using Convolutional Neural Network.- Emotion recognition from brain signals while listening to music.- Evaluating the Efficiency of Machine Learning Algorithms on Public Fall Detection Datasets.- Fuzzy logic based explainable AI approach for the easy Calibration of AI models in IoT environments.- INTEGRATED ANALOGICAL SIGNS GENERATOR FOR TESTING MIXED INTEGRATED CIRCUITS.- The value of eCoaching in the COVID-19 pandemic to promote adherence to self-isolation and quarantine.- The Role of Artificial Intelligence (AI) in Assisting Applied Natya Therapy for Relapse Prevention in De-addiction.