Department of Information Systems & Computer Science Faculty Publications | Department of Information Systems & Computer Science | Ateneo de Manila University
 

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Submissions from 2022

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Text Mining for Patterns and Associations on Functions, Relationships and Prioritization in Services Reflected in National Health Insurance Programs, Ma. Regina Justina Estuar, Maria Cristina G. Bautista, Christian Pulmano, Paulyn Jean Acacio-Claro, Quirino Sugon Jr, Dennis Andrew Villamor, and Madeleine Valera

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Management of Health- and Disaster-Related Data, Ma. Regina Justina Estuar, Shoko Miyagawa, Christian Pulmano, John Noel C. Victorino, Sachiko Ohta, Hiroyuki Miyazaki, and Sakiko Kanbara

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Parent–Adolescent Political Disagreement and Adolescent Political Development amid Duterte’s Presidency: A Positioning Analysis, Lance Calvin L. Gamboa, Athena May Jean M. Carangan, and Julia Izah S. Agida

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Student confidence in learning during the COVID-19 pandemic: what helped and what hindered?, Neil Guppy, Uwe Matzat, Jenilyn L. Agapito, Audon Archibald, Amy De Jaeger, Tania Heap, Ma. Monica L. Moreno, Maria Mercedes T. Rodrigo, and Silvia K. Bartolic

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The Impact of Extreme Weather on Student Online Learning Participation, Ezekiel Adriel D. Lagmay and Maria Mercedes T. Rodrigo

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The Uses of a Dual-Band Corrugated Circularly Polarized Horn Antenna for 5G Systems, Chih-Kai Liu, Wei-Yuan Chiang, Pei-Zong Rao, Pei-Hsiu Hung, Shih-Hung Chen, Chiung-An Chen, Liang-Hung Wang, Patricia Angela R. Abu, and Shih-Lun Chen

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Deep Neural Network for Diagnosis of Bone Metastasis, Vincent Peter C. Magboo and Patricia Angela R. Abu

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Construction of a Repeatable Framework for Prostate Cancer Lesion Binary Semantic Segmentation using Convolutional Neural Networks, Ian Vincent O. Mirasol, Patricia Angela R. Abu, and Rosula SJ Reyes

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Promoting Equity and Assuring Teaching and Learning Quality: Magisterial Lectures in a Philippine University during the COVID-19 Pandemic, Ma. Mercedes T. Rodrigo and Estelle Marie Macuja Ladrido

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Service Contracting as a Policy Response for Public Transport Recovery During the Covid-19 Pandemic: A Preliminary Evaluation, Varsolo Sunio, Wilhansen Joseph Li, Joemier Pontawe, Albert Dizon, Joel Bienne Valderrama, and Agnes Robang

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Identifying Code Reading Strategies in Debugging using STA with a Tolerance Algorithm, Christine Lourrine S. Tablatin and Ma. Mercedes T. Rodrigo

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Development of a Text Classification Model to Detect Disinformation About COVID-19 in Social Media: Understanding the Features and Narratives of Disinformation in the Philippines, Hans Calvin L. Tan, Ma. Regina Justina Estuar, Nicole Allison S. Co, Austin Sebastien Tan, Roland P. Abao, and Jelly P. Aureus

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Robust Face Mask Detection with Combined Frontal and Angled Viewed Faces, Ivan George Tarun, Vidal Wyatt M. Lopez, Patricia Angela R. Abu, and Ma. Regina Justina Estuar

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Extending Smartphone-Based Hand Gesture Recognition for Augmented Reality Applications with Two-Finger-Pinch and Thumb-Orientation Gestures, Eric Cesar E. Vidal, Jr. and Ma. Mercedes T. Rodrigo

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Predicting Pair Success in a Pair Programming Eye Tracking Experiment Using Cross-Recurrence Quantification Analysis, Maureen M. Villamor and Maria Mercedes T. Rodrigo

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A Low-Power Passive UHF Tag With High-Precision Temperature Sensor for Human Body Application, Liang-Hung Wang, Zheng Pan, Hao Jiang, Hua-Ling Lai, Qi-Peng Ran, and Patricia Angela R. Abu

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Three-Heartbeat Multilead ECG Recognition Method for Arrhythmia Classification, Liang-Hung Wang, Yan-Ting Yu, Wei Liu, Lu Xu, Chao-Xin Xie, Tao Yang, I-Chun Kuo, Xin-Kang Wang, Jie Gao, and Patricia Angela R. Abu

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Building a QoS Testing Framework for Simulating Real-World Network Topologies in a Software-defined Networking Environment, Hyeong Seon Yoo and William Emmanuel S. Yu

Submissions from 2021

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Emotion Analysis of Comments from vaccine-related YouTube Videos: Understanding the Public's Response to COVID-19 Vaccination, Roland P. Abao, Ma. Regina Justina E. Estuar, Anna Angeline M. Cataluña, Jelly P. Aureus, and Dorothy C. Mapua

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Analysis of the Effects of Microscopy Techniques on the Performances of Convolutional Neural Network Architectures in Microscopic Fusarium Microconidia Detection, Erinn Giannice T. Abigan, Luis Gabriel A. Cajucom, Josh Daniel L. Ong, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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Accurate and Efficient Mosquito Genus Classification Algorithm Using Candidate-Elimination and Nearest Centroid on Extracted Features of Wingbeat Acoustic Properties, Hernan S. Alar and Proceso L. Fernandez Jr

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Classifying Mosquito Presence and Genera Using Median and Interquartile Values From 26-Filter Wingbeat Acoustic Properties, Hernan S. Alar and Proceso L. Fernandez Jr

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Determining Linguistic Markers in Cognitive Distortions from COVID-19 Pandemic-Related Reddit Texts, Jelly P. Aureus, Ma. Regina Justina E. Estuar, Dorothy C. Mapua, Roland P. Abao, and Anna Angeline M. Cataluña

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Detecting COVID-19 from Chest X-Ray Images using a Lightweight Deep Transfer Learning Model with Improved Contrast Enhancement Technique, Dave Jammin A. Bacad and Patricia Angela R. Abu

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A Multi-Institutional Assessment of Changes in Higher Education Teaching and Learning in the Face of COVID-19, Silvia K. Bartolic, David Boud, Jenilyn L. Agapito, Dominique Verpoorten, Siobhan Williams, Louise Lutze-Mann, Uwe Matzat, Ma. Monica L. Moreno, Patsie Polly, Joanna Tai, Heidi L. Marsh, Lin Lin, Jamie-Lee Burgess, Senay Hatbu, Ma. Mercedes T. Rodrigo, Mary Roth, and Neil Guppy

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Automated Detection and Cropping of Hyphae in Microscopic Images of Various Fungi, Luis Gabriel A. Cajucom, Erinn Giannice T. Abigan, Josh Daniel L. Ong, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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Understanding COVID-19 Dynamics and the Effects of Interventions in the Philippines: A Mathematical Modelling Study, Jamie M. Caldwell, Elvira P. De Lara-Tuprio, Timothy Robin Y. Teng, Ma. Regina Justina E. Estuar, Raymond Francis R. Sarmiento, Milinda Abayawardana B. Eng, Robert Neil F. Leong, Richard T. Gray, James G. Wood, Linh-Vi Le, Emma S. McBryde, Romain Ragonnet, and James M. Trauer

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Towards the Design of an Adaptive Presence Card and Trust Rating System for Online Classes, Jonathan D.L Casano and Jenilyn L. Agapito

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Xiphias: Using a Multidimensional Approach towards Creating Meaningful Gamification-Based Badge Mechanics, Jonathan D.L Casano, Jenilyn L. Agapito, and Nicole Ann F. Tolosa

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A High-Accuracy and Power-Efficient Self-Optimizing Wireless Water Level Monitoring IoT Device for Smart City, Tsun-Kuang Chi, Hsiao-Chi Chen, Shih-Lun Chen, and Patricia Angela R. Abu

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VLSI Implementation of a Cost-Efficient Loeffler-DCT Algorithm with Recursive CORDIC for DCT-Based Encoder, Rih-Lung Chung, Chen-Wei Chen, Chiung-An Chen, Patricia Angela R. Abu, and Shih-Lun Chen

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Mathematical Analysis of a COVID-19 Compartmental Model with Interventions, Elvira P. De Lara-Tuprio, Carlo Delfin S. Estadilla, Timothy Robin Y. Teng, Joshua Uyheng, Ma. Regina Justina E. Estuar, Kennedy E. Espina, Jay Michael R. Macalalag, and Raymond Francis R. Sarmiento

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Impact of vaccine supplies and delays on optimal control of the COVID-19 pandemic: mapping interventions for the Philippines, Carlo Delfin S. Estadilla, Joshua Uyheng, Elvira P. De Lara-Tuprio, Timothy Robin Y. Teng, Jay Michael R. Macalalag, and Ma. Regina Justina E. Estuar

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wapr.tugon.ph: A Secure Helpline for Detecting Psychosocial Aid from Reports of Unlawful Killings in the Philippines, Ma. Regina Justina E. Estuar, John Noel C. Victorino, Christian E. Pulmano, Zachary Pangan, Meredith Jaslyn B. Alanano, Jerome Victor C. Celeres, John Lloyd B. de Troz, Marlene M. De Leon, Yvonne McDermott Rees, Riza Batista-Navarro, and Lucita Lazo

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Teaching and Learning Under COVID-19 Public Health Edicts: The Role of Household Lockdowns and Prior Technology Usage, Neil Guppy, David Boud, Tania Heap, Dominique Verpoorten, Uwe Matzat, Joanna Tai, Louise Lutze-Mann, Mary Roth, Patsie Polly, Jamie-Lee Burgess, Jenilyn L. Agapito, and Silvia K. Bartolic

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Predictive Monitoring of Wirebond Ultrasonic Signal on Electrical Test Result Using Machine Learning, Reymart Rio C. Haldos, Rosula SJ Reyes, Patricia Angela R. Abu, and Carlos M. Oppus

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Ethics of AI in Education: Towards a Community-Wide Framework, Wayne Holmes, Kaska Poraysa-Pomsta, Ken Holstein, Emma Sutherland, Toby Baker, Simon Buckingham Shum, Olga C. Santos, Ma. Mercedes T. Rodrigo, Mutlu Cukurova, Ig Ibert Bittencourt, and Kenneth R. Koedinger

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Tooth Position Determination by Automatic Cutting and Marking of Dental Panoramic X-ray Film in Medical Image Processing, Yen-Cheng Huang, Chiung-An Chen, Tsung-Yi Chen, He-Sheng Chou, Wei-Chi Lin, Tzu-Chien Li, Jia-Jun Yuan, Szu-Yin Lin, Chun-Wei Li, Shih-Lun Chen, Yi-Cheng Mao, Patricia Angela R. Abu, Wei-Yuan Chiang, and Wen-Shen Lo

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Performance Evaluation of an Intelligent Lung Sound Classifier Based on an Enhanced MFCC Model, Wally Enrico M. Ingco, Patricia Angela R. Abu, and Rosula SJ Reyes

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Development of an Automatic Document to Digital Record Association Feature for a Cloud-Based Accounting Information System, Daniel S. Jabonete and Marlene M. De Leon

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Detection of Myocardial Infarction using ECG and Multi-Scale Feature Concatenate, Jia-Zheng Jian, Tzong-Rong Ger, Han-Hua Lai, Chi-Ming Ku, Chiung-An Chen, and Patricia Angela R. Abu

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Activity based Traffic Indicator System for Monitoring the COVID-19 Pandemic, Justin Junsay, Aaron Joaquin Lebumfacil, Ivan George Tarun, and William Emmanuel S. Yu

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A Hardware-Oriented Image Compression Algorithm Based on BTC and YEF Color Space, Shih-Yao Ke, He-Sheng Jhou, Chiung-An Chen, Ting-Lan Lin, Patricia Angela R. Abu, and Shih-Lun Chen

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Condition-Based Monitoring and Anomaly Detection of Industrial Equipment using Autoencoder, Daniel Lagazo, Jose Alfredo de Vera, Andrei D. Coronel, Joseph Mark Jimenez, and Emman Gatmaitan

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Quantifying the Impact of Severe Weather Conditions on Online Learning During the COVID-19 Pandemic, Ezekiel Adriel Lagmay and Ma. Mercedes T. Rodrigo

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Detection of Dental Apical Lesions Using CNNs on Periapical Radiograph, Chun-Wei Li, Szu-Yin Lin, He-Sheng Chou, Tsung-Yi Chen, Yu-An Chen, Sheng-Yu Liu, Yu-Lin Liu, Chiung-An Chen, Yen-Cheng Huang, Shih-Lun Chen, Yi-Cheng Mao, Patricia Angela R. Abu, Wei-Yuan Chiang, and Wen-Shen Lo

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Learning Interactions as it Evolves in a Social Learning Management System, Orven E. Llantos and Ma. Regina Justina E. Estuar

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Real-time Face Mask Detection Using Deep Learning on Embedded Systems, Vidal Wyatt M. Lopez, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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Caries and Restoration Detection Using Bitewing Film Based on Transfer Learning with CNNs, Yi-Cheng Mao, Tsung-Yi Chen, He-Sheng Jhou, Szu-Yin Lin, Sheng-Yu Liu, Yu-An Chen, Yu-Lin Liu, Chiung-An Chen, Yen-Cheng Huang, Shih-Lun Chen, Chun-Wei Li, Patricia Angela R. Abu, and Wei-Yuan Chiang

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Cura Personalis: Institutionalizing Compassion during Emergency Remote Teaching, Ma. Monica L. Moreno, Ma. Mercedes T. Rodrigo, Johanna Marion R. Torres, Timothy Jireh Gaspar, and Jenilyn L. Agapito

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Transactional Distances During Emergency Remote Teaching Experiences, Ma. Monica L. Moreno, Ma. Mercedes T. Rodrigo, Johanna Marion R. Torres, Timothy Jireh Gaspar, and Jenilyn L. Agapito

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Transfer Learning in Ensemble Convolutional Neural Networks Toward the Detection of Microscopic Fusarium Oxysporum, Josh Daniel Ong, Erinn Giannice T. Abigan, Luis Gabriel A. Cajucom, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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A Polynomial Time Algorithm for the 2-Poset Cover Problem, Ivy Ordanel, Proceso L. Fernandez Jr, and Henry Adorna

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FASSSTrace: Embedding Micro and Macro Social Network Analysis in Modeling Contact Tracing during the Early Stages of the Pandemic, Zachary Pangan and Ma. Regina Justina E. Estuar

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Introducing a Test Framework for Quality of Service Mechanisms in the Context of Software-Defined Networking, Josiah Eleazar T. Regencia and William Emmanuel S. Yu

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Latency and Throughput Advantage of Leaf-Enforced Quality of Service in Software-Defined Networking for Large Traffic Flows, Josiah Eleazar T. Regencia and William Emmanuel S. Yu

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Impediments to AIS Adoption in the Philippines, Ma. Mercedes T. Rodrigo

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A RECIPE for Teaching the Sustainable Development Goals, Ma. Mercedes T. Rodrigo, Walfrido David A. Diy, Abigail Marie T. Favis, Francesco U. Amante, Janina Carla M. Castro, Ingrid Yvonne Herras, Juan Carlo F. Mallari, Kevin Arnel C. Mora, Johanna Marion R. Torres, and Ma. Assunta C. Cuyegkeng

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29th International Conference on Computers in Education Conference Proceedings Volume I, Ma. Mercedes T. Rodrigo, Sridhar Iyer, and Antonija Mitrovic

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29th International Conference on Computers in Education Conference Proceedings Volume II, Ma. Mercedes T. Rodrigo, Sridhar Iyer, and Antonija Mitrovic

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For People and Planet: Teachers’ Evaluation of an Educational Mobile Game and Resource Pack, Ma. Mercedes T. Rodrigo, Johanna Marion R. Torres, Janina Carla M. Castro, Abigail Marie T. Favis, Ingrid Yvonne Herras, Francesco U. Amante, Hakeem Jimenez, Juan Carlo F. Mallari, Kevin Arnel C. Mora, Walfrido David A. Diy, Jaclyn Ting Ting M. Lim, and Ma. Assunta C. Cuyegkeng

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A Spatial Agent-Based Model for Preemptive Evacuation Decisions During Typhoon, Rey C. Rodrigueza and Ma. Regina Justina E. Estuar

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Comparison of English Comprehension among Students from Different Backgrounds using a Narrative-Centered Digital Game, May Marie P. Talandron-Felipe, Kent Levi A. Bonifacio, Gladys S. Ayunar, and Ma. Mercedes T. Rodrigo

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The Acceptance of Mobile Games to Improve Filipino and English Vocabulary among Children from Urban and Rural Areas, May Marie P. Talandron-Felipe and Ma. Mercedes T. Rodrigo

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The Incubation Effect Among Students Playing an Educational Game for Physics, May Marie P. Talandron-Felipe and Ma. Mercedes T. Rodrigo

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A Self-paced Tutoring System, ILSA: Which System Utilization aligned with Learners' Goal Orientations?, Cesar A. Tecson and Ma. Mercedes T. Rodrigo

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Real Network Traffic Data with PCAP in a Software-Defined Networking Test Framework for Quality of Service Mechanisms, Justin Bryce Torres, Josiah Eleazar T. Regencia, and William Emmanuel S. Yu

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VAMR Basketball on Head-Mounted and Hand-Held Devices with Hand-Gesture-Based Interactions, Eric Cesar Vidal, Jr. and Ma. Mercedes T. Rodrigo

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Patch-Based Convolutional Neural Networks for TCGA-BRCA Breast Cancer Classification, Rosiel Jazmine T. Villareal and Patricia Angela R. Abu

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Stabilization of Cultural Innovations Depends on Population Density: Testing an Epidemiological Model of Cultural Evolution Against a Global Dataset of Rock Art Sites and Climate-Based Estimates of Ancient Population Densities, Richard Walker, Anders Eriksson, Camille Ruiz, Taylor Howard Newton, and Francesco Casalegno

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Automated Classification Model With OTSU and CNN Method for Premature Ventricular Contraction Detection, Liang-Hung Wang, Lin-Juan Ding, Chao-Xin Xie, Su-Ya Jiang, I-Chun Kuo, Xin-Kang Wang, Jie Gao, Pao-Cheng Huang, and Patricia Angela R. Abu

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A Classification and Prediction Hybrid Model Construction with the IQPSO-SVM Algorithm for Atrial Fibrillation Arrhythmia, Liang-Hung Wang, Ze-Hong Yan, Yi-Ting Yang, Jun-Ying Chen, Tao Yang, I-Chun Kuo, Patricia Angela R. Abu, Pao-Cheng Huang, Chiung-An Chen, and Shih-Lun Chen

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Conflicts: A Game that Simulates Cognitive Dissonance in Decision Making, Morgan Spencer Yao, John Casey Bandiola, John Michael Vince Lim, and Jonathan D.L Casano

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A Framework for Studying Coordinated Behaviour Applied to the 2019 Philippine Midterm Elections, William Emmanuel S. Yu

Submissions from 2020

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Detection of Microconidia in Microscopy Images of Fusarium oxysporum f. sp. cubense Using Image Processing Techniques and Neural Networks, Erinn Giannice T. Abigan, Luis Gabriel A. Cajucom, Josh Daniel L. Ong, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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Development and Field Testing of a MALL for Filipino with a Reusable Framework for Mobile-Based Drills, Jenilyn Agapito, Dominique Marie Antoinette Manahan, Ma. Monica L. Moreno, Jose Isidro Beraquit, Ingrid Yvonne Herras, Kevin Arnel C. Mora, Johanna Marion R. Torres, and Ma. Mercedes T. Rodrigo

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Predicting Stag and Hare Hunting Behaviors Using Hidden Markov Model, Rex Bringula and Ma. Mercedes T. Rodrigo

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Quantifying Museum Visitor Attention Using Bluetooth Proximity Beacons, Jonathan D.L Casano, Jenilyn L. Agapito, Abigail S. Moreno, and Ma. Mercedes T. Rodrigo

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Real-time Image Contrast Enhancement VLSI Design for Intelligent Autonomous Vehicles, Shih-Lun Chen, Chia-En Chang, Chiung-An Chen, Patricia Angela R. Abu, Ting-Lan Lin, Szu-Yin Lin, Wei-Yuan Chiang, and Wei-Chen Tu

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A Novel Low-Power Synchronous Preamble Data Line Chip Design for Oscillator Control Interface, Shih-Lun Chen, Tsun-Kuang Chi, Min-Chun Tuan, Chiung-An Chen, Liang-Hung Wang, Wei-Yuan Chiang, Ming-Yi Lin, and Patricia Angela R. Abu

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Dental Shade Matching Method Based on Hue, Saturation, Value Color Model with Machine Learning and Fuzzy Decision, Shih-Lun Chen, He-Sheng Zhou, Tsung-Yi Chen, Tsung-Han Lee, Chiung-An Chen, Ting-Lan Lin, Nung-Hsiang Lin, Liang-Hung Wang, Szu-Yin Lin, Wei-Yuan Chiang, Patricia Angela R. Abu, and Ming-Yi Lin

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Towards an On-line Handwriting Recognition Interface for Health Service Providers using Electronic Medical Records, Viktor Mikhael Dela Cruz, Christian E. Pulmano, and Ma. Regina Justina E. Estuar

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User-centered Approach to Developing Solutions for Electronic Medical Records: Extending EMR Data Entry, Viktor Mikhael Dela Cruz, Christian Pulmano, and Ma. Regina Justina Estuar

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Next Bar Predictor: An Architecture in Automated Music Generation, Belinda M. Dungan and Proceso L. Fernandez Jr

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Health Emergency and Public Involvement in the Philippines: Syndromic Surveillance Efforts and System Integration, Ma. Regina Justina E. Estuar, Kennedy E. Espina, Christian E. Pulmano, Charles Ventura, and Roy Miguel G. Romarate

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Science and Public Service during a Pandemic: Reflections from the Scientists of the Philippine Government's COVID-19 Surveillance Platform, Ma. Regina Justina E. Estuar, Joshua Uyheng, Marlene M. De Leon, Daniel Joseph Benito, Elvira P. De Lara-Tuprio, Carlo Delfin S. Estadilla, and Timothy Robin Y. Teng

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Wheel-Spinning Models in a Novice Programming Context, Rejeenald M. Flores and Ma. Mercedes T. Rodrigo

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Using Collaborative Filtering Algorithm to Estimate the Predictive Power of a Functional Requirement, Reynald Jay F. Hidalgo and Proceso L. Fernandez Jr

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EpiNurse, Health Monitoring by Local Nurses on Nepal Earth Quake 2015, Sakiko Kanbara, Apsara Pandey, Ma. Regina Justina E. Estuar, Hyeon Ju Lee, and Hiroyuki Miyazaki

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Improving the Classification of Landsat-8 OLI Images using Neighborhood Median Pixel Values, Abraham T. Magpantay and Proceso L. Fernandez Jr

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Troika GAN vs Decoupled GAN: An Investigation on the Impact of Subnetwork Weight Sharing for Data Augmentation, Joe Anthony M. Milan and Proceso L. Fernandez Jr

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Troika Generative Adversarial Network (T-GAN): A Synthetic Image Generator That Improves Neural Network Training for Handwriting Classification, Joe Anthony M. Milan and Proceso L. Fernandez Jr

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Ensemble Convolutional Neural Networks for the Detection of Microscopic Fusarium Oxysporum, Josh Daniel L. Ong, Erinn Giannice T. Abigan, Luis Gabriel A. Cajucom, Patricia Angela R. Abu, and Ma. Regina Justina E. Estuar

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Approximation and Computational Complexity of Some Hammock Variations of the Poset Cover Problem, Ivy Ordanel, Proceso L. Fernandez Jr, Richelle Ann B. Juayong, and Henry N. Adorna

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Performance Evaluation of Convolutional Neural Network Architectures for Diagnosis of Childhood Pneumonia, Christian Michael Qui and Patricia Angela R. Abu

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Exploring the Effects of Network Topology Layers on Quality of Service Mechanisms in the Context of Software-Defined Networking, Josiah Eleazar T. Regencia and William Emmanuel S. Yu

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Message From the International Program Coordination Chairs, Hyo-Jeong So, Ma. Mercedes T. Rodrigo, and Jon Mason

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Hindsight-Combined and Hindsight-Prioritized Experience Replay, Renzo Roel P. Tan, Kazushi Ikeda, and John Paul Vergara

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Low Cost AIP Design in 5G Flexible Antenna Phase Array System Application, Wei-Shin Tung, Wei-Yuan Chiang, Chih-Kai Liu, Chiung-An Chen, Pei-Zong Rao, Patricia Angela R. Abu, Wan-Ming Chen, Faisal Asadi, and Shih-Lun Chen

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Design and Development of “Slow Art” Experience for Tapaya’s Earthly Desires, Jayzon F. Ty, Walfrido David A. Diy, and Ma. Mercedes T. Rodrigo