Digital Innovation for Sustainable and Inclusive Economic Development
ICT4DA-2023
5th International Conference
5th International Conference on ICT for Development for Africa
October 26-28, Bahir Dar, Ethiopia Day 1: Hybride
Thursday OCtober 26, 2023 Time Title/Task Presenter Moderator 08:00 – 8:30 Registration (Joining Zoom) Participants Biniam Behailu 08:31 – 08:40 Conference Briefing Dr. Esubalew Alemneh Dr. Michael Melse 08:41 – 08:45 Message from Deputy Scientific Director for Research and Community Service, Bahir Dar Institute of Technology Bahir Dar University Dr. Mekuanint Agegnehu 08:46 – 08:50 Welcome Speech Prof Ethiopia Nigussie 08:51 - 09:35 Keynote Speech I: 5G Testbeds the Innovation Vehicle for Smart Cities Prof Jari Handelberg Dr. Ethiopia Nigussie 09:36 -10:15 Keynote Speech II: ICT and Fresh Water lake Ecosystems and Services Prof Nils Gustav Andreas Dr. Tesfa Tegegne 10:16 -10:30 Coffee Break 10:31 – 11:15 Keynote Speech III: Building our Sustainable Future through Science and Computing Dr. Solomon Assefa Dr Fisseha Mekuria Paper Presentations 11:16 - 11:35 Mutual Coupling Reduction for Multiband Phased Array Antenna using Metamaterial Surface for Millimeter Wave Communication Dr. Mulugeta Atlabachew Dr. Mohammed Abebe 11:36 - 11:55 Visual Acuity Classification Using Ensemble Machine Learning Algorithms: With Explainable Approach Dr. Abdulkerim Mohammed 11:56 - 12:15 Application of Machine Learning Algorithms for Pneumonia Detection and Classification Mr. Hamza Shukir 12:16 - 12:35 Evaluating the effectiveness of hybrid features in fake news detection on social media Mr. Tadesse Kebede 12:36 - 12:55 Habesha Women’s Dress Embroidery Design Identification Using an Ensemble Feature Extraction Approach Mr. Assaminew Gizaw 12:56 – 14:30 Conference Lunch Parellel Sessions (3 Virtual Sessions) Parallel Session I
Track 1: Intelligent Systems and Data Science Time Topic Presenter Chair person 14:31 – 14:45 An AI Contribution to African Economic Development through Mother Tongue Education - a Linguistic Evaluation of an African-based AI Mathematics Tutoring Bot Laurie Butgereit Dr. Tesfa Tegegne 14:46 – 15:00 Small Screws Detection using Machine Vision Getachew A Ambaye 15:01 –15:15 Software Risk Prediction at Requirement and Design Phase : An Ensemble Machine Learning Approach Yibeltal Assefa Zelelew 15:16 - 15:30 Machine Learning Based Delivery Date Prediction For Child Birth Yibeltal Assefa 15:31 - 15:45 Test case generation from quality attribute scenarios using machine learning approach Abebaw Worku 15:46 – 16:00 Coffee Break 16:01 - 16:15 Automatic Medical Image diagnosis for lung diseases using deep transfer learning Irad Mwendo 16:16 - 16:30 Anaphoric Term Classification and Resolution Model for Amharic Pronouns: Using Deep Learning Technique Siraye Mekonnen Dr. Mohammed Abebe 16:31 - 16:45 Classification and Prioritization of Requirements Smells Using Machine Learning Techniques Fekerte Berhanu Tadle 16:46 - 17:00 Toward explainable Artificial intelligence for Pneumonia and tuberculosis classification from Chest X-ray Getamesay Haile Dagnaw 17:01 - 17:15 Detecting Fraud in Motor Insurance Claims Using XGBoost Algorithm with SMOTE David Gichohi Maina Parallel Session II
Track 1: Intelligent Systems and Data Science and Track 5: Natural Language Processing Time Topic Presenter Chair person 14:31 – 14:45 Wind power Forecasting Model using Deep Learning Approach Seblewongale Ayene 14:46 – 15:00 A Real-Time Obstacle Detection And Classification System For Assisting Blind And Vissually Impaired People Based On Yolo Model Yesuneh Getachew Dr. Abdulkerim Mohammed 15:01 –15:15 Multitask Deep Learning Approach for Habesha Fashion Cloth Recognition and Classification Yohannes Abinet 15:16 - 15:30 A Knowledge-Based System to Predict Crime from Criminal Records in the case of Hossana Police Commission Betelhem Zewdu 15:31 - 15:45 Hybrid Deep-Machine Learning Based Performance Comparison for Soybean Plant Disease Identification Yirga Yayeh 15:46 – 16:00 Coffee Break 16:01 - 16:15 Design Amharic Text Sentiment Analysis Model Using Machine Learning Techniques. In Case of restaurant reviews. Birku Gedif Dr. Michael Melse 16:16 - 16:30 COSMIC-Functional Size Classification of Agile Software Development: Deep Learning Approach Yohannes Sefane 16:31 - 16:45 Ge’ez-English Bi-directional Neural Machine Translation Using Transformer Yirga Yayeh 16:46 - 17:00 Machine Learning Based Soil-type Classification Yirga Yayeh 17:01 - 17:15 Hadiyyissa Automatic Speech Recognition using Deep Learning Approach Amin Tuni Gure Parallel Session III
Track 2: Wireless Communications & Emerging Networking, Track 4: Security, Track 5: Natural Language Processingand and Track 6: Information System Time Topic Presenter Chair person 14:31 – 14:45 Bi-directional Machine Translation between Amharic and Khimtagne using Deep Learning Adane K Chekole Dr. Esubalew Alemneh 14:46 – 15:00 Geez Part of Speech Tagging Using Deep Learning Approaches Abdulkerim Mohammed 15:01 –15:15 Multimodal Cyberbullying Detection Using Deep Learning Techniques: A Review Immaculate Ms Musyoka 15:16 - 15:30 Machine Learning-Based Categorization Of Racism In Amharic Text Using Multi-Class Classification Abebe Desie 15:31 - 15:45 Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review Zelalem Asfaw 15:46 – 16:00 Coffee Break 16:01 - 16:15 Investigating the Benefits of Using Non-Orthogonal Multiple Access for double connction LiFi-RF Networks. Ermias Kassahun Dr. Mekuanint Agegnehu 16:16 - 16:30 Performance Analysis of SDN with a Hybrid Data Plane of MPLS and SDN Belayneh Kebie Teshome 16:31 - 16:45 Performance Analysis of POCO Framework under Failure Scenario in SDN-Enabled Controller Placement Sefinew Getenet 16:46 - 17:00 Controller-Targeted DDoS Attack Detection and Mitigation in Software-Defined Internet of Vehicles (SD-IoV) Behaylu T. Alemu 17:01 - 17:15 Ensemble Learning for Encrypted Malware Detection and Classification Sileshi Nibret Zeleke Closing Remarks [ ICT4DA-2023 Organizing Committee]
5th International Conference on ICT for Development for Africa October 26-28, Bahir Dar, Ethiopia | ||||
Day 1: Hybride Thursday OCtober 26, 2023 | ||||
Time | Title/Task | Presenter | Moderator | |
08:00 – 8:30 | Registration (Joining Zoom) | Participants | Biniam Behailu | |
08:31 – 08:40 | Conference Briefing | Dr. Esubalew Alemneh | Dr. Michael Melse | |
08:41 – 08:45 | Message from Deputy Scientific Director for Research and Community Service, Bahir Dar Institute of Technology Bahir Dar University | Dr. Mekuanint Agegnehu | ||
08:46 – 08:50 | Welcome Speech | Prof Ethiopia Nigussie | ||
08:51 - 09:35 | Keynote Speech I: 5G Testbeds the Innovation Vehicle for Smart Cities | Prof Jari Handelberg | Dr. Ethiopia Nigussie | |
09:36 -10:15 | Keynote Speech II: ICT and Fresh Water lake Ecosystems and Services | Prof Nils Gustav Andreas | Dr. Tesfa Tegegne | |
10:16 -10:30 | Coffee Break | |||
10:31 – 11:15 | Keynote Speech III: Building our Sustainable Future through Science and Computing | Dr. Solomon Assefa | Dr Fisseha Mekuria | |
Paper Presentations | ||||
11:16 - 11:35 | Mutual Coupling Reduction for Multiband Phased Array Antenna using Metamaterial Surface for Millimeter Wave Communication | Dr. Mulugeta Atlabachew | Dr. Mohammed Abebe | |
11:36 - 11:55 | Visual Acuity Classification Using Ensemble Machine Learning Algorithms: With Explainable Approach | Dr. Abdulkerim Mohammed | ||
11:56 - 12:15 | Application of Machine Learning Algorithms for Pneumonia Detection and Classification | Mr. Hamza Shukir | ||
12:16 - 12:35 | Evaluating the effectiveness of hybrid features in fake news detection on social media | Mr. Tadesse Kebede | ||
12:36 - 12:55 | Habesha Women’s Dress Embroidery Design Identification Using an Ensemble Feature Extraction Approach | Mr. Assaminew Gizaw | ||
12:56 – 14:30 | Conference Lunch | |||
Parellel Sessions (3 Virtual Sessions) | ||||
Parallel Session I Track 1: Intelligent Systems and Data Science | ||||
Time | Topic | Presenter | Chair person | |
14:31 – 14:45 | An AI Contribution to African Economic Development through Mother Tongue Education - a Linguistic Evaluation of an African-based AI Mathematics Tutoring Bot | Laurie Butgereit | Dr. Tesfa Tegegne | |
14:46 – 15:00 | Small Screws Detection using Machine Vision | Getachew A Ambaye | ||
15:01 –15:15 | Software Risk Prediction at Requirement and Design Phase : An Ensemble Machine Learning Approach | Yibeltal Assefa Zelelew | ||
15:16 - 15:30 | Machine Learning Based Delivery Date Prediction For Child Birth | Yibeltal Assefa | ||
15:31 - 15:45 | Test case generation from quality attribute scenarios using machine learning approach | Abebaw Worku | ||
15:46 – 16:00 | Coffee Break | |||
16:01 - 16:15 | Automatic Medical Image diagnosis for lung diseases using deep transfer learning | Irad Mwendo | ||
16:16 - 16:30 | Anaphoric Term Classification and Resolution Model for Amharic Pronouns: Using Deep Learning Technique | Siraye Mekonnen | Dr. Mohammed Abebe | |
16:31 - 16:45 | Classification and Prioritization of Requirements Smells Using Machine Learning Techniques | Fekerte Berhanu Tadle | ||
16:46 - 17:00 | Toward explainable Artificial intelligence for Pneumonia and tuberculosis classification from Chest X-ray | Getamesay Haile Dagnaw | ||
17:01 - 17:15 | Detecting Fraud in Motor Insurance Claims Using XGBoost Algorithm with SMOTE | David Gichohi Maina | ||
Parallel Session II Track 1: Intelligent Systems and Data Science and Track 5: Natural Language Processing | ||||
Time | Topic | Presenter | Chair person | |
14:31 – 14:45 | Wind power Forecasting Model using Deep Learning Approach | Seblewongale Ayene | ||
14:46 – 15:00 | A Real-Time Obstacle Detection And Classification System For Assisting Blind And Vissually Impaired People Based On Yolo Model | Yesuneh Getachew | Dr. Abdulkerim Mohammed | |
15:01 –15:15 | Multitask Deep Learning Approach for Habesha Fashion Cloth Recognition and Classification | Yohannes Abinet | ||
15:16 - 15:30 | A Knowledge-Based System to Predict Crime from Criminal Records in the case of Hossana Police Commission | Betelhem Zewdu | ||
15:31 - 15:45 | Hybrid Deep-Machine Learning Based Performance Comparison for Soybean Plant Disease Identification | Yirga Yayeh | ||
15:46 – 16:00 | Coffee Break | |||
16:01 - 16:15 | Design Amharic Text Sentiment Analysis Model Using Machine Learning Techniques. In Case of restaurant reviews. | Birku Gedif | Dr. Michael Melse | |
16:16 - 16:30 | COSMIC-Functional Size Classification of Agile Software Development: Deep Learning Approach | Yohannes Sefane | ||
16:31 - 16:45 | Ge’ez-English Bi-directional Neural Machine Translation Using Transformer | Yirga Yayeh | ||
16:46 - 17:00 | Machine Learning Based Soil-type Classification | Yirga Yayeh | ||
17:01 - 17:15 | Hadiyyissa Automatic Speech Recognition using Deep Learning Approach | Amin Tuni Gure | ||
Parallel Session III Track 2: Wireless Communications & Emerging Networking, Track 4: Security, Track 5: Natural Language Processingand and Track 6: Information System | ||||
Time | Topic | Presenter | Chair person | |
14:31 – 14:45 | Bi-directional Machine Translation between Amharic and Khimtagne using Deep Learning | Adane K Chekole | Dr. Esubalew Alemneh | |
14:46 – 15:00 | Geez Part of Speech Tagging Using Deep Learning Approaches | Abdulkerim Mohammed | ||
15:01 –15:15 | Multimodal Cyberbullying Detection Using Deep Learning Techniques: A Review | Immaculate Ms Musyoka | ||
15:16 - 15:30 | Machine Learning-Based Categorization Of Racism In Amharic Text Using Multi-Class Classification | Abebe Desie | ||
15:31 - 15:45 | Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review | Zelalem Asfaw | ||
15:46 – 16:00 | Coffee Break | |||
16:01 - 16:15 | Investigating the Benefits of Using Non-Orthogonal Multiple Access for double connction LiFi-RF Networks. | Ermias Kassahun | Dr. Mekuanint Agegnehu | |
16:16 - 16:30 | Performance Analysis of SDN with a Hybrid Data Plane of MPLS and SDN | Belayneh Kebie Teshome | ||
16:31 - 16:45 | Performance Analysis of POCO Framework under Failure Scenario in SDN-Enabled Controller Placement | Sefinew Getenet | ||
16:46 - 17:00 | Controller-Targeted DDoS Attack Detection and Mitigation in Software-Defined Internet of Vehicles (SD-IoV) | Behaylu T. Alemu | ||
17:01 - 17:15 | Ensemble Learning for Encrypted Malware Detection and Classification | Sileshi Nibret Zeleke | ||
Closing Remarks [ ICT4DA-2023 Organizing Committee] |