Digital Innovation for Sustainable and Inclusive Economic Development
ICT4DA-2023
5th International Conference
Day 1: Virtual
Thursday OCtober 26, 2023 Time Title/Task Presenter Moderator 08:30 – 09:00 Registration (Joining Zoom) Biniam Behailu 09:01 – 09:15 Conference Briefing Dr. Esubalew Alemneh Dr. Michael Melse 09:16 – 09:25 Message from Scientific Director of Bahir Dar Institute of Technology Bahir Dar University Dr. Bimrew Tamrat 09:26 – 09:30 Welcome Speech Prof Ethiopia Nigussie 09:31 - 10:15 Keynote Speech I: Building our Sustainable Future through Science and Computing Dr. Solomon Assefa Dr. Ethiopia Nigussie 10:16 -10:30 Coffee Break Parallel Session I
Track1: Intelligent Systems and Data Science and Track 6: Information System
(Session Manager: Dr. Esubalew Alemneh ) 10:31 – 10:45 Habesha Women’s Dress Embroidery Design Identification Using an Ensemble Feature Extraction Approach Arega Mulu Mezemir Dr. Tesfa Tegegne 10:46 – 11:00 An AI Contribution to African Economic Development through Mother Tongue Education - a Linguistic Evaluation of an African-based AI Mathematics Tutoring Bot Laurie Butgereit 11:01- 11:15 Small Screws Detection using Machine Vision Getachew A Ambaye 11:16 – 11:30 Performance Analysis of SDN with a Hybrid Data Plane of MPLS and SDN Belayneh Kebie Teshome 11:31 – 11:45 Test case generation from quality attribute scenarios using machine learning approach Abebaw Worku 11:45 – 12:00 Automatic Medical Image diagnosis for lung diseases using deep transfer learning Irad Mwendo 12:01 – 13:30 Lunch Parallel Session II
Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System
(Session Manager: Dr. Esubalew Alemneh ) Time Topic Presenter Chair person 10:31 – 10:45 Design Amharic Text Sentiment Analysis Model Using Machine Learning Techniques. In Case of restaurant reviews. Birku Gedif Dr. Michael Melese 10:46 – 11:00 COSMIC-Functional Size Classification of Agile Software Development: Deep Learning Approach Yohannes Sefane Molla 11:01- 11:15 Ge’ez-English Bi-directional Neural Machine Translation Using Transformer Yirga Yayeh 11:16 – 11:30 Machine Learning Based Soil-type Classification Yirga Yayeh 11:31 – 11:45 Evaluating the effectiveness of hybrid features in fake news detection on social media Mesay Gemeda 11:45 – 12:00 Bi-directional Machine Translation between Amharic and Khimtagne using Deep Learning Adane K Chekole 12:01 – 13:30 Day 1 Afternoon: Virtual Time Topic Presenter Chair person 13:31 -14:15 Keynote Speech II: ICT and Fresh Water lake Ecosystems and Services Prof Nils Gustav Andreas Ekelund Dr. Tesfa Tegegne Parallel Session I
Track1: Intelligent Systems and Data Science and Track 6: Information System
(Session Manager: Dr. Esubalew Alemneh ) Time Topic Presenter Chair person 14:16 – 14:30 Anaphoric Term Classification and Resolution Model for Amharic Pronouns: Using Deep Learning Technique SIRAYE MEKONNEN Dr. Michael Abebe 14:31 – 14:45 Classification and Prioritization of Requirements Smells Using Machine Learning Techniques Fekerte Berhanu Tadle 14:46- 15:00 Toward explainable Artificial intelligence for Pneumonia and tuberculosis classification from Chest X-ray Getamesay Haile Dagnaw 15:01 -15:15 Detecting Fraud in Motor Insurance Claims Using XGBoost Algorithm with SMOTE David Gichohi Maina 15:16- 15:30 Application of Machine Learning Algorithms for Pneumonia Detection and Classification Hamza SH. Abdurahman 15:31 – 15:45 Coffee Break 15:46 – 16:00 Wind power Forecasting Model using Deep Learning Approach Seblewongale Ayene Dr. Tesfa Tegegne 16:01 – 16:15 Predicting Software Reliability Using Deep Learning Methods Getachew Mekuria Habtemariam 16:16 – 16:30 A Real-Time Obstacle Detection And Classification System For Assisting Blind And Vissually Impaired People Based On Yolo Model Yesuneh Getachew 16:31 – 16:45 Multitask Deep Learning Approach for Habesha Fashion Cloth Recognition and Classification Yohannes A Worku 16:46 – 17:00 A Knowledge-Based System to Predict Crime from Criminal Records in the case of Hossana Police Commission Betelhem Zewdu Wubineh 17:01 – 17:15 Hybrid Deep-Machine Learning Based Performance Comparison for Soybean Plant Disease Identification Yirga Yayeh End of Day 1 Parallel Session II
Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System
(Session Manager: Dr. Esubalew Alemneh) 14:16 – 14:30 Geez Part of Speech Tagging Using Deep Learning Approaches Abdulkerim Mohammed Dr. Mohammed Abebe 14:31 – 14:45 Amharic Text-to-Speech Synthesis Using Deep Learning Approach Abdulkerim Mohammed 14:46- 15:00 Multimodal Cyberbullying Detection Using Deep Learning Techniques: A Review Immaculate Ms Musyoka 15:01 -15:15 Machine Learning-Based Categorization Of Racism In Amharic Text Using Multi-Class Classification Abebe Desie 15:16- 15:30 Ensemble Learning for Encrypted Malware Detection and Classification Sileshi Nibret Zeleke 15:31 – 15:45 Coffee Break 15:46 – 16:00 Controller-Targeted DDoS Attack Detection and Mitigation in Software-Defined Internet of Vehicles (SD-IoV) Behaylu T. Alemu Dr. Mekuanint Agegnehu 16:01 – 16:15 Cyclic Redundancy Check Assisted Successive Cancellation List Polar Code for MIMO-PLC Systems Fikreselam Gared Mengistu 16:16 – 16:30 Software Risk Prediction at Requirement and Design Phase : An Ensemble Machine Learning Approach Yibeltal Assefa Zelelew 16:31 – 16:45 Machine Learning Based Delivery Date Prediction For Child Birth Yibeltal Assefa Zelelew 16:46 – 17:00 Performance Analysis of POCO Framework under Failure Scenario in SDN-Enabled Controller Placement Getasew Abeba Agengnehu 17:01 – 17:15 ACO-OFDM based VLC System with CRC Aided Successive Cancellation List Polar Cod Fikreselam Gared Mengistu End of Day 1 Day 2 Friday October 27, 2023 Time Topic Presenter Chair person 08:30 – 09:15 Keynot Speech III: 5G Testbeds the Innovation Vehicle for Smart Cities Prof Jari Handelberg Dr Fisseha Mekuria Parallel Session I
Track1: Intelligent Systems and Data Science and Track 6: Information System
(Session Manager: Dr. Esubalew Alemneh ) Time Topic Presenter Chair person 09:16 – 09:30 Visual Acuity Classification Using Ensemble Machine Learning Algorithms: With Explainable Approach Abdulkerim Mohammed Yibre Dr. Mohammed Abebe 09:31 – 09:45 Hadiyyissa Automatic Speech Recognition using Deep Learning Approach Amin Tuni Gure 09:45 – 10:00 Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review Zelalem Asfaw Closing Remarks [ ICT4DA-2023 Organizing Committee] Parallel Session II
Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System
(Session Manager: Dr. Michael Melese ) Time Topic Presenter Chair person 09:16 – 09:30 Investigating the Benefits of Using Non-Orthogonal Multiple Access for double connction LiFi-RF Networks. Ermias Kassahun Azage Dr. Mekuanint Agegnehu 09:31 – 09:45 Mutual Coupling Reduction for Multiband Phased Array Antenna using Metamaterial Surface for Millimeter Wave Communication Mulugeta Atlabachew Abegaz Closing Remarks [ ICT4DA-2023 Organizing Committee]
| Day 1: Virtual Thursday OCtober 26, 2023 | ||||
| Time | Title/Task | Presenter | Moderator | |
| 08:30 – 09:00 | Registration (Joining Zoom) | Biniam Behailu | ||
| 09:01 – 09:15 | Conference Briefing | Dr. Esubalew Alemneh | Dr. Michael Melse | |
| 09:16 – 09:25 | Message from Scientific Director of Bahir Dar Institute of Technology Bahir Dar University | Dr. Bimrew Tamrat | ||
| 09:26 – 09:30 | Welcome Speech | Prof Ethiopia Nigussie | ||
| 09:31 - 10:15 | Keynote Speech I: Building our Sustainable Future through Science and Computing | Dr. Solomon Assefa | Dr. Ethiopia Nigussie | |
| 10:16 -10:30 | Coffee Break | |||
| Parallel Session I Track1: Intelligent Systems and Data Science and Track 6: Information System (Session Manager: Dr. Esubalew Alemneh ) | ||||
| 10:31 – 10:45 | Habesha Women’s Dress Embroidery Design Identification Using an Ensemble Feature Extraction Approach | Arega Mulu Mezemir | Dr. Tesfa Tegegne | |
| 10:46 – 11:00 | An AI Contribution to African Economic Development through Mother Tongue Education - a Linguistic Evaluation of an African-based AI Mathematics Tutoring Bot | Laurie Butgereit | ||
| 11:01- 11:15 | Small Screws Detection using Machine Vision | Getachew A Ambaye | ||
| 11:16 – 11:30 | Performance Analysis of SDN with a Hybrid Data Plane of MPLS and SDN | Belayneh Kebie Teshome | ||
| 11:31 – 11:45 | Test case generation from quality attribute scenarios using machine learning approach | Abebaw Worku | ||
| 11:45 – 12:00 | Automatic Medical Image diagnosis for lung diseases using deep transfer learning | Irad Mwendo | ||
| 12:01 – 13:30 | Lunch | |||
| Parallel Session II Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System (Session Manager: Dr. Esubalew Alemneh ) | ||||
| Time | Topic | Presenter | Chair person | |
| 10:31 – 10:45 | Design Amharic Text Sentiment Analysis Model Using Machine Learning Techniques. In Case of restaurant reviews. | Birku Gedif | Dr. Michael Melese | |
| 10:46 – 11:00 | COSMIC-Functional Size Classification of Agile Software Development: Deep Learning Approach | Yohannes Sefane Molla | ||
| 11:01- 11:15 | Ge’ez-English Bi-directional Neural Machine Translation Using Transformer | Yirga Yayeh | ||
| 11:16 – 11:30 | Machine Learning Based Soil-type Classification | Yirga Yayeh | ||
| 11:31 – 11:45 | Evaluating the effectiveness of hybrid features in fake news detection on social media | Mesay Gemeda | ||
| 11:45 – 12:00 | Bi-directional Machine Translation between Amharic and Khimtagne using Deep Learning | Adane K Chekole | ||
| 12:01 – 13:30 | ||||
| Day 1 Afternoon: Virtual | ||||
| Time | Topic | Presenter | Chair person | |
| 13:31 -14:15 | Keynote Speech II: ICT and Fresh Water lake Ecosystems and Services | Prof Nils Gustav Andreas Ekelund | Dr. Tesfa Tegegne | |
| Parallel Session I Track1: Intelligent Systems and Data Science and Track 6: Information System (Session Manager: Dr. Esubalew Alemneh ) | ||||
| Time | Topic | Presenter | Chair person | |
| 14:16 – 14:30 | Anaphoric Term Classification and Resolution Model for Amharic Pronouns: Using Deep Learning Technique | SIRAYE MEKONNEN | Dr. Michael Abebe | |
| 14:31 – 14:45 | Classification and Prioritization of Requirements Smells Using Machine Learning Techniques | Fekerte Berhanu Tadle | ||
| 14:46- 15:00 | Toward explainable Artificial intelligence for Pneumonia and tuberculosis classification from Chest X-ray | Getamesay Haile Dagnaw | ||
| 15:01 -15:15 | Detecting Fraud in Motor Insurance Claims Using XGBoost Algorithm with SMOTE | David Gichohi Maina | ||
| 15:16- 15:30 | Application of Machine Learning Algorithms for Pneumonia Detection and Classification | Hamza SH. Abdurahman | ||
| 15:31 – 15:45 | Coffee Break | |||
| 15:46 – 16:00 | Wind power Forecasting Model using Deep Learning Approach | Seblewongale Ayene | Dr. Tesfa Tegegne | |
| 16:01 – 16:15 | Predicting Software Reliability Using Deep Learning Methods | Getachew Mekuria Habtemariam | ||
| 16:16 – 16:30 | A Real-Time Obstacle Detection And Classification System For Assisting Blind And Vissually Impaired People Based On Yolo Model | Yesuneh Getachew | ||
| 16:31 – 16:45 | Multitask Deep Learning Approach for Habesha Fashion Cloth Recognition and Classification | Yohannes A Worku | ||
| 16:46 – 17:00 | A Knowledge-Based System to Predict Crime from Criminal Records in the case of Hossana Police Commission | Betelhem Zewdu Wubineh | ||
| 17:01 – 17:15 | Hybrid Deep-Machine Learning Based Performance Comparison for Soybean Plant Disease Identification | Yirga Yayeh | ||
| End of Day 1 | ||||
| Parallel Session II Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System (Session Manager: Dr. Esubalew Alemneh) | ||||
| 14:16 – 14:30 | Geez Part of Speech Tagging Using Deep Learning Approaches | Abdulkerim Mohammed | Dr. Mohammed Abebe | |
| 14:31 – 14:45 | Amharic Text-to-Speech Synthesis Using Deep Learning Approach | Abdulkerim Mohammed | ||
| 14:46- 15:00 | Multimodal Cyberbullying Detection Using Deep Learning Techniques: A Review | Immaculate Ms Musyoka | ||
| 15:01 -15:15 | Machine Learning-Based Categorization Of Racism In Amharic Text Using Multi-Class Classification | Abebe Desie | ||
| 15:16- 15:30 | Ensemble Learning for Encrypted Malware Detection and Classification | Sileshi Nibret Zeleke | ||
| 15:31 – 15:45 | Coffee Break | |||
| 15:46 – 16:00 | Controller-Targeted DDoS Attack Detection and Mitigation in Software-Defined Internet of Vehicles (SD-IoV) | Behaylu T. Alemu | Dr. Mekuanint Agegnehu | |
| 16:01 – 16:15 | Cyclic Redundancy Check Assisted Successive Cancellation List Polar Code for MIMO-PLC Systems | Fikreselam Gared Mengistu | ||
| 16:16 – 16:30 | Software Risk Prediction at Requirement and Design Phase : An Ensemble Machine Learning Approach | Yibeltal Assefa Zelelew | ||
| 16:31 – 16:45 | Machine Learning Based Delivery Date Prediction For Child Birth | Yibeltal Assefa Zelelew | ||
| 16:46 – 17:00 | Performance Analysis of POCO Framework under Failure Scenario in SDN-Enabled Controller Placement | Getasew Abeba Agengnehu | ||
| 17:01 – 17:15 | ACO-OFDM based VLC System with CRC Aided Successive Cancellation List Polar Cod | Fikreselam Gared Mengistu | ||
| End of Day 1 | ||||
| Day 2 Friday October 27, 2023 | ||||
| Time | Topic | Presenter | Chair person | |
| 08:30 – 09:15 | Keynot Speech III: 5G Testbeds the Innovation Vehicle for Smart Cities | Prof Jari Handelberg | Dr Fisseha Mekuria | |
| Parallel Session I Track1: Intelligent Systems and Data Science and Track 6: Information System (Session Manager: Dr. Esubalew Alemneh ) | ||||
| Time | Topic | Presenter | Chair person | |
| 09:16 – 09:30 | Visual Acuity Classification Using Ensemble Machine Learning Algorithms: With Explainable Approach | Abdulkerim Mohammed Yibre | Dr. Mohammed Abebe | |
| 09:31 – 09:45 | Hadiyyissa Automatic Speech Recognition using Deep Learning Approach | Amin Tuni Gure | ||
| 09:45 – 10:00 | Data-Driven Decision-Making and Its Impacts on Education Quality in Developing Countries: A Systematic Review | Zelalem Asfaw | ||
| Closing Remarks [ ICT4DA-2023 Organizing Committee] | ||||
| Parallel Session II Track 5: Natural Language Processing, Track 2: Wireless Communications & Emerging Networking and Track 6: Information System (Session Manager: Dr. Michael Melese ) | ||||
| Time | Topic | Presenter | Chair person | |
| 09:16 – 09:30 | Investigating the Benefits of Using Non-Orthogonal Multiple Access for double connction LiFi-RF Networks. | Ermias Kassahun Azage | Dr. Mekuanint Agegnehu | |
| 09:31 – 09:45 | Mutual Coupling Reduction for Multiband Phased Array Antenna using Metamaterial Surface for Millimeter Wave Communication | Mulugeta Atlabachew Abegaz | ||
| Closing Remarks [ ICT4DA-2023 Organizing Committee] | ||||