Host: EEAAT & AJCC Network Event Date: 21-24 April 2025 Venue: Kansai Kenshu Center (KKC) Osaka, Japan
Keynote speaker
Prof. Dr.-Ing. Habil. Dr. h.c. Herwig Unger
FernUniversität in Hagen, Germany
His research interests are in decentralised systems and self-organization, natural language processing, Big Data as well as large scale simulations. He has published more than 150 publications in refereed journals and conferences, published or edited more than 30 books and gave over 35 invited talks and lectures in 12 countries. Beside various industrial cooperations, e.g. with Airbus Industries, he has been a guest researcher/professor at the ICSI Berkely, University of Leipzig, Université de Montréal (Canada), Universidad de Guadalajara (Mexico) and the King Mongkut’s University of Technology North Bangkok.
Title: A brain-inspired approach to sequence learning
This talk offers insights into cutting-edge research at the Chai of Communication Networks at FernUniversität in Hagen, focusing on advancements in brain-inspired methods and the development of GraphLearner, a neuromorphic sequence analyser and generator. Beginning with a review of previous research, including text-representing centroids and a decentralized search engine, we highlight the significance of brain-inspired approaches despite the success of conventional deep learning techniques.
Drawing from the works of Hawkins and others, we introduce the GraphLearner as a promising alternative to traditional “black box” models in deep neural networks. By employing Markov models and leveraging Bloom filters for efficient probability calculations, GraphLearner, offers enhanced explainability and adaptability. The talk delves into the architecture and functioning of GraphLearner, showcasing its performance in natural language processing tasks. Additionally, we discuss potential extensions and applications of GraphLearner in diverse domains.
Lists of Session Chairs
Prof. Dr.-Ing. Habil. Dr. h.c. Herwig Unger, FernUniversität in Hagen, Germany Assoc.Prof. Chonlatee Photong, Ph.D., Mahasarakham University, Thailand Assoc.Prof. Olarik Surinta, Ph.D., Mahasarakham University, Thailand Assoc.Prof. Orasa Tetiwat, Ph.D., Nakhon Sawan Rajabhat University, Thailand Asst.Prof. Chatklaw Jareanpon, Ph.D., Mahasarakham University, Thailand Asst.Prof. Jarunee Duangsuwan, Ph.D., Prince of Songkla University, Thailand Asst.Prof. Khanista Namee, Ph.D., King Mongkut’s University of Technology North Bangkok, Thailand Asst.Prof. Warangkhana Kimpan, Ph.D., King Mongkut’s Institute of Technology Ladkrabang, Thailand Apisake Hongwitayakorn, Silpakorn University, Thailand
Session S1
