From molecules to human relationships ~ Analyzing connection data with AI
Information and Communication Technology (Saitama University Research Seed Collection 2025-27 p.90)
Keywords: Communication networks, generative AI, AI, IoT, data analysis, information communication, DX, security, SNS, future forecasting.
The term "network" can be applied to various subjects; some people may associate it with computer networks like the internet, while others may think of networks of human relationships, whether online or in real life. The essence of a network is a data structure that visualizes the relationships and connections of things like a web. In addition to the aforementioned examples, various elements such as map information, atomic bonds within molecules, communities on social media, within companies, or among customers, and the relationships between products, content, and intellectual property can all be represented as network data. In our research lab, we specialize in analyzing and predicting such network data by leveraging the power of generative AI. Examples of applications of this technology include analyzing map data to predict traffic congestion and recommend tourist destinations, or analyzing data on human relationships and product correlations on social media to forecast sales and enhance marketing strategies.
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Kohei Watabe, Associate Professor Graduate School of Science and Technology, Department of Mathematical and Electronic Information, Information Area 【Recent Research Themes】 ● Prediction of next-generation key technologies using data from patent networks ● Identification of fake news using diffusion data on social media ● Early detection and suppression of online flame wars through monitoring of diffusion processes
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【Appeal Points to the Industry】 ● Proposing the utilization of data in DX for complexly interrelated data ● Presentation of achievements related to generative AI at NeurIPS, a top conference in the AI field ● Expertise in communication and familiarity with solutions using communication technologies such as IoT 【Examples of Practical Application, Use Cases, and Utilization】 ● Development of technology for generating data with specified conditions for general network data ● Development of technology for identifying influencers from SNS data ● Development of a system for generating aggressive communications that bypass security barriers ● Development of a network intrusion detection system using LLM ● Development of prediction technology for wireless communication quality utilizing AI technology
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Examples of technology applications for content information and molecular structures.
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The Saitama University Open Innovation Center is a center that functions as a liaison office for industry-academia-government collaboration. It consists of three departments: the Industry-Academia-Government Collaboration Department, the Intellectual Property Department, and the Startup Support Department, each staffed with coordinators well-versed in various fields. The center's activities include solving technical challenges in companies, supporting the implementation of joint research, and conducting technology transfer aimed at introducing and utilizing Saitama University's intellectual property.