Reserach works

Supervisor’s works

Students’ works

Conference presentations:

  • “Parallel-processed Hyperparameter Tuning for Higher Accuracy of Malware Detection,” Gakuto Sangawa, Satoshi Masuda, 2025 10th International Conference on Intelligent Information Technology (ICIIT 2025), February 2025.
  • “Enhancing Malware Detection Accuracy through Parallel-processed Hyperparameter Tuning,” Gakuto Sangawa, Satoshi Masuda, Joint Conference of the 106th Computer Security and the 56th Security Psychology and Trust, July 23, 2024.
  • “Evaluation of AlphaCode Source Code Using Cyclomatic Complexity,” Gakuto Sangawa, Satoshi Masuda, 85th National Convention of the Information Processing Society of Japan, March 4, 2023.

List of graduation research topics

Research topics for March 2025 graduates

  • Investigation of traffic congestion and collisions during highway merging using a traffic flow simulator.
  • Improving classification accuracy of Western confectionery images using deep neural networks.
  • Development of a dog bark classification model and application system using deep neural networks.
  • Investigation of intersections considering pedestrian movement using a traffic flow simulator.
  • Enhancing the accuracy of source code generated by large language models through prompt engineering.
  • Method for distinguishing straight neck using skeletal detection technology focusing on head position.
  • Creation of an image classification model with data augmentation for mixed-breed dog identification.
  • Facial image analysis for emotion prediction in remote environments.
  • Investigation of software for translating multilingual song lyrics into a single language.
  • Investigation of uncertainty in human estimation in object recognition technology.
  • Performance evaluation and improvement of neural vocoders using GANs in AI music covers.
  • Investigation of causes of traffic accidents and congestion using a traffic flow simulator.
  • Analysis of sign language videos focusing on finger joints using skeletal detection technology.
  • Construction of a music transformation system using color names with AI music generation.
  • Improvement of food image classification accuracy and application system development using deep neural networks.

Research topics for March 2024 graduates

  • Verification of communication characteristics during network video transmission using NDI.
  • Investigation of efficient methods for generating voice clones.
  • Construction of a simple work schedule management system using OSS.
  • Medical cost prediction and regional difference analysis using machine learning.
  • Enhancing malware detection accuracy through parallel-processed hyperparameter tuning.
  • Analysis of source code automatically generated by large language models.
  • Investigation of individual and group attractiveness using AI-generated facial images.
  • Form analysis in darts using skeletal detection technology.
  • Estimation of the number of people in a restaurant using object detection technology for calculating wait times.