
Kanta Yamaoka- Bachelor of Engineering
- A large corporate
Kanta Yamaoka
- Bachelor of Engineering
- A large corporate
Obtained BEng from Osaka Prefecture Univesity in 2023. I'm in Greater Tokyo Area after leaving Kaiserslautern, Germany.
About
3
Publications
463
Reads
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14
Citations
Introduction
Currently I don’t do research activities in my profession. I'm reading papers in my personal hours, and I aim to produce some research output as an “indie” researcher. I'm interested in the Bayesian paradigm in ML capable of capturing the real-world with uncertainty and noisy data in limited quantities, especially in the medical domain. I’m a newbie to this realm and I’m reading about Bayesian optimization, Gaussian process, function networks, causal BO, and Multi-armed Bandit settings.
Skills and Expertise
Current institution
A large corporate
Additional affiliations
March 2022 - March 2023
Position
- Internship
Description
- Research Exchange Program covered by JASSO Scholarship + HiWi role, under Prof.Andreas Dengel and Jun-.Prof. Shoya Ishimaru from TU Kaiserslautern and DFKI (German Research Center for Artificial Intelligence) Worked on a learning personalization system using text-generation model and investigated human-computer-interaction aspects.
Publications
Publications (3)
Psychological studies highlights the importance of combining new knowledge with one's prior experience. Hence personalization for a learner plays a key role for vocabulary acquisition. However, this faces two challenges: probing a learner's experiences in their lives and crafting tailored material for every different individual. With the prevalence...
Although language learners have different contexts and motivations, sensing personal backgrounds to optimize learning materials has still been challenging. By focusing on the huge movement of Social Networking Services (SNS) such as Instagram, we came up with the idea of utilizing social posts, in particular images, as learning materials. This pape...
Mindfulness has been actively investigated in HCI. While its positive effects on our cognitive functions are reported, carrying out mindfulness activities, in general, requires self-discipline to get its reported benefits. Our study aims to integrate a visual guide of breathing into computer-assisted learning to help the learner achieve better perf...
Questions
Question (1)
In Multi-armed bandit settings, why do people care about deriving theoretical lower bounds of regret?