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en:projects-1a [2017/01/17 10:06] ylab [Data Science: Fundamental Studies and Social Deployment] |
en:projects-1a [2021/03/10 09:19] (current) ylab |
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- | ====== Research Topics | + | ====== Research Topics ====== |
===== Data Science: Fundamental Studies and Social Deployment ===== | ===== Data Science: Fundamental Studies and Social Deployment ===== | ||
- | Contemporary society relies heavily upon the massive amount of information connected each other by Internet. Social progress will depend upon the establishment and continuous revision of technologies to enable the rapid and accurate transmission of data, and technologies to allow rapid search of massive volume of data to retrieve required information in a timely manner. For this reason, we will conduct fundamental research on database, information retrieval, | + | Contemporary society relies heavily upon the massive amount of information connected |
- | - **Web Information Systems** | + | - **Data Market** |
- | * Recommending historical knowledge for understanding and prediction of current events | + | * |
- | * Causal relationship detection from Twitter data | + | * Data Valuation |
- | * Twitter chatbot that finds and explains interesting knowledge from diverse cultures or different time periods | + | * Privacy Protection |
- | * Image and Voice Retrieval by Impression | + | - **Information Retrieval |
- | * Search Session Management over Time and Space | + | * Recommender Systems |
- | - **Geographical/ | + | * User-Generated Contents |
- | * Similarity Search for Trajectories with Dynamic Features | + | * Digital Libraries |
- | * [[https:// | + | - **Data Mining and Multimedia Inforamtion Systems** |
+ | *[[https:// | ||
+ | *[[https:// | ||
+ | *[[https://www.db.soc.i.kyoto-u.ac.jp/ | ||
- **Scientific/ | - **Scientific/ | ||
* [[https:// | * [[https:// | ||
- | * Visualizations of Paper Relationships | + | * Data Cleaning |
- | - **Deep Knowledge Mining** | + | - **Privacy-Preserving Machine Learning** |
- | * [[project: | + | * Federated Learning |
- | | + | * Differentially Private Machine Learning |
- | * | + | - **Autonomous Distributed |
- | - ** Healthcare and Medical Big Data** | + | |
- | * Recommender Systems based on Brain Data | + | |
- | * Medical Big Data: The analysis of large amount of electronic medical data, and its application to health management and creation of evidence-based medical knowledge. | + | |
- | * [[https:// | + | |
- | - **Information | + | |
- | | + | |
===== Past Research Topics ===== | ===== Past Research Topics ===== | ||
+ | * [[https:// | ||
+ | * Extracting and recommending history-related knowledge | ||
+ | * Question answering in document archives | ||
+ | * Search models for document archives | ||
+ | * [[https:// | ||
+ | * [[project: | ||
* [[project: | * [[project: | ||
* [[project: | * [[project: |