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en:projects-1a [2017/05/07 07:32]
ylab [Data Science: Fundamental Studies and Social Deployment]
en:projects-1a [2021/03/10 09:19] (current)
ylab
Line 1: Line 1:
-====== Research Topics (Master's Program, Application Code: SI-1a) ====== +====== 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 quick 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, data mininggeographic information systems, social network analysis, and privacy protection. We also conduct application-oriented research such as health/medical big data analysis, scientific data management, integrated utilization of knowledge bases and search engines, utilization of scholarly data, educational information systems, in cooperation with domain experts.+Contemporary society relies heavily upon the massive amount of information connected to each other via the 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 quick search of the massive volume of data to retrieve required information in a timely manner. For this reason, we will conduct fundamental research on database, information retrieval, privacy protectionWeb information systems, and data mining. We also conduct application-oriented research such as data market, scientific data management, utilization of scholarly data, and geographic information systems, in cooperation with domain experts.
  
-  - **Web Information Systems** 
-    * Recommending historical knowledge for understanding and prediction of current events 
-    * Annotating time series for explaining their shapes 
-    * Estimation of information validity and interestingness 
-    * Image and Voice Retrieval by Impression 
-    * Search Session Management over Time and Space 
   - **Data Market**   - **Data Market**
-    *  [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/privacy/index_en.html|Personal Data Utilization and Privacy Protection]]+    *  [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/privacy/index_en.html|Personal Data Market]]
     * Data Valuation     * Data Valuation
 +    * Privacy Protection
 +  - **Information Retrieval and Natural Language Processing**
 +    * Recommender Systems
 +    * User-Generated Contents
 +    * Digital Libraries
 +  - **Data Mining and Multimedia Inforamtion Systems**
 +    *[[https://www.db.soc.i.kyoto-u.ac.jp/s1b/sightsee_en.htm|Sightseeing Informatics]]
 +    *[[https://www.db.soc.i.kyoto-u.ac.jp/s1b/investment_en.htm|Investment Informatics]]
 +    *[[https://www.db.soc.i.kyoto-u.ac.jp/s1b/nutrition_en.htm|Informational Nutrition]]
   - **Scientific/Scholarly Databases**   - **Scientific/Scholarly Databases**
     * [[https://www.db.soc.i.kyoto-u.ac.jp/dias/index_e.html|the Data Integration and Analysis System (DIAS)]]     * [[https://www.db.soc.i.kyoto-u.ac.jp/dias/index_e.html|the Data Integration and Analysis System (DIAS)]]
-    * Supporting Scholarly Surveys +    * Data Cleaning 
-  - **Geographical/Spatial Information System** +  - **Privacy-Preserving Machine Learning** 
-    * Similarity Search for Trajectories with Dynamic Features +    * Federated Learning and its Applications 
-    * [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/routing/index_en.html|Mutually beneficial Confluent Routing]] +    Differentially Private Machine Learning  
-  - **Data Mining** +  - **Autonomous Distributed Information System** 
-    * Data Mining +  
-    * 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. +
-  - **Deep Knowledge Mining*+
-  - **Integrated Utilization of Knowledge Bases and Search Engines** +
-    * Retrieval of Quantitatie Data +
-  - **Information Elicitation**+
  
  
 ===== Past Research Topics ===== ===== Past Research Topics =====
 +    * [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/routing/index_en.html|Mutually beneficial Confluent Routing]]
 +    * Extracting and recommending history-related knowledge
 +    * Question answering in document archives
 +    * Search models for document archives 
     * [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/index_en.html|A health-aware pedestrian navigation system]]: The analysis of realtime biometric data and its application to health management and route recommendation.      * [[https://www.db.soc.i.kyoto-u.ac.jp/PNS/index_en.html|A health-aware pedestrian navigation system]]: The analysis of realtime biometric data and its application to health management and route recommendation. 
     * [[project:en:enishi|Discovery of “Enishi”: A Generalized Flow based Analysis of Relations]]     * [[project:en:enishi|Discovery of “Enishi”: A Generalized Flow based Analysis of Relations]]
en/projects-1a.1494142360.txt.gz · Last modified: 2017/05/07 07:32 by ylab