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Directions

 
AI is Interactive Computing

Human-centric AI is emerging as a very important field of AI research. We look into how users interact with AI systems, how people can contribute to datasets and other aspects of machine learning and AI system development, as well as how AI can impact humans and society.

  • 2020

  • Simultaneous planning of sampling and optimization: study on lazy evaluation and configuration free space approximation for optimal motion planning algorithm

    Donghyuk Kim, Sung-Eui Yoon
    AUTONOMOUS ROBOTS
    2020

  • 2019

  • Bayesian Weight Decay on Bounded Approximation for Deep Convolutional Neural Networks

    Jung Guk Park, Sungho Jo
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
    2019

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  • Bayesian Weight Decay on Bounded Approximation for Learning Deep Convolutional Neural Networks

    Jung Guk Park, Sungho Jo
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS
    2019

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  • Distance Encoded Product Quantization for Approximate K-Nearest Neighbor Search in High-Dimensional Space

    Heo, Jae-Pil, Lin, Zhe, Sung-Eui Yoon
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
    2019

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  • Multimodal anomaly detection for assistive robots

    Park Daehyung, Kim, Hokeun, Kemp, Charles C.
    AUTONOMOUS ROBOTS
    2019

  • 2017

  • A System to Analyze Group Socializing Behaviors in Social Parties

    Hyukjae Jang, Choe, Sungwon P., Gunkel, Simon N. B., Kang, Seungwoo, Junehwa Song
    IEEE Transactions on Human-Machine Systems
    2017

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  • An incremental nonparametric Bayesian clustering-based traversable region detection method

    Honggu Lee, Kwak, Kiho, Sungho Jo
    AUTONOMOUS ROBOTS
    2017

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  • Hierarchical Dirichlet scaling process

    Kim, Dongwoo, Alice Oh
    Machine Learning
    2017

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  • 2016

  • Approximate Bayesian MLP Regularization for Regression in the Presence of Noise

    Jung Guk Park, Sungho Jo
    NEURAL NETWORKS
    2016

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  • 2015

  • Spherical Hashing: Binary Code Embedding with Hyperspheres

    JaePil Heo, Youngwoon Lee, Junfeng He, Shih-Fu Chang, Sung-Eui Yoon
    IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
    2015

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  • 2014

  • Quadra-embedding: Binary code embedding with low quantization error

    Lee, Youngwoon, JaePil Heo, Sung-Eui Yoon
    COMPUTER VISION AND IMAGE UNDERSTANDING
    2014

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  • 2013

  • Disputant Relation-Based Classification for Contrasting Opposing Views of Contentious News Issues

    Park, Souneil, Kim, Jungil, Lee, Kyung Soon, Junehwa Song
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
    2013

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  • 2012

  • A Computational Framework for Media Bias Mitigation

    Park, Souneil, Kang, Seungwoo, Chung, Sangyoung, Junehwa Song
    ACM Transactions on Interactive Intelligent Systems
    2012

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  • Probabilistic cost model for nearest neighbor search in image retrieval

    Kun Ho Kim, Hasan, Mohammad K., Jae Pil Heo, 유윙타이, Sung-Eui Yoon
    COMPUTER VISION AND IMAGE UNDERSTANDING
    2012

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  • 2009

  • BMQ-Processor: A High-Performance Border Crossing Event Detection Framework for Large-scale Monitoring Applications

    Junehwa Song
    IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
    2009

  • 2006

  • A Comparison of Different Machine Transliteration Models

    Oh, Jong-Hoon, Key-Sun CHOI, Isahara, Hitoshi
    JOURNAL OF ARTIFICIAL INTELLIGENCE RESEARCH
    2006

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