Probabilistic Graphical Models (Coursera)

Lecture Review
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작성일
2020-03-12 10:43
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4521


Study 기간: 2016. 05. ~ 2016. 08.

참여 인원: 지도교수 강필성, 박사과정 김준홍, 김창엽, 통합과정 김형석, 박민식, 석사과정 김보섭, 김해동, 류나현, 조수현, 서덕성, 박재선, 이기창, 모경현
일시 Chapter 발표자 발표자료
2016-05-27 1. Introduction and Overview (week 1)
Bayesian Network Fundamentals (week1)
김보섭 발표자료
2016-06-03 2. Template Models (week1) 조수현 발표자료
2016-06-10 3. Structured CPDS (week2) 류나현 발표자료
2016-06-29 4. Markov Network Fundamentals (week2) 류나현 발표자료
2016-07-05 5. Representation Wrapup : Knowledge Engineering (week 3)
Inference : Variable Elmination (week 3)
박민식 발표자료
2016-07-12 6. Inference : Belief Propagation, Part 1 (week 3)
Inference : Belief Propagation, Part 2 (week 4)
김형석 발표자료
2016-07-26 7. Inference : MAP Estimation, Part 1 (week 4)
Inference : MAP Estimation, Part 2 (week 5)
박재선 발표자료
2016-08-02 8. Inference : Sampling Methods (week 5)
Inference : Temporal Models and Wrap-up (week 6)
서덕성 발표자료
2016-08-10 9. Decision Theory (week 6)
ML-class Revision (week 6)
김준홍 발표자료
2016-08-17 10. Learning: Overview (week 6)
Learning : Parameter Estimation in BNs (week 7)
Learning : Parameter Estimation in MNs (week 7)
김해동 발표자료
2016-08-24 11. Structure Learning (week 8) 조수현 발표자료
2016-09-05 12. Learning With Incomplete Data (week 9) 김보섭 발표자료
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전체 525
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Paper Reviews 2019 Q3
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Paper Reviews 2019 Q2
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Paper Reviews 2019 Q1
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522
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Junyeong Son | 2025.08.28 | 추천 0 | 조회 38
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521
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Hun Im | 2025.08.22 | 추천 0 | 조회 72
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520
[Paper Review] Time-Series Forecasting for Out-of-Distribution Generalization Using Invariant Learning (4)
Jinwoo Park | 2025.08.22 | 추천 0 | 조회 75
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519
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Doyoon Kim | 2025.08.15 | 추천 0 | 조회 146
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518
[Paper Review] AutoUAD: Hyper-parameter Optimization for Unsupervised Anomaly Detection (3)
Woojun Lee | 2025.08.12 | 추천 0 | 조회 123
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517
[Paper Review] Prototype-oriented unsupervised anomaly detection for multivariate time series (9)
Suyeon Shin | 2025.08.08 | 추천 0 | 조회 151
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516
[Paper Review] HDMixer: Hierarchical Dependency with Extendable Patch for Multivariate Time Series Forecasting (10)
Sunghun Lim | 2025.08.04 | 추천 0 | 조회 186
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[Paper Review] Multi-Scale Finetuning for Encoder-based Time Series Foundation Models (8)
Hyeongwon Kang | 2025.07.29 | 추천 0 | 조회 277
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514
[Paper Review] Recent Research Trends in Video Anomaly Detection (11)
Jaehyuk Heo | 2025.07.27 | 추천 0 | 조회 267
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513
[Paper Review] Introduction to PINN (Some basic concepts and research directions) (11)
Hankyeol Kim | 2025.07.18 | 추천 0 | 조회 511
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Data Science & Business Analytics Lab.
Department of Industrial Engineering, College of Engineering,
Seoul National University

Contact Us

  • 강필성 교수 (pilsung_kang@snu.ac.kr)
    서울특별시 관악구 관악로 1 서울대학교 공과대학 39동 301호 
  • 대학원 연구실 (총무 허재혁 : jaehyuk.heo@snu.ac.kr)
    서울특별시 관악구 관악로 1 서울대학교 공과대학 39동 411호