Suan

Suan Lee

Assistant Professor / Ph.D

Skills

95% Big Data
(Hadoop MapReduce, Spark, HBase, Hive, ZooKeeper, Mahout, ...)

95% Deep Learning & Machine Learning
(TensorFlow, Keras, PyTorch, ...)

95% Database
(Oracle, SQLServer, PostgreSQL, MySQL, MariaDB, SQLite, ...)

85% Statistics & Data Mining
(R, MATLAB, Octave, Weka, RapidMiner, ...)

90% Programming
(Python, Java, Scala, C++, C, ...)

80% Multimedia
(Photoshop, Illustrator, Premiere, Audition, ...)

85% Web
(HTML5, JavaScript, CSS, jQuery, Node.js, AngularJS, ...)

Visited Countries

이수안 – Profile

“데이터를 이용해 세상을 이롭게하자!”는 생각을 가진 교수이자 데이터과학자입니다. 저는 데이터과학과 인공지능과 관련된 새로운 연구와 기술에 흥미를 가지며, 머신러닝, 딥러닝, 빅데이터, 그래프, 추천시스템, 분산 병렬 컴퓨팅에 대한 연구 분야에서 17년간 연구하였습니다. 그리고 저는 인메모리 데이터베이스 및 스트림 데이터 처리 엔진과 관련된 산업체에서 3년 이상 개발 경력을 쌓았습니다.

WHO AM I?

I'm a professor and data scientist who thinks, "Let's use data to benefit the world!" I am interested in new research and technology related to data science and artificial intelligence, and have studied machine learning, deep learning, big data, graphs, recommendation systems, and distributed parallel computing for 17 years. And I have more than 3 years of development experience in the industry related to in-memory database and stream data processing engine.

Research Interests

Deep Learning
Machine Learning

Deep Neural Network, Generative Adversarial Networks, Transformer, Reinforcement Learning

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Graphs and Tensors

Graph Neural Network, Heterogeneous Information Network, Tensor Factorization

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Spatio-Temporal

Urban Computing, Geometric Temporal, Geographic Information System

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Big Data
Data Science

Spark, Hadoop, Hive, HBase, ZooKeeper, Mahout

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Publications

[DBLP] [Google Scholar] PUBLICATIONS (44)

[SCIE] Human pose, hand and mesh estimation using deep learning: a survey

Mukhiddin Toshpulatov, Wookey Lee, Suan Lee and Arousha Haghighian Roudsari
The Journal of Supercomputing (2022)

[SSCI] PatentNet: multi-label classification of patent documents using deep learning based language understanding

Haghighian Roudsari, Arousha, Jafar Afshar, Wookey Lee, and Suan Lee
Scientometrics (2022)

Trajectory Privacy Preservationby Using Deep Learning: Transformer-TrajGAN

Ellen S. Park, Hazel H. Kim, Suan Lee and Wookey Lee
The 9th International Conference on Big Data Applications and Services (BIGDAS), 2021.

[SCIE] OLGAVis: OnLine Graph Analysis and Visualization for Bibliographic Information Network

Sunhwa Jo, Beomjun Park, Suan Lee, Jinho Kim
Applied Sciences (2021)

[SCIE] Generative adversarial networks and their application to 3D face generation: A survey

Toshpulatov, Mukhiddin, Wookey Lee, and Suan Lee
Image and Vision Computing (2021)

[SCIE] Biosignal Sensors and Deep Learning-Based Speech Recognition: A Review

Wookey Lee, Jessica Jiwon Seong, Busra Ozlu, Bong Sup Shim, Azizbek Marakhimov, and Suan Lee
Sensors, 21(4), 1399

Predicting Revenues of Seoul Commercial Alley using Neural Tensor Factorization

Minkyu Kim and Suan Lee
Big Data and Smart Computing (BigComp), 2021 IEEE International Conference on. IEEE, 2021.

Comparison and Analysis of Embedding Methods for Patent Documents

Arousha Haghighian Roudsari, Jafar Afshar, Suan Lee, and Wookey Lee
Big Data and Smart Computing (BigComp), 2021 IEEE International Conference on. IEEE, 2021.

CHNE: Context-aware Heterogeneous Network Embedding

Park, Jihyeong, Suan Lee, and Jinho Kim
Big Data and Smart Computing (BigComp), 2021 IEEE International Conference on. IEEE, 2021.

Multilingual Speech Synthesis for Voice Cloning

Seong, Jiwon, WooKey Lee, and Suan Lee
Big Data and Smart Computing (BigComp), 2021 IEEE International Conference on. IEEE, 2021.

Combining Multiple Implicit-Explicit Interactions for Regression Analysis

Minkyu Kim, Suan Lee, and Jinho Kim
2020 IEEE International Conference on Big Data (IEEE BigData 2020). (우수학술대회)

[SCIE] Distributed graph cube generation using Spark framework

Seok Kang, Suan Lee, and Jinho Kim
The Journal of Supercomputing 76.10 (2020): 8118-8139

[SCIE] MRTensorCube: tensor factorization with data reduction for context-aware recommendations

Svetlana Kim, Suan Lee, Jinho Kim, and Yong-Ik Yoon
The Journal of Supercomputing 76.10 (2020): 7847–7857

Patent Prior Art Search using Deep Learning Language Model

Dylan Myungchul Kang, Charles Cheolgi Lee, Suan Lee, and Wookey Lee
24th International Database Engineering & Applications Symposium (IDEAS 2020).

A Wide & Deep Learning Sharing Input Data for Regression Analysis

Minkyu Kim, Suan Lee, and Jinho Kim
Big Data and Smart Computing (BigComp), 2020 IEEE International Conference on. IEEE, 2020.

Estimating Revenues of Seoul Commercial Alley Services using Tensor Decomposition & Generating Recommendation System

SungJin Park, Suan Lee, and Jinho Kim
Big Data and Smart Computing (BigComp), 2020 IEEE International Conference on. IEEE, 2020.

Research Issues on Generative Adversarial Networks and Applications

Toshpulatov Mukhiddin, WooKey Lee, Suan Lee, Tojiboev Rashid
The Second International Workshop on Big Data, Cloud, and IoT Technologies for Smart Cities (IWBigDataCity2020) 2020.

Prior Art Search Using Multi-Modal Embedding of Patent Documents

Myungchul Kang, Suan Lee, and Wookey Lee
The 3rd International Workshop on Dialog Systems (IWDS2020) 2020.

De-identification and Privacy Issues on Bigdata Transformation

Allen Hyojun Lee, Steve Siheon Cho, Jessica Jiwon Seong, Suan Lee, Wookey Lee
Industrial Security - eGovernance Vision and Strategy (ISComp2020) 2020.

A Study on the Voice Security System Using Sensor Technology

Jessica Jiwon Seong, Steve Siheon Cho, Allen Hyojun Lee, Suan Lee, Wookey Lee
Industrial Security - eGovernance Vision and Strategy (ISComp2020) 2020.

[SCIE] Scalable distributed data cube computation for large-scale multidimensional data analysis on a Spark cluster

Suan Lee, Seok Kang, Jinho Kim, and Eun Jung Yu
Cluster Computing 22.1 (2019): 2063-2087

Detecting Spammers on Social Networks using Strongly Connected Components in the Distributed Environment

Heesang Kim, Suan Lee, SungJin Park, and Jinho Kim
The 2nd International Workshop on Big Data Analysis for Smart Energy, 2019.

EEUM: Explorable and Expandable User-interactive Model for Browsing Bibliographic Information Networks

Suan Lee, Young-Seok You, Sungjin Park, and Jinho Kim
Proceedings of the Seventh International Conference on Emerging Databases: Technologies, Applications, and Theory. ACM, 2017.

Time-Sensitive Multi-Dimensional Recommender in database system

Sungjin Park, Suan Lee, and Jinho Kim
Big Data and Smart Computing (BigComp), 2017 IEEE International Conference on. IEEE, 2017.

Design and Development of Visualization Tool for Movie Review and Sentiment Analysis

Young Seok You, Suan Lee, and Jinho Kim
Proceedings of the Sixth International Conference on Emerging Databases: Technologies, Applications, and Theory. ACM, 2016.

A graphical administration tool for managing cloud storage system

Jaeyong Choi, Suan Lee, Sangwon Kang, and Jinho Kim
Big Data and Smart Computing (BigComp), 2015 International Conference on. IEEE, 2015.

MRDataCube: Data cube computation using MapReduce

Suan Lee, Sunhwa Jo, and Jinho Kim
Big Data and Smart Computing (BigComp), 2015 International Conference on. IEEE, 2015.

Efficient Level-Based Top-Down Data Cube Computation Using MapReduce

Suan Lee, Jinho Kim, Yang-Sae Moon, and Wookey Lee
Transactions on Large-Scale Data-and Knowledge-Centered Systems XXI. Springer Berlin Heidelberg, 2015. 1-19.

Multidimensional Hierarchical Browser, Keyword Search, and Automatic Management of Photos within Smartphones

Suan Lee, Sunhwa Jo, Ji-Seop Won, Jinho Kim, and Yang-Sae Moon
Applied Mathematics & Information Sciences 9.3 (2015): 1391.

A Multi-Dimensional Analysis and Data Cube for Unstructured Text and Social Media

Suan Lee, Namsoo Kim, and Jinho Kim
Big Data and Cloud Computing (BdCloud), 2014 IEEE Fourth International Conference on. IEEE, 2014.

Customized Information Interface with Web Applications

Wookey Lee, Suan Lee, and Jinho Kim
International Conference on Database Systems for Advanced Applications. Springer, Berlin, Heidelberg, 2014.

An Efficient Keyword Search over Photo Images Within Mobile Smartphones

Suan Lee, Jinho Kim, Jiseop Won, Namsoo Kim, Johyeon Kang, and Sunhwa Jo
Cloud and Green Computing (CGC), 2013 Third International Conference on. IEEE, 2013.

ALTIBASE CEP: Real-Time Event Processing Engine

Suan Lee, Jaenam Choi, Won Seo, Younghun Kim, Joonho Park, Kwangik Seo, and Nacwoo Kim
Proceedings of the Sixth International Conference on Emerging Databases: Technologies, Applications, and Theory. ACM, 2013.

Efficient Distributed Parallel Top-Down Computation of ROLAP Data Cube Using MapReduce

Suan Lee, Jinho Kim, Yang-Sae Moon, and Wookey Lee
Data Warehousing and Knowledge Discovery: 14th International Conference, DaWaK 2012, Vienna, Austria, September 3-6, 2012, Proceedings. Vol. 7448. Springer, 2012.

Photo cube: An automatic management and search for photos using mobile smartphones

Jinho Kim, Suan Lee, Ji-Seop Won, and Yang-Sae Moon
Dependable, Autonomic and Secure Computing (DASC), 2011 IEEE Ninth International Conference on. IEEE, 2011.

Distributed Parallel Top-Down Computation of Data Cube using MapReduce

Suan Lee, Yang-Sae Moon, and Jinho Kim
Proceedings of 3rd International Conference on Emerging Databases, Inchoen, Korea. 2011.

MapReduce-based Distributed and Parallel Computation of Iceberg Cubes

Suan Lee, Yang-Sae Moon, and Jinho Kim
Proceedings of 2nd International Conference on Emerging Databases, Jeju, Korea. 2010.

SAMSTARplus: An Automatic Tool for Generating Multi-Dimensional Schemas from an Entity-Relationship Diagram

Jinho Kim, Donghoo Kim, Suan Lee, Yang-Sae Moon, Il-Yeol Song, Ritu Khare, and Yuan An
Revista de Informática Teórica e Aplicada 16.2 (2009): 79-82.

SAMSTARplus: An Automatic Tool for Generating Multi-Dimensional Schemas from an Entity-Relationship Diagram

Jinho Kim, Donghoo Kim, Suan Lee, Yang-Sae Moon, Il-Yeol Song, Ritu Khare, and Yuan An
International Conference on Conceptual Modeling. Springer Berlin Heidelberg, 2009.

SAMSTAR: An Automatic Tool for Generating Star Schema from Entity-Relationship Diagram

Il-Yeol Song, Ritu Khare, Yuan An, Suan Lee, Sang-Pil Kim, Jinho Kim, and Yang-Sae Moon
International Conference on Conceptual Modeling. Springer Berlin Heidelberg, 2008.

Query Optimization Techniques for Horizontal View Tables used for Multidimensional Analysis

Sung-Hyun Shin, Yang-Sae Moon, Jinho Kim, Suan Lee, Sang-Wook Kim
International Conference on Information and Knowledge Engineering (IKE'08), Las Vegas, USA, 2008.

Relationship Analysis on Academic Achievement and Learning Methods during Vacation: A Data Mining Approach

Hea-Suk Kim, Yang-Sae Moon, Jinho Kim, Suan Lee, and Woong-Kee Loh
International Conference. on e-Learning, e-Business, Enterprise Information Systems, and e-Government (EEE'08), Las Vegas, USA, 2008.

Projects & Lectures

PROJECTS (29)

상권정보 기반 점포수 추정 알고리즘 개발 및 데이터 구축

서울신용보증재단
연구비: 50,000,000원 (2021.08.01-2022-01-05)

충청북도 바이오헬스산업 지역혁신 플랫폼

교육부, 지자체-대학 협력기반 지역혁신 사업
연구비: 213,000,000,000원 (2020.08.01-2024-05-31)

CCTV기반 건설산업현장 출입관리 인공지능 서비스 개발

서울산업진흥원, DMC 적재적소 프로그램(적재지원형)
연구비: 20,000,000원 (2021.05.01-2021-11-30)

강릉 IP융복합 콘텐츠 클러스터 조성사업 계획 용역

강릉과학산업진흥원
연구비: 17,000,000원 (2020.11.26-2020-12-21)

인공지능기반 스마트 의정 분석 및 구축 기술

재단법인 여의도연구원
연구비: 15,000,000원 (2020.08.01-2020-09-18)

스마트시티 산업 생산성 혁신을 위한 AI융합 기술 개발

정보통신기획평가원, 인공지능융합선도프로젝트(R&D)
연구비: 1,702,660,000원 (2019.04.01-2021-12-31)

지능형 CCTV 영상 탐지 인공지능 서비스

주식회사 에스카이, 용역 과제
연구비: 6,000,000원 (2019.08.01-2019.12.31)

데이터 이동권 도입 방안 연구

한국데이터산업진흥원, 용역 과제
연구비: 49,000,000원 (2019.08.01-2019.11.30)

공급망（Supply-Chain）보안체계 수립을 위한 인증프레임워크 구축 방안 연구

정보통신기획평가원, 방송통신정책연구사업
연구비: 72,312,000원 (2019.04.01-2019.11.30)

로봇 조작 및 판단기능 기술을 위한 인간 작업 데이터 생성 및 저장

한국생산기술연구원, 용역 과제
연구비: 49,500,000원 (2019.03.01-2019.05.30)

SW중심대학 (강원대학교)

정보통신기획평가원, SW중심대학
연구비: 2,088,000,000원 (2019.02.01-2019.12.31)

풀사료의 생산성 조사 및 예측식에 대한 소프트웨어 개발

국립축산과학원, 초지사료 생산성 향상 및 이용기술 개발
연구비: 120,010,144원 (2018.06.01-2018.12.31)

로봇 조작 및 판단기능 기술을 위한 인간 작업 데이터 생성 및 저장

한국생산기술연구원, 용역 과제
연구비: 40,000,000원 (2018.04.01-2018.06.14)

SW중심대학 (강원대학교)

정보통신기술진흥센터, SW중심대학
연구비: 1,072,000,000원 (2018.03.01-2018.12.31)

XAI(eXplainable AI) 기반 스마트 에너지 플랫폼 기술 개발

한국전력연구원, 에너지 거점대학 클러스터 사업
연구비: 383,260,381원 (2018.03.01-2019.01.31)

실 사례 기반 경영 게임을 통한 기업 시뮬레이션 플랫폼 개발

(주)더존비즈온, 지식서비스산업 핵심기술개발사업
연구비: 54,600,000원 (2017.06.01-2018.05.31)

빅데이터 시대에 대응한 교육정보.통계 정책과제 개발 연구

교육부, 용역 과제
28,000,000원 (2017.04.25-2017.09.25)

제조로봇용 실시간 지원 SW 플랫폼 기술 개발

(주)푸른기술, 산업핵심기술개발사업
연구비: 181,000,000원 (2016.07.01-2016.12.31)

실 사례 기반 경영 게임을 통한 기업 시뮬레이션 플랫폼 개발

(주)더존비즈온, 지식서비스산업 핵심기술개발사업
연구비: 41,280,000원 (2016.06.01-2017.05.31)

앱(App)창작터 사업

창업진흥원, 앱(App)창작터지정운영사업
연구비: 118,000,000원 (2010.07.01-2010.12.31)

유비쿼터스 센서 네트워크에서 스트림 데이터에 대한 효율적인 다차원 분석 기술

강원대학교, 캠퍼스간 공동 연구비
연구비: 16,250,000원 (2007.12.20-2008.12.19)

정보 및 지식관리 연구

한국과학기술원(KAIST), 우수연구센터지원사업
연구비: 50,032,480원 (2006.03.01-2007.02.28)

VIEW ALL LECTURES (28)

Society & Award

SOCIETY

ACM TOMM

2021.08.13 ~ 현재
Topic Board Member, Reviewer

ACM TOMM

2021.07.11 ~ 현재
Reviewer

VOICE AI 2021 Workshop

2021.01.17 ~ 2021.01.20
Chiar

VIEW ALL HONORS & AWARDS

2021 한국컴퓨터종합학술대회 논문경진대회 장려상

한국정보과학회
2021.07.23

춘계학술대회 우수논문발표상

한국지식재산교육연구학회
2020.06.26

2019 한국소프트웨어종합학술대회 논문경진대회 장려상

한국정보과학회
2020.02.13

강원대학교 대학원 우수학술연구상

강원대학교 대학원
2017.08.31

Research Demonstrations

EEUM

EEUM(Explorable and Expandable User-interactive Model) - A suitable user interactive model is required to navigate efficiently in information network for users.