Jaewook Kang's personal homepage

Contact point:

- E-mail : jwkang10(at)gmail.com

- Linkedin page: https://www.linkedin.com/in/jaewook-kang-3a4217b9/

- Personal GITHUB : https://github.com/jwkanggist

Research Topics:

- Belief Propagation and Approximate Message-passing algorithms

-Sparse Signal Separation based low-dimensionality

- Ultrasound Communications

- Model Compression for Convolutional Neural Networks

- On device Machine Learning

- Natural Language Processing by Deep Learning

MoTLabs :

- MoTLab Blogs: https://motlabs.github.io/

- MoTLabs GITHUB: https://github.com/motlabs

• Jaewook Kang et al, "Don't be turtle project," Google Jeju Deep Learning Camp 2018, Jeju (Github repo, slideshare)

• Jaewook Kang, "From NIN to Inception V3," Modulabs Machine Learning of Things (MoT) Lab 2018 Mar

• Jaewwok Kang, "Machine Learning on Your Hands: Introduction to Tensorflow Lite Preview," Tensorflow dev Exteneded X Modulabs, 2018 Apr

• Jaewook Kang, "Mobile Vision Learning," Hanlim Univ, 2018 May

• Jaewook Kang, "Mobile Vision Learning: Model Compression and Efficient Convolution perspective," ETRI, 2018 June 12th

EverybodyTensorFlow Lectures (2018 Oct update):

- GitHub repo

- Facebook post1 (KIT 2017 Sep)

- Facebook post2 (GIST 2018 Jan)

- LG Electronics CTO (2018 Oct)

Ph.D. Works:

- Dissertation:

• Jaewook Kang, Bayesian Message-Passing for Compressed Sensing: Algorithm Construction and Performance, Gwangju Institute of Science and Technology 2015. (PDF file, MATLAB codes, ppt file)

Publications :

- Journal papers:

• Hyoyoung Jung, Jaewook Kang, Tae Seok Lee, Suil Kim, and Kiseon Kim, "

  • An iALM-ICA-based Anti-Jamming DS-CDMA Receiver for LMS Systems," appear to IEEE Transactions on Aerospace and Electronic Systems, 2018 (IEEE Xplore, ArXiv link)

• Jaewook Kang, Hyoyoung Jung, Kiseon Kim, "Fast Signal Separation of 2D Sparse Mixture via Approximate Message-Passing," IEEE Signal Processing Letters, vol. 22, issue 11, pp. 2024-2028, Nov. 2015. (Preprint, IEEE Xplore, MATLAB)

• Baek Hyeongho, Jaewook Kang Kiseon Kim and Heung-No Lee, "압축센싱 복구를 위한 AMP알고리즘 소개 및 성능 분석," The journal of Korea Inform. and Communi. Society (KICS), vol. 38C, no. 11, pp. 1029-1043, Nov. 2013. (Link)

• Jaewook Kang, Hyoyoung Jung, Heung-No Lee, Kiseon Kim, "Bernoulli-Gaussian Approximate Message-Passing Algorithm for Compressed Sensing with 1D-Finite-Difference Sparsity," submitted 2015 (Preprint, source codes)

• Jaewook Kang, Heung-No Lee, Kiseon Kim, "Bayesian Hypothesis Test using Nonparametric Belief Propagation for Noisy Sparse Recovery," IEEE Trans. on Signal process., vol. 63, no. 4, pp. 935-948, Feb. 2015. (JCR Rank 1/258, IF 3.198) (Preprint, IEEE Xplore, source codes)

- Conference papers:

• Jaewook Kang, Hyoyoung Jung, Heung-No Lee, and Kiseon Kim, "One-dimensional Piecewise-Constant Signal Recovery via Spike-and-Slab Approximate Message-Passing," proc. of the 48th Asilomar Conference (Pacific Grove, CA), Nov. 2014. (IEEE Xplore)

• Asad Mahmood, Jaewook Kang and Heung-No Lee, “Sparse or Dense-Message Passing (MP) or Approximate Message Passing (AMP) for Compressde Sensing Signal Recovery”, 2013 IEEE Pacific Rim Conf. on Communi., Comp. and Signal Proc., Canada, Aug, 2013 (IEEE Xplore)

• Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Noisy behavior of MAP-based sparse support detection," proc. of Signal Processing with Adaptive Sparse Structured Representation 2013 (SPARS’13), Lausanne, EPFL, July 8-11, 2013. (Link)

• Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Asymptotic Analysis of Marginal Posterior PDF via Belief Propagation in Noisy Sparse Estimation," proc. of the 28th ITC-CSCC Compressive sensing special session, Yeosu, Korea, June 30- July 3, 2013 (Link)

• Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Bayesian Hypothesis Test for Sparse Support Recovery using Belief Propagation," proc. of IEEE Statistical Signal Processing Workshop (SSP), Ann Arbor, pp. 45-48, Aug. 2012. (IEEE Xplore or Preprint)

• Jaewook Kang, Heung-No Lee, and Kiseon Kim, "Message Passing Aided Least square Recovery for Compressive Sensing," in proc. Signal Processing with Adaptive Sparse Structured Representation 2011 (SPARS’11), Edinburgh, Scotland, June 27-30, pp. 124, 2011. (PDF)

Activities:

• Jaewook Kang, " Don't be turtle project beyond Google Camp," GDG DevFest 2018 Pangyo, 2018 Nov

• Jaewook Kang, "Machine Learning of Things Lab (MoT Lab)", Director, 모두의연구소, since 2018 Jan. (Technical report repo)

• Jaewook Kang, "Everybody Tensorflow", Lecturer, GIST Jan, 2018 (Host:Prof. Kiseon Kim) (lecture note, GitHub repo)

• Jaewook Kang, "Everybody Tensorflow", Lecturer, KIT(금오공대) Sep, 2017 (Host:Prof. Wansu Lim) (lecture note, GitHub repo)

  • Jaewook, "Aerial Acoustic Communication via Soundlly Technology", Invited Speaker, KIT(금오공대), ICT융합특성화연구센터, Mar 2017 (Host: Prof Wansu Lim) (SlideShare)

• Jaewook Kang, "Bayesian Message-Passing for Compressed Sensing: Algorithm Construction and Performance," Technical Seminar, SPO Lab. Hanyang University, Feb. 20th 2016. (Host: Prof. Jun Won Choi) (PDF)

  • Practical signal processing using Matlab/Simulink, at Gwangju Senior Technology Complex, Mar 2011 (Link for Material download)

- Domestic patents (at Republic of Korea):

• 이흥노, 강재욱, 김기선, “희소 신호 전송 방법 및 장치, 그리고 희소 신호 복구 방법 및 장치”, No. 10-1209908, registered date: Dec. 3rd, 2012. (PDF)

- US patents:

• Heung-No Lee, Kiseon Kim, and Jaewook Kang, "METHOD AND APPARATUS FOR SPARSE SIGNAL TRANSMISSION, METHOD AND APPARATUS FOR SPARSE SIGNAL RECOVERY VIA BELIEF PROPAGATION AND BAYESIAN HYPOTHESIS TEST " Grant at 13th Oct. 2015, Patent no.9160398 . (PDF)

Project works:

• ICT유망기술개발지원사업 - 극소 음량 비가청 음파통신을 이용한 TV-모바일 연동 차세대 맞춤 형 광고 플랫폼 개발

  • Period : June 2015 ~ May 2017

  • Sponsor: 미래창조과학부

  • Position: Lead Researcher

• 스마트미디어기술개발사업화 지원사업 - 셋탑박스로 VOD 재생명령을 송신하는 확장형 세컨스크린 음파 기술 개발

  • Period : June 2017 ~ Dec 2018

  • Sponsor: 미래창조과학부

  • Position: Lead Resarcher

• 위탁연구 - "다중 안테나 기반의 지능형 RF 통신 기술연구 (A study on the intelligent RF communication based on MIMO antenna)".

  • Period : May 2010 ~ Apr. 2012

  • Sponsor: 국방과학연구소 (Agency for Defense Development, , Republic of Korea)

  • Position: Research assistant

• 중견 연구자 지원사업 - "네트워크 코딩 기반의 무선자원 최적화 연구 (A study on wireless resource optimization based on network coding techniques)".

  • Period : Sep. 2010 ~Aug. 2013

  • Sponsor: 한국연구재단 (National Research Foundation, Republic of Korea)

  • Position: Research assistant

• 전자전 특화연구센터 1단계 -EW31 (Electronic Warfare Research Center -EW31)

  • Period : Oct. 2013 ~ Dec. 2015

  • Sponsor: 방위사업청 (DAPA, Republic of Korea)

  • Position: Research assistant