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awesome-anomaly-detection's Introduction

Hi there ok-lab ๐Ÿ‘‹

My interests

  • Recommender Systems
  • Natural Language Processing
  • Graph Mining
  • Anomaly Detection
  • Computer Vision

Career

Type Date Contents Organization
B.S. & B.A. Degree 2015.03 ~ 2021.08 Double Major Mathematics and Economics Myong Ji Univ.
M.S. Degree 2021.08 ~ 2023.08 Department of Big Data Analytics Kyung Hee Univ.
Work experience 2023.04 ~ 2023.07 Data Scientist SK Planet
Experience 2023.11 ~ 2024.02 Naver Boostcamp AI Tech NLP 6 Naver Connect
Current 2024.02 ~ AI Consultant Deloitte Consulting
Certification

Certification

  • [2020.07.07] ADsP | ADsP-0252494
  • [2020.12.31] Survey Analysis, Junior | 20505021002V
  • [2021.07.16] Big Data Analysis, Engineer | BAE-002001654
Papers

SCI(E) / SSCI

  • [2023] Dongeon Kim, Qinglong Li, Dongsoo Jang, Jaekyeong Kim. AXCF: aspect-based collaborative filtering for explainable recommendations [URL]
  • [2023] Qinglong Li, Dongsoo Jang, Dongeon Kim, Jaekyeong Kim. Restaurant recommendation model using textual information to estimate consumer preference: Evidence from an online restaurant platform [URL]
  • [2022] Jaeho Jeong, Dongeon Kim, Xinzhe Li, Qinglong Li, Ilyoung Choi, Jaekyeong Kim. An Empirical Investigation of Personalized Recommendation and Reward Effect on Customer Behavior: A Stimulus-Organism-Response (SOR) Model Perspective [URL]

SCOPUS

  • [2023] Qinglong Li, Jaeho Jeong, Dongeon Kim, Xinzhe Li, Jaekyeong Kim. Empirical Comparison of the Effects of Online and Offline Recommendation Duration on Performance: The Case of Korea Food E-commerce Company [URL]

ArXiv

  • [2024] Dongeon Kim, YeongHyeon Park. Empirical Analysis of Anomaly Detection on Hyperspectral Imaging Using Dimension Reduction Methods [URL]

KCI

  • [2023] Dongeon Kim, Dongsoo Kim, Jinzhe Yan, Jiaen Lee. Developing a deep learning-based recommendation model using online reviews for estimating consumer preferences: Evidence from an online restaurant platform [URL]
  • [2023] ์žฅ๋™์ˆ˜, ์ •๋‹ค์†œ, ์ด์ฒญ์šฉ, ๊น€๋™์–ธ, ๊น€์žฌ๊ฒฝ. ์ค‘์†Œ๊ธฐ์—…์˜ ์ง€์†๊ฐ€๋Šฅํ•œ ๊ฒฝ์˜์„ ์œ„ํ•œ ๋จธ์‹ ๋Ÿฌ๋‹ ๊ธฐ๋ฐ˜ ์Šค๋งˆํŠธ ์ปจ์„คํŒ… ๋ฐฉ๋ฒ•๋ก ์— ๊ด€ํ•œ ์—ฐ๊ตฌ [URL]
  • [2023] ์ดํ ์ฒ , ๊น€๋™์–ธ, ์ด์ฒญ์šฉ, ๊น€์žฌ๊ฒฝ. ๋ช…์‹œ์  ๋ฐ ์•”์‹œ์  ํ”ผ๋“œ๋ฐฑ์„ ํ™œ์šฉํ•œ ๊ทธ๋ž˜ํ”„ ์ปจ๋ณผ๋ฃจ์…˜ ๋„คํŠธ์›Œํฌ ๊ธฐ๋ฐ˜ ์ถ”์ฒœ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ [URL]
  • [2022] ๊น€๋™์–ธ, ๊น€๋ฏผ์ง€, ๊น€์žฌ๊ฒฝ. ์†Œ๊ทœ๋ชจ ์ „์ž์ƒ๊ฑฐ๋ž˜๋ฅผ ์œ„ํ•œ ์ถ”์ฒœ ์‹œ์Šคํ…œ์˜ ์‹œ๊ฐ„ ์ฐจ์ด์— ๋”ฐ๋ฅธ ์ถ”์ฒœ ํšจ๊ณผ ์ธก์ •์— ๊ด€ํ•œ ์—ฐ๊ตฌ [URL]
  • [2022] ๊น€๋™์–ธ, ์ด์ฒญ์šฉ, ๊น€์žฌ๊ฒฝ. ์—ญ์‚ฌ ๋งž์ถคํ˜• ์ •์ฑ… ์ˆ˜๋ฆฝ์„ ์œ„ํ•œ ์ง€ํ•˜์ฒ  ์—ญ์‚ฌ์˜ ์œ ํ˜•ํ™” ๋ฐ ํŠน์„ฑ ๋ถ„์„์— ๊ด€ํ•œ ์—ฐ๊ตฌ: ์„œ์šธ ์ง€ํ•˜์ฒ  ์‚ฌ๋ก€๋ฅผ ์ค‘์‹ฌ์œผ๋กœ [URL]

Domestic Conference

  • [2023] ์ด์ฒญ์šฉ, ์žฅ๋™์ˆ˜, ๊น€๋™์–ธ, ๊น€์žฌ๊ฒฝ. Artificial intelligence mechanism for the hospitality industry: developing a personalized restaurant recommendation model for consumer decision-making [URL]
  • [2022] ๊น€๋™์–ธ, ์ด์ฒญ์šฉ, ์ •์žฌํ˜ธ, ๊น€์žฌ๊ฒฝ. Comparison of Online-Offline Recommendation Performance based on Time-Lag Effect [URL]

Thesis

  • Developing Aspect-based Explainable Collaborative Filtering: Focusing on Restaurant Industry: Graph Neural Networks, Recommender Systems, XAI, NLP
Awards
Awards
  • [2023.09.22] ICT์ด๋…ธ๋ฒ ์ด์…˜์Šคํ€˜์–ด AI ํ•ด์ปคํ†ค: 3์œ„
  • [2023.05.24] ํ•œ๊ตญIT์„œ๋น„์Šคํ•™ํšŒ: ERP ์ตœ์šฐ์ˆ˜ ๋…ผ๋ฌธ์ƒ
  • [2022.10.14] ์ œ 3ํšŒ ๋Œ€๊ตฌ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ฒฝ์ง„๋Œ€ํšŒ: ์ตœ์šฐ์ˆ˜์ƒ
  • [2020.10.30] ๋น…๋ฐ์ดํ„ฐ ์ฒญ๋…„ ์บ ํผ์Šค: ์žฅ๋ ค์ƒ
Patent

Application

  • [2023] YeongHyeon Park, Dongeon Kim. Management method of foreign matter for liquid products and an device supporting the same
  • [2023] Dongeon Kim, YeongHyeon Park. Management method of foreign matter for liquid product based on a graph and an device supporting the same
  • [2022] Jaekyeong Kim, Dongeon Kim, Dongsoo Jang, Kyungmo Kang, Qinglong Li. Consulting system for supporting decision-making of enterprise and method thereof

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