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김민혁 교수

MinHyuk Kim

KAIST 전산학부 · 컴퓨터과학

연구실 소개

김민혁 교수의 연구실은 금융시장의 투자자 심리와 주가 움직임의 동적 상관관계를 분석하는 금융공학적 연구와 함께, 양자정보 및 초정밀 제어 기술을 활용한 원자 및 큐비트 시스템의 실험적 연구를 병행하고 있습니다. 특히 한국 주식시장에서 개인 투자자의 거래 행동이 유동성 공급으로 작용하며 단기 수익률에 영향을 미치는 메커니즘을 규명하고, 라만-큐비트 시스템을 활용한 고정밀 양자 제어 및 Rydberg 원자 기반의 양자 알고리즘 구현에도 주력하고 있습니다. 또한 증강현실 기반의 실시간 손동작 인식 기술을 활용한 인터랙티브 게임 개발을 통해 교육 및 엔터테인먼트 분야의 혁신을 도모하고 있습니다.

주가 예측개인 투자자 심리양자 제어Rydberg 원자증강현실 게임

연구 현황

논문 수
67
총 인용 수
566
최근 5년 논문
35
주요 분야
컴퓨터과학

연구 성과 추이

표시된 성과는 수집된 데이터 기준으로 산출되며, 일부 차이가 있을 수 있습니다.

5개년 연도별 논문 게재 수
35총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
291총합
20222023202420252026

주요 논문

15
1
논문|인용수 87·2022
Rydberg quantum wires for maximum independent set problems
Minhyuk Kim, Kangheun Kim, Jaeyong Hwang, Eun-Gook Moon, Jaewook Ahn
SJR Q1Nature PhysicsOA
Artificial IntelligenceComputer Science
2
논문|인용수 76·2019
Gerchberg-Saxton algorithm for fast and efficient atom rearrangement in optical tweezer traps
Hyosub Kim, Minhyuk Kim, Woojun Lee, Jaewook Ahn
SJR Q1Optics ExpressOA

).

Atomic and Molecular Physics, and OpticsPhysics and Astronomy
3
논문|인용수 27·2015
Individual Investor Sentiment and Stock Returns: Evidence from the Korean Stock Market
Minhyuk Kim, Jin-Woo Park
SJR Q1Emerging Markets Finance and Trade

We investigate the dynamic relationship between individual investor sentiment and stock returns in the Korean stock market. The evidence indicates that individual investor sentiment has no significant explanatory power for cross-sectional stock returns. However, individual investors’ trades can move stock prices in certain stocks by their contrarian behavior, which leads them to implicitly provide liquidity to other market participants. In addition, individual investors earn a small market-adjus

FinanceEconomics, Econometrics and Finance
4
논문|인용수 13·2023
Quantum computing with Rydberg atom graphs
Minhyuk Kim, Jaewook Ahn, Yunheung Song, Jongchul Moon, Heejeong Jeong
SJR Q3Journal of the Korean Physical SocietyOA
Atomic and Molecular Physics, and OpticsPhysics and Astronomy
5
논문|인용수 2·2018
Ultrafast spatial coherent control methods for transition pathway resolving spectroscopy of atomic rubidium
Minhyuk Kim, Kyungtae Kim, Dewen Cao, Fang Gao, Feng Shuang, Jaewook Ahn
SJR Q1Optics ExpressOA

We demonstrate the use of the ultrafast spatial coherent-control method to resolve the fine-structure two-photon transitions of atomic rubidium. Counter-propagating ultrafast optical pulses with spectral phase and amplitude programmed with our optimized solutions successfully induced the two-photon transitions through 5S<sub>1/2</sub>-5P<sub>1/2</sub>-5D and 5S<sub>1/2</sub>-5P<sub>3/2</sub>-5D pathways, both simultaneously and at distinct spatial locations. Three different pulse-shaping solutio

Atomic and Molecular Physics, and OpticsPhysics and Astronomy
6
preprint|인용수 2·2021
Rydberg Quantum Wires for Maximum Independent Set Problems with Nonplanar and High-Degree Graphs
Minhyuk Kim, Kangheun Kim, Jaeyong Hwang, Eun-Gook Moon, Jaewook Ahn
arXiv (Cornell University)OA

One prominent application of near-term quantum computing devices is to solve combinatorial optimization such as non-deterministic polynomial-time hard (NP-hard) problems. Here we present experiments with Rydberg atoms to solve one of the NP-hard problems, the maximum independent set (MIS) of graphs. We introduce the Rydberg quantum wire scheme with auxiliary atoms to engineer long-ranged networks of qubit atoms. Three-dimensional (3D) Rydberg-atom arrays are constructed, overcoming the intrinsic

Artificial IntelligenceComputer Science
7
논문|인용수 1·2019
Depositor Behavior and Failure Prediction - Evidence from Savings Banks in Korea -
Minhyuk Kim
SJR Q3Korean Journal of Financial StudiesOA

This study contrasts 'surviving' and 'failed' savings banks regarding depositor discipline, and how each group responds to the disciplinary action of depositors.The analysis showed that deposits in surviving savings banks decreased when the banks faced higher management risks, while deposits in the failed ones increased even when the banks faced higher management risks.Uninsured deposits were more sensitive to management risks than insured deposits, and were subject to stronger depositor discipl

FinanceEconomics, Econometrics and Finance
8
논문|인용수 1·2018
Regulation and Bank Risk: Evidence from Savings Banks in Korea
Minhyuk Kim, Jin-Woo Park
THE KOREAN JOURNAL OF FINANCIAL MANAGEMENTOA
FinanceEconomics, Econometrics and Finance
9
논문|인용수 1·2020
Financial Conglomerate Affiliation, Insurance Companies’ Performance, and Risk
Minhyuk Kim
SJR Q3Korean Journal of Financial StudiesOA

This study analyzes the relationship between financial conglomerate affiliation, insurance companies’ performance, and risk. For verification, a univariate analysis was conducted using a propensity score matching technique and an ordinary least squares regression model was estimated. As a robustness check, the Heckman two-stage regression model, which is known for correcting self-selection bias, was also estimated. The main results are as follows. First, as a result of belonging to a financial c

Economics and EconometricsEconomics, Econometrics and Finance
10
논문|인용수 1·2014
Development of an Augmented Reality Puzzle Game Detecting Hand Posture Using HSV Color Space in Real Time
Minhyuk Kim, Young Sik Kim
Journal of Korea Game SocietyOA

증강현실 기술을 게임에 접목하려는 시도가 많이 이루어지고 있다. 본 논문에서는 실시간으로 스마트 기기의 카메라로부터 손동작 2차원 영상을 획득하고 HSV 컬러 영역을 활용하여 해당 색상의 물체 또는 신체를 실시간으로 검출해, 게임의 요소로 활용하여 즐길 수 있는 2D 퍼즐게임을 개발하였다. 이는 스마트 기기에 컴퓨터 비전을 접목한 형태의 게임으로, 교육 및 엔터테인먼트 환경에서 스마트 기기의 휴대성과 가상현실 체험의 현장감을 접목시킨 새로운 인터랙티브 기술이 될 것이다.

Computer Vision and Pattern RecognitionComputer Science
11
논문|인용수 0·2019
Quantum Few-body Dynamics of Rydberg Atom Clusters
Woojun Lee, Minhyuk Kim, Hanlae Jo, Yunheung Song, Jaewook Ahn
Conference on Lasers and Electro-Optics

We model and experimentally verify the quantum dynamics of small-scale Rydberg-atom quantum simulators, or entangled Rydberg atom clusters, using Lindblad equations with control parameters including spontaneous emission, stochastic atom loss, and laser phase noise.

Atomic and Molecular Physics, and OpticsPhysics and Astronomy
12
논문|인용수 0·2025
TORSO: Template-Oriented Reasoning Towards General Tasks
Minhyuk Kim, Seungyoon Lee, Heuiseok Lim
OA

The approaches that guide Large Language Models (LLMs) to emulate human reasoning during response generation have emerged as an effective method for enabling them to solve complex problems in a step-by-step manner, thereby achieving superior performance.However, most existing approaches using few-shot prompts to generate responses heavily depend on the provided examples, limiting the utilization of the model's inherent reasoning capabilities.Moreover, constructing task-specific few-shot prompts

Computer Networks and CommunicationsComputer Science
13
preprint|인용수 0·2017
Doppler-free coherent-control spectroscopy with a colliding pair of shaped pulses
Minhyuk Kim, Kyungtae Kim, Dewen Cao, Fang Gao, Feng Shuang, Jaewook Ahn
arXiv (Cornell University)OA

We demonstrate the use of the ultrafast spatial coherent-control method to resolve the fine-structure two-photon transitions of atomic rubidium. Counter-propagating ultrafast optical pulses with spectral phase and amplitude programmed with our optimized solutions successfully induced the two-photon transitions through $5S_{1/2}$-$5P_{1/2}$-$5D$ and $5S_{1/2}$-$5P_{3/2}$-$5D$ pathways, both simultaneously and at distinct spatial locations. Three different pulse-shaping solutions are introduced th

Atomic and Molecular Physics, and OpticsPhysics and Astronomy
14
dataset|인용수 0·2022
Rydberg Quantum Wires for Maximum Independent Set Problems
Minhyuk Kim, Kangheun Kim, Jaeyong Hwang, Eun-Gook Moon, Jaewook Ahn
FigshareOA

We provide datasets for Figure 2(d-f, j-l), Figure 3(e,f), and Figure 4(d), respectively.<br>Each file has a N by M matrix, in which the rows and columns are binary spin configurations of each qubits(N) and repeated events(M).<br>For example, a following data has a matrix with size : digitized_data_fig2d.csv (for Figure 2. d): 4 X 678digitized_data_fig3e.csv (for Figure 3. e): 11 X 1961

Artificial IntelligenceComputer Science
15
논문|인용수 0·2026
Quantum dynamics and correlations in interacting bilayer arrays of Rydberg atoms
J Park, Jaewook Ahn, Minhyuk Kim
SJR Q3Journal of the Korean Physical Society
Atomic and Molecular Physics, and OpticsPhysics and Astronomy

대표 연구 분야

Artificial IntelligenceAtomic and Molecular Physics, and OpticsFinanceEconomics and EconometricsComputer Vision and Pattern RecognitionComputer Networks and Communications

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