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조정효 교수

Jo, Junghyo

서울대학교 · 컴퓨터과학

연구실 소개

조정효 교수의 연구실은 인공지능 기반 융합교육과 과학·수학 교육의 유효성 향상을 목표로 하며, 기호 회귀, 딥러닝, 데이터 기반 수업 설계를 핵심으로 연구를 진행하고 있습니다. 특히 AI를 활용한 수식 추론과 과학적 불확실성의 교육적 접근을 통해 학생들의 비판적 사고력과 모델링 능력을 강화하는 데 초점을 맞추고 있습니다. 교육 현장에 실질적으로 적용 가능한 교수학습 모형 개발과 데이터 기반 교육자료의 공유를 통해 미래 지향적 과학·수학 교육의 기반을 마련하고자 합니다.

기호 회귀AI 융합교육데이터 기반 수업과학적 불확실성수학적 모델링

연구 현황

논문 수
86
총 인용 수
1,400
최근 5년 논문
30
주요 분야
컴퓨터과학

연구 성과 추이

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

5개년 연도별 논문 게재 수
30총합
2022
2023
2024
2025
2026
5개년 연도별 피인용 수
28총합
20222023202420252026

주요 논문

15
1
논문|인용수 759·2009
Hypertrophy and/or Hyperplasia: Dynamics of Adipose Tissue Growth
Junghyo Jo, Oksana Gavrilova, Stephanie Pack, William Jou, Shawn Mullen, Anne E. Sumner, Samuel W. Cushman, Vipul Periwal
SJR Q1FWCI 10.8PLoS Computational BiologyOA

Adipose tissue grows by two mechanisms: hyperplasia (cell number increase) and hypertrophy (cell size increase). Genetics and diet affect the relative contributions of these two mechanisms to the growth of adipose tissue in obesity. In this study, the size distributions of epididymal adipose cells from two mouse strains, obesity-resistant FVB/N and obesity-prone C57BL/6, were measured after 2, 4, and 12 weeks under regular and high-fat feeding conditions. The total cell number in the epididymal

PhysiologyMedicine
2
논문|인용수 70·2008
Vehicle stability control system for enhancing steerabilty, lateral stability, and roll stability
Junghyo Jo, Seung-Han You, Ji Yoel Joeng, K. I. Lee, Kyongsu Yi
SJR Q2FWCI 11.0International Journal of Automotive Technology
Automotive EngineeringEngineering
3
논문|인용수 60·2014
A Conserved Rule for Pancreatic Islet Organization
Danh-Tai Hoang, Hitomi Matsunari, Masaki Nagaya, Hiroshi Nagashima, J. Michael Millis, Piotr Witkowski, Vipul Periwal, Manami Hara, Junghyo Jo
SJR Q1FWCI 4.1PLoS ONEOA

Morphogenesis, spontaneous formation of organism structure, is essential for life. In the pancreas, endocrine α, β, and δ cells are clustered to form islets of Langerhans, the critical micro-organ for glucose homeostasis. The spatial organization of endocrine cells in islets looks different between species. Based on the three-dimensional positions of individual cells in islets, we computationally inferred the relative attractions between cell types, and found that the attractions between homotyp

SurgeryMedicine
4
논문|인용수 49·2019
Statistical criticality arises in most informative representations
Ryan John Cubero, Junghyo Jo, Matteo Marsili, Yasser Roudi, Juyong Song
SJR Q3FWCI 5.0Journal of Statistical Mechanics Theory and ExperimentOA

Abstract We show that statistical criticality , i.e. the occurrence of power law frequency distributions, arises in samples that are maximally informative about the underlying generating process. In order to reach this conclusion, we first identify the frequency with which different outcomes occur in a sample, as the variable carrying useful information on the generative process. The entropy of the frequency, that we call relevance , provides an upper bound to the number of informative bits. Thi

Statistical and Nonlinear PhysicsPhysics and Astronomy
5
논문|인용수 41·2012
Quantitative dynamics of adipose cells
Junghyo Jo, Z. Shreif, Vipul Periwal
SJR Q1FWCI 1.3AdipocyteOA

Adipose cells are unique in the dynamism of their sizes, a requisite for their main function of storing and releasing lipid. Lipid metabolism is crucial for energy homeostasis. However, the regulation of lipid storage capacity in conditions of energy excess and scarcity is still not clear. It is not technically feasible to monitor every process affecting storage capacity such as recruitment, growth/shrinkage and death of individual adipose cells in real time for a sufficiently long period. Howev

PhysiologyMedicine
6
논문|인용수 41·2010
Hypertrophy-Driven Adipocyte Death Overwhelms Recruitment under Prolonged Weight Gain
Junghyo Jo, Juen Guo, Teresa Liu, Shawn Mullen, Kevin D. Hall, Samuel W. Cushman, Vipul Periwal
SJR Q1FWCI 1.7Biophysical JournalOA
EpidemiologyMedicine
7
논문|인용수 39·2005
How Noise and Coupling Induce Bursting Action Potentials in Pancreatic β-Cells
Junghyo Jo, Hyuk Kang, M. Y. Choi, Duk-Su Koh
SJR Q1FWCI 1.8Biophysical JournalOA
Statistical and Nonlinear PhysicsPhysics and Astronomy
8
논문|인용수 36·2014
Diabetes associated metabolomic perturbations in NOD mice
Dmitry Grapov, Johannes F. Fahrmann, Jessica Hwang, Ananta Poudel, Junghyo Jo, Vipul Periwal, Oliver Fiehn, Manami Hara
SJR Q2FWCI 5.9MetabolomicsOA
SurgeryMedicine
9
논문|인용수 35·2010
Cdk4 Regulates Recruitment of Quiescent β-Cells and Ductal Epithelial Progenitors to Reconstitute β-Cell Mass
Ji-Hyeon Lee, Junghyo Jo, Anandwardhan A. Hardikar, Vipul Periwal, Sushil G. Rane
SJR Q1FWCI 4.2PLoS ONEOA

Insulin-producing pancreatic islet b cells (b-cells) are destroyed, severely depleted or functionally impaired in diabetes. Therefore, replacing functional b-cell mass would advance clinical diabetes management. We have previously demonstrated the importance of Cdk4 in regulating b-cell mass. Cdk4-deficient mice display b-cell hypoplasia and develop diabetes, whereas b-cell hyperplasia is observed in mice expressing an active Cdk4R24C kinase. While b-cell replication appears to be the primary me

SurgeryMedicine
10
논문|인용수 28·2018
Thermodynamic uncertainty relation of interacting oscillators in synchrony
Sangwon Lee, Changbong Hyeon, Junghyo Jo
SJR Q2FWCI 2.7Physical review. EOA

The thermodynamic uncertainty relation sets the minimal bound of the cost-precision tradeoff relation for dissipative processes. Examining the dynamics of an internally coupled system that is driven by a constant thermodynamic force, we, however, find that the tradeoff relation of a subsystem is not constrained by the minimal bound of conventional uncertainty relation. We made our point explicit by using an exactly solvable model of interacting oscillators. As the number ($N$) of interacting osc

Computer Networks and CommunicationsComputer Science
11
논문|인용수 15·2017
Phase modulation of insulin pulses enhances glucose regulation and enables inter-islet synchronization
Boah Lee, Taegeun Song, Kayoung Lee, Jaeyoon Kim, Seungmin Han, Per‐Olof Berggren, Sung Ho Ryu, Junghyo Jo
SJR Q1FWCI 2.2PLoS ONEOA

Insulin is secreted in a pulsatile manner from multiple micro-organs called the islets of Langerhans. The amplitude and phase (shape) of insulin secretion are modulated by numerous factors including glucose. The role of phase modulation in glucose homeostasis is not well understood compared to the obvious contribution of amplitude modulation. In the present study, we measured Ca2+ oscillations in islets as a proxy for insulin pulses, and we observed their frequency and shape changes under consta

SurgeryMedicine
12
논문|인용수 13·2021
Information Flows of Diverse Autoencoders
Sungyeop Lee, Junghyo Jo
SJR Q2FWCI 1.2EntropyOA

Deep learning methods have had outstanding performances in various fields. A fundamental query is why they are so effective. Information theory provides a potential answer by interpreting the learning process as the information transmission and compression of data. The information flows can be visualized on the information plane of the mutual information among the input, hidden, and output layers. In this study, we examine how the information flows are shaped by the network parameters, such as d

Computer Vision and Pattern RecognitionComputer Science
13
논문|인용수 13·2013
The fractal spatial distribution of pancreatic islets in three dimensions: a self-avoiding growth model
Junghyo Jo, Andreas Hörnblad, German Kilimnik, Manami Hara, Ulf Ahlgren, Vipul Periwal
SJR Q2FWCI 1.7Physical BiologyOA

The islets of Langerhans, responsible for controlling blood glucose levels, are dispersed within the pancreas. A universal power law governing the fractal spatial distribution of islets in two-dimensional pancreatic sections has been reported. However, the fractal geometry in the actual three-dimensional pancreas volume, and the developmental process that gives rise to such a self-similar structure, has not been investigated. Here, we examined the three-dimensional spatial distribution of islets

SurgeryMedicine
14
논문|인용수 7·2017
Insulin modulates the frequency of Ca2+ oscillations in mouse pancreatic islets
Boah Lee, Taegeun Song, Kayoung Lee, Jaeyoon Kim, Per‐Olof Berggren, Sung Ho Ryu, Junghyo Jo
SJR Q1FWCI 1.0PLoS ONEOA

Pancreatic islets can adapt to oscillatory glucose to produce synchronous insulin pulses. Can islets adapt to other oscillatory stimuli, specifically insulin? To answer this question, we stimulated islets with pulses of exogenous insulin and measured their Ca2+ oscillations. We observed that sufficiently high insulin (> 500 nM) with an optimal pulse period (~ 4 min) could make islets to produce synchronous Ca2+ oscillations. Glucose and insulin, which are key stimulatory factors of islets, modul

SurgeryMedicine
15
논문|인용수 4·2020
Erasure machine: Inverse Ising inference from reweighting of observation frequencies
Junghyo Jo, Danh-Tai Hoang, Vipul Periwal
SJR Q2FWCI 0.4Physical review. EOA

Maximum likelihood estimation (MLE) is fundamental to system inference for stochastic systems. In some generality, MLE will converge to the correct model in the infinite data limit. In the context of physical approaches to system inference, such as Boltzmann machines, MLE requires the arduous computation of partition functions summing over all configurations, both observed and unobserved. We present a conceptually transparent data-driven inference computation based on a reweighting of observed c

Artificial IntelligenceComputer Science

대표 연구 분야

SurgeryArtificial IntelligenceComputer Networks and CommunicationsStatistical and Nonlinear PhysicsCognitive NeurosciencePhysiology

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