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손소영 교수

So-Young Son

연세대학교 산업공학과 · 경영학

연구실 소개

손소영 교수의 연구실은 기업의 혁신 전략과 성과 향상에 초점을 맞춘 연구를 진행하고 있습니다. 특히 오픈 이노베이션, 정책 지원의 효과 분석, 데이터 기반 분류 모델링을 통해 기업 및 국가 차원의 혁신 역량 향상에 기여하고자 합니다. 연구는 실증적 분석 기법인 구조적 방정식 모델링(SEM)과 데이터 마이닝 기법을 적극 활용하여 실무적 의사결정 지원을 목표로 합니다.

오픈 이노베이션정책 효과 분석구조적 방정식 모델링데이터 마이닝여성 기업가 지원

연구 현황

논문 수
351
총 인용 수
7,064
최근 5년 논문
43
주요 분야
경영학

연구 성과 추이

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

5개년 연도별 논문 게재 수
43총합
2021
2022
2023
2024
2025
5개년 연도별 피인용 수
353총합
20212022202320242025

주요 논문

15
1
논문|인용수 219·2009
Support vector machines for default prediction of SMEs based on technology credit
Hong‐Sik Kim, So Young Sohn
SJR Q1European Journal of Operational Research
AccountingBusiness, Management and Accounting
2
논문|인용수 213·2015
Predicting the pattern of technology convergence using big-data technology on large-scale triadic patents
Won Sang Lee, Eun Jin Han, So Young Sohn
SJR Q1Technological Forecasting and Social Change
Management Science and Operations ResearchDecision Sciences
3
논문|인용수 174·2018
Global stock market investment strategies based on financial network indicators using machine learning techniques
Tae Kyun Lee, Joon Hyung Cho, Deuk Sin Kwon, So Young Sohn
SJR Q1Expert Systems with Applications
Management Science and Operations ResearchDecision Sciences
4
논문|인용수 155·2018
A novel decomposition analysis of green patent applications for the evaluation of R&D efforts to reduce CO2 emissions from fossil fuel energy consumption
Joon Hyung Cho, So Young Sohn
SJR Q1Journal of Cleaner Production
Economics and EconometricsEconomics, Econometrics and Finance
5
논문|인용수 152·2016
Technology credit scoring model with fuzzy logistic regression
So Young Sohn, Dong Ha Kim, Jin Hee Yoon
SJR Q1Applied Soft Computing
AccountingBusiness, Management and Accounting
6
논문|인용수 139·2002
Data fusion, ensemble and clustering to improve the classification accuracy for the severity of road traffic accidents in Korea
So Young Sohn, Sung Ho Lee
SJR Q1Safety Science
Building and ConstructionEngineering
7
논문|인용수 123·2016
Beyond absorptive capacity in open innovation process: the relationships between openness, capacities and firm performance
Joon Mo Ahn, Yonghan Ju, Tae Hee Moon, Tim Minshall, David Probert, So Young Sohn, Letizia Mortara
SJR Q2Technology Analysis and Strategic Management

The literature has shown that open innovation (OI) can be a winning strategy in improving firm performance. However, in order to adopt and implement it, managers need to resolve practical problems, such as understanding the role played by OI capacities and openness on firm performance. In response to these needs, this study aims to investigate the hierarchical relationships between openness, OI capacities and performance using a structural equation model approach. This paper also attempts to com

Strategy and ManagementBusiness, Management and Accounting
8
논문|인용수 120·2020
Multitask learning for health condition identification and remaining useful life prediction: deep convolutional neural network approach
Tae San Kim, So Young Sohn
SJR Q1Journal of Intelligent Manufacturing
Control and Systems EngineeringEngineering
9
논문|인용수 120·1999
Meta analysis of classification algorithms for pattern recognition
So Young Sohn
SJR Q1IEEE Transactions on Pattern Analysis and Machine Intelligence

Various classification algorithms became available due to a surge of interdisciplinary research interests in the areas of data mining and knowledge discovery. We develop a statistical meta-model which compares the classification performances of several algorithms in terms of data characteristics. This empirical model is expected to aid decision making processes of finding the best classification tool in the sense of providing the minimum classification error among alternatives.

Artificial IntelligenceComputer Science
10
논문|인용수 117·2020
Machine-learning-based deep semantic analysis approach for forecasting new technology convergence
Tae San Kim, So Young Sohn
SJR Q1Technological Forecasting and Social Change
Management Science and Operations ResearchDecision Sciences
11
논문|인용수 116·2001
Pattern recognition for road traffic accident severity in Korea
So Young Sohn, Hyung-Won Shin
SJR Q2Ergonomics

An increasing number of road traffic accidents (RTA) in Korea has emerged as being harmful both for the economy and for safety. An accurately estimated classification model for several severity types of RTA as a function of related factors provides crucial information for the prevention of potential accidents. Here, three data-mining techniques (neural network, logistic regression, decision tree) are used to select a set of influential factors and to build up classification models for accident s

Safety, Risk, Reliability and QualityEngineering
12
논문|인용수 116·2003
Structural equation model for predicting technology commercialization success index (TCSI)
So Young Sohn, Tae Hee Moon
SJR Q1Technological Forecasting and Social Change
Management Science and Operations ResearchDecision Sciences
13
논문|인용수 114·2001
Fuzzy QFD for supply chain management with reliability consideration
So Young Sohn, In Su Choi
SJR Q1Reliability Engineering & System Safety
Management of Technology and InnovationBusiness, Management and Accounting
14
논문|인용수 106·2017
Comparison of technology efficiency for CO 2 emissions reduction among European countries based on DEA with decomposed factors
Deuk Sin Kwon, Joon Hyung Cho, So Young Sohn
SJR Q1Journal of Cleaner Production
Economics and EconometricsEconomics, Econometrics and Finance
15
논문|인용수 95·2017
An optimization approach for the placement of bicycle-sharing stations to reduce short car trips: An application to the city of Seoul
Chung Hae Park, So Young Sohn
SJR Q1Transportation Research Part A Policy and Practice
TransportationSocial Sciences

대표 연구 분야

Management of Technology and InnovationManagement Science and Operations ResearchEconomics and EconometricsSafety, Risk, Reliability and QualityAccountingInformation Systems

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