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교수정보의 상세 화면
신현정
이름
신현정
학력
박사
전공
산업공학전공(과)
정보
연구실 :
팔달관 8층 818

연구실번호 :
2417

이메일 :
shin@ajou.ac.kr

연구관심분야 :
Machine Learning (기계학습), Data Mining (데이터마이닝), BioMedical Informatics (바이오메디컬인포매틱스)

홈페이지 :
http://www.alphaminers.net
학력
졸업연도/학교/학위
2005.02 서울대학교 박사
경력 [2006-현 재] 아주대학교 공과대학 산업공학과 교수
[2006-2006] 서울대학교 의과대학 연구교수
[2004-2006] 독일 막스플랑크(Max-Planck-Institute) 수석연구원

인공지능소사이어티 교육부 회장
한국정보과학회 기계학습연구회 회장
국민건강보험 심사평가원 (HIRA) 청구소프트웨어 검사심의 위원회 부위원장
한국 BI 데이터마이닝 학회 등기이사
한국 생물정보시스템생물학회(KSBSB) 교육이사
Pattern Recognition ad Machine Learning School (PRML) 강의 및 운영위원 
보건복지부 Health Technology 포럼 위원회 위원
대한의료정보학회 정보의학인증의 (CPBMI/CSBMI)강사
한국 정보과학회 교육이사
국제 경영정보학회(INFORMS), 국제 신경망학회(INNS) 회원
국제 생물정보학회(ISCB) 회원
대한산업공학회, 대한의료정보학회 등 회원 
기타
연구분야 Machine Learning, Data Mining, Big Data Analysis, Network Analytics
[Algorithm] Semi-Supervised Learning, Statistical Learning, Kernel Learning. Deep Learning, etc 
[BioMedical] Disease Scoring, Multi-Omics Data Integration, Protein Function Prediction, Cancer Genotype-Phenotype Prediction. etc 
논문 및 연구활동
연구활동(주요논문)
  • [논문] Network Mirroring for Drug Repositioning (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 박성홍, 이동기
  • [논문] Causality modeling for directed disease network (BIOINFORMATICS) - 2016.09
    신현정, 방선주, 김재훈
  • [논문] An optimization approach to resolving circular shareholding in large business groups (JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY) - 2015.10
    신현정, 서용원, 박찬규
  • [논문] A Coupling Approach of a Predictor and a Descriptor for Breast Cancer Prognosis (BMC MEDICAL GENOMICS) - 2014.05
    신현정, 남용현
  • [논문] Breast Cancer Survivability Prediction using Labeled, Unlabeled, and Pseudo-Labeled Patient Data (JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION) - 2013.03
    신현정, 김주현
국제학술논문지
  • [논문] Disease Causality Extraction based on Lexical Semantics and Clause Frequency from Biomedical Literature (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 이동기
  • [논문] Cascade Recurring Deep Networks for Audible Range Prediction (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 남용현, 추옥성, 정연훈, 이유리
  • [논문] Quad-phased Data Mining Modeling for Dementia Diagnosis (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 이경원, 방선주, 이지혜, 노현웅, 손상준, 홍창형, 배성윤
  • [논문] Network Mirroring for Drug Repositioning (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 박성홍, 이동기
  • [논문] An Inference Method from Multi-Layered Structure of Biomedical Data (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2017.05
    신현정, 김명준, 남용현
  • [논문] Causality modeling for directed disease network (BIOINFORMATICS) - 2016.09
    신현정, 방선주, 김재훈
  • [논문] CLASH: Complementary Linkage with Anchoring and Scoring for Heterogeneous biomolecular and clinical data (BMC MEDICAL INFORMATICS AND DECISION MAKING) - 2016.07
    신현정, 이경원, 김명준, 남용현
  • [논문] An optimization approach to resolving circular shareholding in large business groups (JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY) - 2015.10
    신현정, 서용원, 박찬규
  • [논문] Knowledge Boosting: A graph-based integration with multi-omics data and genomic knowledge for cancer clinical outcome prediction (JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION) - 2014.07
    김주한, 정제근, 손경아, Marylin D. Richie, 김도균, 신현정, 박유랑
  • [논문] Incorporating inter-relationships between different levels of genomic data into cancer clinical outcome prediction (METHODS) - 2014.06
    김주한, 김도균, Marylyn D. Ritchie, Anurag Verma, 손경아, 신현정
  • [논문] A Coupling Approach of a Predictor and a Descriptor for Breast Cancer Prognosis (BMC MEDICAL GENOMICS) - 2014.05
    신현정, 남용현
  • [논문] Intra-relation Reconstruction from Inter-relation: miRNA to Gene Expression (BMC SYSTEMS BIOLOGY) - 2013.12
    신현정, 김주한, 이수연, 김도균, 정제균
  • [논문] Robust Predictive Model for Evaluating Breast Cancer Survivability (ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE) - 2013.10
    신현정, 김민구, Ali Amna, 안열우, 박강희, 김도균
  • [논문] Joint motion pattern classification by cluster analysis of kinematic, demographic, and subjective variables (APPLIED ERGONOMICS) - 2013.07
    정명철, 신현정, 황재진
  • [논문] Sharpened graph ensemble for semi-supervised learning (INTELLIGENT DATA ANALYSIS) - 2013.05
    신현정, 박강희, 최인애
  • [논문] Stock Price Prediction based on a Complex Interrelation Network of Economic Factors (ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE) - 2013.05
    신현정, 박강희
  • [논문] Prediction of movement direction in crude oil prices based on semi-supervised learning (DECISION SUPPORT SYSTEMS) - 2013.04
    신현정, 최성희, 박찬규, Hou Tianya, 박강희
  • [논문] Breast Cancer Survivability Prediction using Labeled, Unlabeled, and Pseudo-Labeled Patient Data (JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION) - 2013.03
    신현정, 김주현
  • [논문] Synergistic effect of different levels of genomic data for cancer clinical outcome prediction (JOURNAL OF BIOMEDICAL INFORMATICS) - 2012.08
    신현정, 김도균, 김주한, 송영수
  • [논문] A scoring model to detect abusive billing patterns in health insurance claims (EXPERT SYSTEMS WITH APPLICATIONS) - 2012.06
    신현정, 지원철, 박하영, 이준우
  • [논문] Extracting Regulatory Modules from Gene Expression Data by Sequential Pattern Mining (BMC GENOMICS) - 2011.11
    김주한, 김민구, 정제균, 신현정, 정태수
  • [논문] Semantically enabled and statistically supported biological hypothesis testing with tissue microarray databases (BMC BIOINFORMATICS) - 2011.02
    김주한, 송영수, 정희준, 김지훈, 신현정, 박찬희
  • [논문] Graph Sharpening (EXPERT SYSTEMS WITH APPLICATIONS) - 2010.06
    신현정, Andreas Martin Lisewski, 박준상, N. Jeremy Hill
  • [논문] Content-based File-type Identification using Cosine Similarity and a Divide-and-Conquer Approach (IETE TECHNICAL REVIEW) - 2010.06
    이경석, 홍만표, 신현정, Ahmed, Irfan
  • [논문] Semi-Supervised Response Modeling (JOURNAL OF INTERACTIVE MARKETING) - 2010.02
    조성준, 이형주, Douglas MacLachlan, 신현정, 황성섭
  • [논문] Protein functional class prediction with a combined graph (Expert Systems with Applications) - 2008.11
    신현정, Koji Tsuda, Bernhard Schoelkopf
  • [논문] Graph Sharpening plus Graph Integration: A Synergy that Improves Protein Functional Classification (Bioinformatics (Oxford University Press)) - 2007.12
    신현정, Olivier Lichtarge, Martin Lisewski
  • [논문] Neighborhood Property based Pattern Selection for Support Vector Machines (Neural Computation (MIT Press)) - 2007.03
    신현정, 조성준
  • [논문] Graph-based Semi-Supervised Learning with Sharper Edges (Lecture Notes in Artificial Intelligence (Springer-Verlag)) - 2006.09
    신현정, N. Jeremy Hill, Gunar Raetsch
국내학술논문지
  • [논문] 다차원 데이터의 의미적 군집 분석을 위한 시각화 방법에 관한 연구 (정보과학회지) - 2016.11
    이경원, 한현우, 신현정, 이지혜, 손상준, 홍창형, 하효지, 배성윤
  • [논문] Drug similarity search based on combined signatures in gene expression profiles (HEALTHCARE INFORMATICS RESEARCH(대한의료정보학회지)) - 2014.01
    Gwan-Su Yi, Kimin Oh, Min-Sung Kim, 신현정, Kihoon Cha
  • [논문] 포트폴리오 최적화와 주가예측을 이용한 투자 모형 (대한산업공학회지(JOURNAL OF THE KOREAN INSTITUTE OF INDUSTRIAL ENGINEERS)) - 2013.12
    신현정, 박강희
  • [논문] 준지도 학습 및 신경망 알고리즘을 이용한 전기가격 예측 (대한산업공학회지(JOURNAL OF THE KOREAN INSTITUTE OF INDUSTRIAL ENGINEERS)) - 2013.02
    신현정, 김항석
  • [논문] Electricity Demand Forecasting based on Support Vector Regression (산업공학(IE Interfaces)) - 2011.12
    신현정, 이형로
  • [논문] Stock Price Prediction based on Time Series Network (한국경영과학회지) - 2011.03
    신현정, 박강희
  • [논문] Oil Price Forecasting based on Machine Learning Techniques (대한산업공학회지) - 2011.03
    신현정, Hou Tianya, 박강희
국제학술발표
  • [학술회의] Quantitative Inference on Power Mechanism based on Genealogy Network in Medieval Joseon Korea (41st Annual Meeting of the Social Science History Association) - 2016.11
    신현정, 이상국, 이동기
  • [학술회의] A Visualization System for Clustering Dementia Patients based on Automated Similarity Analysis (IEEE VIS 2016) - 2016.10
    이경원, 한현우, 배성윤, 신현정, 방선주, 손상준, 홍창형, 하효지, 이지혜
  • [학술회의] Network Mirroring for Drug Repositioning (The 6th Annual Translational Bioinformatics Conference 2016 (TBC 2016)) - 2016.10
    신현정, 이동기, 박성홍
  • [학술회의] Cascade Recurrent Deep Networks for Audible Range Prediction (Translational Bioinformatics Conference (TBC 2016)) - 2016.10
    신현정, 정연훈, 이유리, 남용현, 추옥성
  • [학술회의] Quad-phased Data Mining Modeling for Dementia Diagnosis (Translational Bioinformatics Conference (TBC 2016)) - 2016.10
    신현정, 노현웅, 손상준, 배성윤, 이경원, 홍창형, 방선주, 이지혜
  • [학술회의] Disease Causality Extraction based on Lexical Semantics and Clause Frequency from Biomedical Literature (Translational Bioinformatics Conference (TBC 2016)) - 2016.10
    신현정, 이동기
  • [학술회의] An Inference Method from Multi-Layered Structure of Omics (Translational Bioinformatics Conference (TBC 2016)) - 2016.10
    신현정, 남용현, 김명준
  • [학술회의] Machine Learning in Bioinformatics and Translational Disease Network Analysis (Translational Bioinformatics Conference (TBC 2016)) - 2016.10
    신현정
  • [학술회의] Prediction algorithm for multi-layered structure of omics (The 15th European Conference on Computational Biology 2016 (ECCB 2016)) - 2016.09
    신현정, 남용현, 김명준
  • [학술회의] Disease Causality Extraction from PubMed Literatures (The 15th European Conference on Computational Biology 2016 (ECCB 2016)) - 2016.09
    신현정, 이동기
  • [학술회의] Disease Co-occurrence Scoring with Semi-Supervised Learning (The 15th European Conference on Computational Biology 2016 (ECCB 2016)) - 2016.09
    신현정, 이동기, 방선주, 남용현
  • [학술회의] Causality Modeling for Directed Disease Network (15th European Conference on Computational Biology 2016 (ECCB 2016)) - 2016.09
    신현정, 방선주, 김재훈
  • [학술회의] A Bit More of Network based ML Algorithms:Intra-relation, Inter-relation, and Integration of Multiple Data and Multiple Layers (The First Korea-Japan Machine Learning Symposium) - 2016.06
    신현정
  • [학술회의] CLASH: Complementary Linkage with Anchoring and Scoring for Heterogeneous BioMolecular and Clinical Data (Proc. of Translational Bioinformatics Conference 2015 (TBC2015)) - 2015.11
    신현정, 김명준, 남용현
  • [학술회의] Disease Causality Network Construction based on Metabolic Pathway (Bio-IT World Conference & Expo'15) - 2015.04
    신현정, 방선주
  • [학술회의] Increasing connectivity of the human disease network (Bio-IT World Conference & Expo'15) - 2015.04
    신현정, 남용현
  • [학술회의] The Human Disease Network from Bench to Bedside (Bio-IT World Conference & Expo'15) - 2015.04
    신현정
  • [학술회의] Human Disease network Comparison: Which is similar with which? (Bio-IT World Conference & Expo'15) - 2015.04
    신현정, 이동기
  • [학술회의] The Translational Disease Network-from protein interaction to Disease Co-occurrence (The 4th Translational Bioinformatics Conference 2014 (TBC2014)) - 2014.10
    신현정, 이동기, 방선주, 남용현
  • [학술회의] Stock Price Prediction based on Hierarchical Structure of Financial Networks (The 20th International Conference on Neural Information Processing) - 2013.11
    신현정, 박강희
  • [학술회의] A Hybrid Cancer Prognosis System based on Semi-Supervised Learning and Decision Trees (The 20th International Conference on Neural Information Processing) - 2013.11
    신현정, 남용현
  • [학술회의] Knowledge Boosting: A graph-based integration with multi-omics data and genomic knowledge for cancer clinical outcome prediction (The 3rd Annual Translational Bioinformatics Conference (TBC 2013)) - 2013.10
    김도균, 김주한, Marylyn D. Ritchie, 손경아, 신현정, 정제균
  • [학술회의] A Coupling Approach of a Predictor and a Descriptor for Breast Cancer Prognosis (The 3rd Annual Translational Bioinformatics Conference (TBC 2013)) - 2013.10
    신현정, 남용현
  • [학술회의] Knowledge Boosting: A graph-based integration with multi-omics data and genomic knowledge for cancer clinical outcome prediction (The 3rd Annual Translational Bioinformatics Conference (TBC/ISCB-Asia 2013)) - 2013.10
    손경아, 김도균, 김주한, 신현정, Marylyn D. Ritchie, 정제균
  • [학술회의] Intra-relation Reconstruction from Inter-relation: miRNA to Gene Expression (12th International Conference on Bioinformatics (InCoB 2013)) - 2013.09
    신현정, 김주한, 이수연, 김도균, 정제균
  • [학술회의] Computational Biology through Intra-relation, Inter-relation, and Integration of Diverse Genomic Data (The Asian Young Researcher Conference on Computational and Omics Biology (AYRCOB2012)) - 2012.12
    신현정
  • [학술회의] Breast Cancer Survivability Prediction with Labeled, Unlabeled, and Pseudo-Labeled Patient Data (Proc. of the Translational Bioinformatics Conference 2012 ) - 2012.10
    신현정, 김주현
  • [학술회의] Fraudulent Bill-Claim Detection in Health Insurance (Proc. of the 8th International Conference on Data Mining (ICDM 2012)) - 2012.07
    신현정, 김주현, 이준우
  • [학술회의] Forecasting Stock Price Movement with Semi-Supervised Learning (Proc. of the 8th International Conference on Data Mining (ICDM 2012)) - 2012.07
    신현정, 박강희
  • [학술회의] Machine Learning in Bio-Medical Informatics: Support Vector Machines and Semi-Supervised Learning (Proc. of the 3rd International Workshop on eHealth Data and Knowledge) - 2012.03
    신현정
  • [학술회의] A Hybrid Model Development for Electricity Energy Price Prediction (Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2011)) - 2011.11
    신현정, 박강희, 김항석
  • [학술회의] Electricity Demand Forecasting Based on Data Mining Algorithms (Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2011)) - 2011.11
    신현정, 박강희, 이형로
  • [학술회의] Breast Cancer Survivability Prediction with Surveillance, Epidemiology, and End Results Database (Translational Bioinformatics Conference 2011(TBC2011)) - 2011.11
    신현정, 박강희, Ali Amna, 김도균
  • [학술회의] Knowledge Enhancement through Intra-relation, Inter-relation, and Integration of Different Levels of Genomic Data (Translational Bioinformatics Conference 2011(TBC2011)) - 2011.11
    신현정
  • [학술회의] Intra-relation Reconstruction from Inter-relation: miRNA to Gene Expression (Translational Bioinformatics Conference 2011(TBC2011)) - 2011.11
    신현정, 이수연, 김주한, 김도균
  • [학술회의] Fast content-based file-type identification (the Seventh IFIP WG 11.9 International Conferenceon Digital Forensics) - 2011.02
    홍만표, Ahmed, Irfan, 신현정, 이경석
  • [학술회의] Heterogeneous Multiple Genomic Data Integration for Translational Bioinformatics:the TCGA (9th Asia Pacific Bioinformatics Conference) - 2011.01
    신현정
  • [학술회의] Semantically enabled and statistically supported biological hypothesis testing with tissue microarray databases (9th Asia Pacific Bioinformatics Conference) - 2011.01
    신현정, 김주한, 정희준, 송영수, 박찬희
  • [학술회의] Genomic Data Comparison: Which Data is More Informative? (International Conference on Internet (ICONI 2010)) - 2010.12
    신현정, 송영수, 김주한, 김도균
  • [학술회의] Machine Committee Review for Medical Bill-Claim Abuser Detection (International Conference on Internet (ICONI 2010)) - 2010.12
    신현정, 안열우
  • [학술회의] Health-Care Fraud Detection with Machine Committee (Proc. of Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2010)) - 2010.11
    신현정, 안열우
  • [학술회의] Empirical comparison on heterogeneous genomic data: Copy NumberVariation, Methylation, miRNA, and Gene Expression (Proc. of Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2010)) - 2010.11
    신현정, 송영수, 김주환, 김도균
  • [학술회의] Stock Price Prediction using Hierarchical Network Structure (Proc. of Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2010)) - 2010.11
    신현정, 이형로, 박강희
  • [학술회의] Recent Trends on Semi-Supervised Learning with Kernels (International Workshop on Recent Trends in Learning, Computation, and Finance (LCF 2010)) - 2010.08
    신현정
  • [학술회의] Fast File-type Identification (The 25th ACM Symposium On Applied Computing (ACM SAC)) - 2010.03
    이경석, Ahmed, Irfan, 홍만표, 신현정
  • [학술회의] Machine Learning and Applications in Biology (10th CBI-KSBSB International Joint Conference (CBI-KSBSB 2009)) - 2009.11
    신현정
  • [학술회의] How to Integrate the Diverse Measures for Hospital Fraud Detection ? (Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2009)) - 2009.10
    신현정, 이준우
  • [학술회의] Oil Price Prediction From Influence Propagation (Annual Meeting of Institute for Operations Research and the Management Sciences (INFORMS 2009)) - 2009.10
    신현정, 박강희, Hou Tianya
  • [학술회의] Decision Tree Based Segmental Duration Prediction for Amharic TTS system (The IEEE 9th International Symposium on Communication and Information Technologies (ISCIT 2009)) - 2009.09
    김동윤, Anberbir Tadesse, 신현정
  • [학술회의] Influence of Noisy and High-Dimensional Data on Semi-Supervised Learning (The 5th International Conference on Data Mining (ICDM 2009)) - 2009.07
    신현정, Hou Tianya
  • [학술회의] On Improving the Accuracy and Performance of Content-Based File Type Identification (Australasian Conference on Information Security and Privacy (LNCS)) - 2009.07
    이경석, 홍만표, Ahmed, Irfan, 신현정
  • [학술회의] “wFDT - Weighted Fuzzy Decision Trees for Prognosis of Breast Cancer Survivability (The seventh Australasian Data Mining Conference) - 2008.11
    김민구, 최종필, Khan,Muhammad Umer, 신현정
  • [학술회의] Semi-supervised Learning with Ensemble Learning and Graph Sharpening (The IEEE 9th International Conference on Automated Learning (IEEE IDEAL 2008)) - 2008.11
    신현정, 최인애
  • [학술회의] Predicting breast cancer survivability using fuzzy decision trees for personalized healthcare (30th Annual International IEEE EMBS Conference) - 2008.08
    김민구, 최종필, Khan,Muhammad Umer, 신현정
  • [학술회의] Semi-Supervised Learning for Response Modeling (2008 INFORMS Marketing Science Conference) - 2008.06
    신현정, 황성섭, 이형주, Douglas MacLachlan, 조성준
  • [학술회의] Machine Learning and Applications in Biology (BIOKOREA2007 Conference & Exibition) - 2007.09
    신현정
  • [학술회의] Graph-based Protein Functional Classification (BIOCOMP2007 (International Conference on Bioinformatics & Computational Biology)) - 2007.06
    신현정, A.M. Lisewski, O. Lichtarge
국내학술발표
  • [학술회의] 유전자, 임상, 대사경로 데이터를 활용한 질병간 인과관계 분석방법 (2016 한국BI데이터마이닝학회 추계학술대회) - 2016.11
    신현정, 신윤정, 방선주
  • [학술회의] 신약재창출을 위한 기계학습 네트워크 알고리즘 (2016 한국BI데이터마이닝학회 추계학술대회) - 2016.11
    신현정, 이동기, 박성홍
  • [학술회의] Directed Network for Causalities between Diseases using Biomedical Data (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 김재훈, 방선주
  • [학술회의] Causal Disease Network via Biomedical Literature Mining (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 이동기
  • [학술회의] An inference algorithm using inter-connectivity in multi-layered structure of omics (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 남용현, 김명준
  • [학술회의] Diverse Machine Learning Applications based on Disease Networks (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정
  • [학술회의] Audible range prediction for hearing aids using neural networks (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 이유리, 정연훈, 남용현, 추옥성
  • [학술회의] Complementation for Disease Network using Semi-Supervised Learning (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 김명준, 남용현
  • [학술회의] Drug Repositioning with Disease Network Reflection (한국생물정보시스템생물학회 정기학술대회 (BIOINFO 2016)) - 2016.08
    신현정, 이동기, 박성홍
  • [학술회의] Semi-Supervised Learning for Stratified Networks (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 남용현, 김명준, 이상국
  • [학술회의] 드론을 이용한 도서지역의 효율적인 운송시스템 구축을 위한 데이터 분석 (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 김강윤, 방선주, 정윤호, 엄은형, 김소담, 유제훈
  • [학술회의] Audible range prediction for hearing aids using cascade recurrent neural networks (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 정연훈, 추옥성, 남용현
  • [학술회의] Tri-phase Data Mining Modeling for Dementia Diagnosis (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 손상준, 홍창형, 방선주
  • [학술회의] 미래 과수 재배 및 재배지 추천을 위한 데이터 분석 (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 김연수, 이동기, 고영환, 경동환, 신윤정, 박찬민
  • [학술회의] Inference on Power Mechanism in Historical Data with Semi-Supervised Learning (Proc. of Joint Conference on Management Science and Industrial Engineering (MSIE 2016)) - 2016.04
    신현정, 이상국, 이동기
  • [학술회의] 성공적인 동계올림픽 개최를 위한 평창 발전방안 제시 (대한산업공학회 2016 춘계공동학술대회) - 2016.04
    신현정, 신강식, 박성홍, 김경혜, 김민수, 한지우, 이길용
  • [학술회의] Semi-Supervised Learning using inter-connectivity in a Hierarchical Network (The Business Intelligence and Data Mining Conference (BIDM 2016 Spring)) - 2016.04
    신현정, 이상국, 김명준, 남용현
  • [학술회의] Cascade recurrent neural network for audible range prediction (The Business Intelligence and Data Mining Conference (BIDM 2016 Spring)) - 2016.04
    신현정, 추옥성, 정연훈, 남용현
  • [학술회의] 임상데이터를 활용한 치매진단 모델링 (The Business Intelligence and Data Mining Conference (BIDM 2016 Spring)) - 2016.04
    신현정, 손상준, 홍창형, 방선주
  • [학술회의] 기계학습을 활용한 조선시대 권력구조 추론: 조선왕조실록과 성화보 중심사례 (The Business Intelligence and Data Mining Conference (BIDM 2016 Spring)) - 2016.04
    신현정, 이상국, 이동기
  • [학술회의] Causality Modeling for Directed Disease Network: Pathway based Causality Mode (Proc. of the Business Intelligence and Data Mining Conference (BIDM 2015 Fall)) - 2015.11
    신현정, 방선주
  • [학술회의] Causal Relation Extraction between Diseases from Biomedical Literatures (Proc. of the Business Intelligence and Data Mining Conference (BIDM 2015 Fall)) - 2015.11
    신현정, 이동기
  • [학술회의] 외부정보를 활용한 무방향성 그래프의 방향성 부여 방법 (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 박성홍, 방선주
  • [학술회의] 다양한 네트워크 비교를 위한 척도 (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 이동기
  • [학술회의] 자연재해는 과연 自然의 영역인가? (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 이준명, 정희수, 장근철, 임병호
  • [학술회의] 탄소배출량 예측 및 거래 방안에 관한 분석 (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 심무진, 안용균, 박승민
  • [학술회의] 이종정보를활용한질병네트워크상의결측노드연결방법 (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 남용현
  • [학술회의] 제주도 관광열차 도입 제안을 위한 데이터 분석 (2015년 춘계공동학술대회 Korea Institute of Industrial Engineers) - 2015.04
    신현정, 김승빈, 유태준, 정혜두, 최영빈
  • [학술회의] 다양한 질병 네트워크 비교를 위한 세분화된 척도 (한국 BI 데이터마이닝학회 2015 춘계학술대회 Data Analysis for Healthcare) - 2015.04
    신현정, 이동기
  • [학술회의] 질병간 인과관계 분석을 위한 방향성 네트워크 구축 (한국 BI 데이터마이닝학회 2015 춘계학술대회 Data Analysis for Healthcare) - 2015.04
    신현정, 방선주
  • [학술회의] Disease Association and Scoring System based on BioMedical Big Data (한국BI데이터마이닝학회 2014 추계학술대회) - 2014.11
    신현정, 이동기, 방선주, 남용현
  • [학술회의] 대기업 계열사 순환출자 해소를 위한 최적화 모형 (2014 Business Intelligence & Data Mining Conference) - 2014.04
    신현정, 박찬규, 이동기
  • [학술회의] 신재생에너지 발전원 및 에너지 저장장치 조합에 관한 최적화 모형 (2014 Business Intelligence & Data Mining Conference) - 2014.04
    신현정, 박찬규, 남용현
  • [학술회의] Breast Cancer Survivability Prediction System based on Semi-supervised learning and Decision Tree (2013 대한의료정보학회 및 한국생물정보시스템생물학회 추계학술대회) - 2013.11
    신현정, 남용현
  • [학술회의] Enhancing the Performance of Semi Supervised Learning with Pseudo-Labeled Data (Business Intelligence and Data Mining Conference ) - 2012.12
    신현정, 김주현
  • [학술회의] Portfolio Selection with Dissimilar Stocks & Price Prediction from Similar Stocks (Business Intelligence and Data Mining Conference ) - 2012.11
    신현정, 박강희
  • [학술회의] Data Mining on BioMedical Big Data (The Korean Society of Medical Informatics (KOSMI)) - 2012.06
    신현정
  • [학술회의] Stock Price Prediction with Sigmoidal Labels and Similarities (Proc. of Joint Conference on Management Science and Industrial Engineering ) - 2012.05
    신현정, 박강희
  • [학술회의] Disease World-Map based on Climate and Socio-Economic Indices (Proc. of Joint Conference on Management Science and Industrial Engineering) - 2012.05
    신현정, 노희용, 김병섭
  • [학술회의] Stock Price Prediction with SSL: Comparison on Diverse Similarity Measures (Proc. of the Business Intelligence and Data Mining Conference ) - 2012.04
    신현정, 박강희
  • [학술회의] Fraudulent Bill claim Abuser Detection in Health care with Boosted Samples from Co-training (Proc. of the Business Intelligence and Data Mining Conference ) - 2012.04
    신현정, 김주현
  • [학술회의] Semi-Supervised Learning (2012 Pattern Recognition and Machine Learning Winter School) - 2012.02
    신현정
  • [학술회의] A Study on Medium and Long-term Electricity Demand Forecasting using SVR (Conference on Business Intelligence & Data Mining (BIDM 2011) ) - 2011.12
    신현정, 이형로
  • [학술회의] Stock Price Prediction within Bounds (Conference on Business Intelligence & Data Mining (BIDM 2011) ) - 2011.12
    신현정, 박강희
  • [학술회의] Cancer clinical outcome prediction based on inter-relationship between miRNA and gene expression (Conference on Business Intelligence & Data Mining (BIDM 2011) ) - 2011.12
    신현정, 김도균, 김주한
  • [학술회의] EEPP-SSLANN: 전기에너지-가격예측을 위한 하이브리드 모델 개발 (Joint Conference on Management Science and Industrial Engineering (MSIE 2011)) - 2011.07
    신현정, 박강희, 김항석
  • [학술회의] Large Scale Medical Database Mining: Abuse and Fraud Detection (Conference on The Korean Society of Health Information & Health Statistics Conference (KOSHIS 2011)) - 2011.06
    신현정
  • [학술회의] 기계학습 알고리즘에 기반한 전력 수요 예측 (Joint Conference on Management Science and Industrial Engineering (MSIE 2011)) - 2011.05
    신현정, 박강희, 이형로
  • [학술회의] Semi-Supervised Learning과 Neural Network을 이용한 전기가격 예측 (Conference on Business Intelligence & Data Mining (BIDM 2011 Spring)) - 2011.04
    신현정, 박강희, 김항석
  • [학술회의] Integrative Molecular-based Classification of Clinical Outcomes in Cancer (Business Intelligence and Data Mining Conference(BIDM 2010 Fall)) - 2010.12
    김주한, 김도균, 신현정, 송영수
  • [학술회의] Prediction of Breast Cancer Survivability: To Alleviate Oncologists in Decision Making (Business Intelligence and Data Mining Conference(BIDM 2010 Fall)) - 2010.12
    신현정, 김민구, 안열우, 김도균, Ali Amna, 박강희
  • [학술회의] Stock Price Forecasting based on Hierarchical and Causal Relation (Business Intelligence and Data Mining Conference(BIDM 2010 Fall)) - 2010.12
    신현정, 박강희
  • [학술회의] Preliminary Study on Energy Demand Forecasting for District Heating System (Business Intelligence and Data Mining Conference(BIDM 2010 Fall)) - 2010.12
    신현정, 이형로
  • [학술회의] Stock Price Forecasting using Semi-Supervised Learning (Korean Operations Research and Management Science Society Conference (KORMS 2010)) - 2010.10
    신현정, 박강희
  • [학술회의] Data Mining for BioMedical Informatics (Korean Operations Research and Management Science Society Conference (KORMS 2010)) - 2010.10
    신현정
  • [학술회의] Medical Bill-Claim Review & Assessment with ‘Machine’ Committee (Proc. of the Korean Institute of Industrial Engineers Conference) - 2010.06
    신현정, 안열우
  • [학술회의] Cancer Recurrence Prediction using Machine Learning (Proc. of the Korean Institute of Industrial Engineers Conference) - 2010.06
    신현정, 송영수, 김주환, 김도균
  • [학술회의] Stock Price Prediction using Global Economic-Financial Indicators (Proc. of the Korean Institute of Industrial Engineers Conference) - 2010.06
    신현정, 박강희
  • [학술회의] HMM based Patent Trend Clustering (Proc. of the Business Intelligence and Data Mining Conference (BIDM 2010)) - 2010.04
    이성주, 신현정, 조영란
  • [학술회의] Computer Forensics with Data Mining: File-Type Identification (Proc. of the Business Intelligence and Data Mining Conference (BIDM 2010)) - 2010.04
    신현정, 이경석, Ahmed, Irfan, 홍만표
  • [학술회의] Large Scale Medical Database Mining: Abuse and Fraud Detection (Proc. of 2010 4th Conference on Biomedical Informatics: Clinical Research Informatics and Bio–Bank (CRIBB 2010)) - 2010.03
    신현정
  • [학술회의] Medical Bill-Claim Abuser Detection (Business Intelligence and Data Mining Conference (BIDM 2009 Fall)) - 2009.11
    신현정, 이준우
  • [학술회의] Novelty Detection Adaptive To Concept Drift (Business Intelligence and Data Mining Conference (BIDM 2009 Fall)) - 2009.11
    신현정, 안열우
  • [학술회의] Time Series Prediction with Semi-Supervised Learning: West Texas Oil Price Forecasting (Conference on Management Science and Industrial Engineering (MSIE 2009)) - 2009.05
    신현정, 박강희, Hou Tianya, 박찬규, 최성희
  • [학술회의] Medical Fraud Detection System Using Data Mining (Conference on Korea IT Service (KSIT 2009 spring)) - 2009.05
    신현정, 지원철, 이준우, 박하영
  • [학술회의] Crude Oil Price Prediction based on Semi-Supervised Learning (Conference on Business Intelligence and Data Mining Conference (BIDM 2009 Spring)) - 2009.04
    신현정, 박강희, Hou Tianya
  • [학술회의] Response Modeling with Ensemble of Sharpened Graphs (Business Intelligence and Data Mining) - 2008.11
    신현정, 최인애
  • [학술회의] Chronic Fraud Detection for Health Insurance Review (Business Intelligence and Data Mining) - 2008.11
    신현정, 이준우, 박강희, 박하영, 지원철
  • [학술회의] A Composite Index for Hospital Fraud Detection (Business Intelligence and Data Mining) - 2008.11
    신현정, 이준우, 박강희, 박하영, 지원철
  • [학술회의] How Robust Semi-Supervised Learning against Noise and High Dimensionality (Business Intelligence and Data Mining Conference) - 2008.11
    신현정, 최인애, Hou Tianya
  • [학술회의] Fraud Detection from Serial Patterns of Hospital Bill Claims (Korean Society of Medical Informatics Conference (KOSMI)) - 2008.11
    신현정, 최인애, 박강희, 이준우, 박하영, 지원철
  • [학술회의] A Composite Index for Anomaly Detection from Hospital Bill Claim (Korean Society of Medical Informatics Conference (KOSMI)) - 2008.11
    신현정, 최인애, 박강희, 이준우, 박하영, 지원철
  • [학술회의] A Quantitative Measure Integrating the Diverse Degrees of Anomaly for Hospital Bill Claim (Korean Institute of Industrial Engineers Conference) - 2008.11
    신현정, 최인애, 이준우, 박하영, 지원철
  • [학술회의] Chronic Delinquency Index for Hospital Bill Claim (Korean Institute of Industrial Engineers Conference) - 2008.11
    신현정, 최인애, 박강희, 박하영, 지원철
  • [학술회의] Response Modeling with Latent Respondents (Korean Business Intelligence and Data Mining) - 2008.04
    신현정, 황성섭, 이형주, Douglas MacLachlan, 조성준
  • [학술회의] 앙상블기법과 그래프샤프닝을 이용한 Semi-supervised Learning의 학습 성능 향상 및 안정화 (한국데이터마이닝학회 추계학술대회) - 2007.11
    신현정, 최인애
저서 및 번역
  • [저서] 비즈니스 인텔리전스를 위한 데이터마이닝 - 2012.06
    신현정, 조재희, 조성배, 이성임, 조성준, 김성범
특허 및 기타
  • [특허] 단백질-단백질 상호작용 네트워크로부터 질병 네트워크를 구성하는 방법 (등록) (10-1767142) - 2017.08
    신현정
  • [특허] 질병 네트워크로부터 동반 발병 확률을 제공하는 방법 (등록) (10-1721528) - 2017.03
    신현정
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