Ji Meng Loh
Education
Ph.D.; University of Chicago; Statistics; 2001
Post Graduate Diploma; National Institute of Education, Singapore; Education ; 1994
B.S.; Victoria University of Wellington, New Zealand; Mathematics And Physics; 1991
Post Graduate Diploma; National Institute of Education, Singapore; Education ; 1994
B.S.; Victoria University of Wellington, New Zealand; Mathematics And Physics; 1991
Website
2024 Fall Courses
MATH 790A - DOCT DISSERTATION & RES
MATH 462 - STATISTICS CAPSTONE I
MATH 660 - INTRO TO STAT COMP W/ SAS & R
MATH 792B - PRE DOCTORAL RESEARCH
MATH 462 - STATISTICS CAPSTONE I
MATH 660 - INTRO TO STAT COMP W/ SAS & R
MATH 792B - PRE DOCTORAL RESEARCH
Past Courses
MATH 244: INT TO PROBABLITY THEORY
MATH 333: PROBABILITY & STATISTICS
MATH 333: PROBABILITY AND STATISTICS
MATH 344: REGRESSION ANALYSIS
MATH 345: MULTIVARIATE DISTRIBUTIONS
MATH 461: INTRO STATISTICAL COMP SAS/R
MATH 461: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 478: STAT METHODS IN DATA SCI
MATH 660: INTRO TO STAT COMP W/ SAS & R
MATH 660: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 661: APPLIED STATISTICS
MATH 662: PROBABILITY DISTRIBUTIONS
MATH 664: METHODS FOR STAT CONSULT
MATH 664: METHODS FOR STATISTICAL CONSULTING
MATH 665: STATISTICAL INFERENCE
MATH 707: ADVANCED APPLIED MATHEMATICS IV: SPECIAL TOPICS
MATH 333: PROBABILITY & STATISTICS
MATH 333: PROBABILITY AND STATISTICS
MATH 344: REGRESSION ANALYSIS
MATH 345: MULTIVARIATE DISTRIBUTIONS
MATH 461: INTRO STATISTICAL COMP SAS/R
MATH 461: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 478: STAT METHODS IN DATA SCI
MATH 660: INTRO TO STAT COMP W/ SAS & R
MATH 660: INTRODUCTION TO STATISTICAL COMPUTING WITH SAS AND R
MATH 661: APPLIED STATISTICS
MATH 662: PROBABILITY DISTRIBUTIONS
MATH 664: METHODS FOR STAT CONSULT
MATH 664: METHODS FOR STATISTICAL CONSULTING
MATH 665: STATISTICAL INFERENCE
MATH 707: ADVANCED APPLIED MATHEMATICS IV: SPECIAL TOPICS
Research Interests
Spatial statistics, in particular, the analysis of spatial point patterns; bootstrap, anomaly detection and dimension reduction in spatial data; astrostatistics; applications in social science, fMRI and EEG, and human mobility.
Journal Article
AlBlwi, Samia, & Marsit, Imen, & Khaireddine, Besma, & Ayad, Amani, & Loh, Ji Meng, & Mili, Ali (2025). Subsumption, Correctness and Relative Correctness: Implications for SoftwareTesting. Science of Computer Programming, 239, 54.
Ghardallou, Wided, & Mohammadi, Hessam, & Linger, Richard C, & Pleszkoch, Mark, & Loh, Ji Meng, & Mili, Ali (2024). Invariant Relations for Affine Loops. Springer Verlag, 61(3), 261-314.
Loh, Ji Meng, & Jang, Woncheol, & Park, Hoyoung (2023). Nonparametric inference for symbolic data using kernel methods. Journal of Nonparametric Statistics,
Wang, Qinxia, & Loh, Ji Meng, & He, Xiaofu, & Wang, Yuanjia (2022). A Latent State Space Model for Estimating Brain Dynamics from Electroencephalogram (EEG) Data. Biometrics,
Datta, Subha, & Loh, Ji Meng (2022). Sufficient Dimension Reduction for Spatial Point Processes Using Weighted Principal Support Vector Machines. Statistics and Its Interface, 15(4), 415-431.
Ghardallou, Wided, & Mohammadi, Hessam, & Linger, Richard C, & Pleszkoch, Mark, & Loh, Ji Meng, & Mili, Ali (2024). Invariant Relations for Affine Loops. Springer Verlag, 61(3), 261-314.
Loh, Ji Meng, & Jang, Woncheol, & Park, Hoyoung (2023). Nonparametric inference for symbolic data using kernel methods. Journal of Nonparametric Statistics,
Wang, Qinxia, & Loh, Ji Meng, & He, Xiaofu, & Wang, Yuanjia (2022). A Latent State Space Model for Estimating Brain Dynamics from Electroencephalogram (EEG) Data. Biometrics,
Datta, Subha, & Loh, Ji Meng (2022). Sufficient Dimension Reduction for Spatial Point Processes Using Weighted Principal Support Vector Machines. Statistics and Its Interface, 15(4), 415-431.
SHOW MORE
DaSilva, Matthew, & Chandran, Vishnu, & Dixon, Philippe, & Loh, Ji Meng, & Dennerlein, Jack, & Schiffman, Jeffrey, & Pal, Saikat (2021). Muscle co-contractions are greater in older adults during walking over uneven compared to even surfaces. Journal of Biomechanics,
DaSilva, Matthew, & Chandran, Vishnu Deep, & Dixon, Philippe, & Loh, Ji Meng, & Dennerlein, Jack, & Schiffman, Jeffrey, & Pal, Saikat (2021). Muscle co-contractions are greater in older adults during walking at self-selected speeds over uneven compared to even surfaces. Journal of Biomechanics,
Loh, Ji M, & Latif, Monsour , & Kim, David, & Marsit, Imen, & Ayad, Amani, & Omri, Mohamed N, & Mili, Ali (2021). The Ratio of Equivalent Mutants: A Key to Analyzing Mutation Equivalence. Elsevier, 181, 20.
Loh, Ji Meng, & Jang, Woncheol, & Kim, Junsik (2021). Generalized Bagging. Journal of the Korean Statistical Society,
Yau, Chun Yip, & Loh, Ji Meng, & Zhu, Zhengyuan, & Leung, Sze Him (2020). Spatial Sampling Design using Generalized Neyman-Scott Process. Journal of Agricultural, Biological and Environmental Statistics,
Dasilva, Mathew, & Chandran, Vishnu Deep, & Dixon, Philippe, & Loh, Ji Meng, & Dennerlein, Jack, & Schiffman, Jeffrey, & Pal, Saikat (2019). Knee muscle co-contractions are greater in old compared to young adults during walking and stair use. Gait & Posture, 73, 315-322.
Loh, Ji Meng (2018). Trovafloxacin attenuates neuroinflammation and improves outcome after traumatic brain injury in mice. Journal of Neuroinflammation, 15(1), 42.
Ihde, Erin, & Zamudio, Stacy, & Loh, Ji Meng, & Zhu, Yalin, & Woytanowski, John, & Rosen, Lawrence (2017). Application of a novel mass spectrometric (MS) method to examine exposure to Bisphenol-A and common substitutes in a maternal fetal cohort. Human and Ecological Risk Assessment,
Jang, Woncheol, & Loh, Ji Meng (2017). Bandwidth selection for estimating the two-point correlation function of a spatial point pattern using AMSE. Statistica Sinica,
Artigas, Francesco, & Loh, Ji Meng, & Shin, Jin Y., & Yao, Ying (2017). Baseline and distribution of organic pollutants and heavy metals in tidal creek sediments after Hurricane Sandy in the Meadowlands of New Jersey. Environmental Earth Science, 76, 293.
Jang, Woncheol, & Loh, Ji Meng (2017). Quantitative Comparison of Two-point Correlation Functions from Real and Mock SDSS Galaxy Catalog. Astrophysical Journal, 839,
Fang, Yixin, & Loh, Ji Meng (2017). Single-index model for inhomogeneous spatial point processes. Statistica Sinica, 27, 555-574.
Loh, Ji Meng (2016). Fast food and liquor store density, co-tenancy, and turnover: Vice store operations in Chicago, 1995-2008. Applied Geography, 1-13.
Loh, Ji Meng (2015). Association of environmental chemicals and estrogen metabolites in children. BMC Endocrine Disorders, 15, 83.
Loh, Ji Meng (2015). Safety and efficacy of a 100% dimethicone pediculocide in school-age children. BMC Pediatrics, 15, 70.
Loh, Ji Meng (2015). Variable Selection for Inhomogeneous Spatial Point Processes. Canadian Journal of Statistics, 43(2), 288-305.
Loh, Ji Meng (2014). Mapping Contaminants Associated with Autism: A Public Health Pilot in New Jersey. Journal of Geographic Information System, 6, 706-722.
Loh, Ji Meng (2014). Some Properties of Generalized Fused Lasso and Its Applications to High Dimensional Data. Journal of the Korean Statistical Society,
Loh, Ji Meng (2014). A masking index for quantifying hidden glitches. Knowledge and Information System, 1-25.
Loh, Ji Meng (2014). Spatial detection of anomalous cellular network events. Statistical Analysis and Data Mining, 7, 212-225.
Loh, Ji Meng (2014). PDGF-responsive progenitors persist in the subventricular zone across the lifespan . ASN Neuro, 6, 65-81.
Loh, Ji Meng (2013). Comparing spatial densities characterizing human mobility using ratio maps. Statistics and Its Interface, 6, 577-584.
Loh, Ji Meng (2013). Bayesian nonparametric estimation of pair correlation functions for inhomogeneous spatial point processes. Journal of Nonparametric Statistics, 25, 463-474.
Loh, Ji Meng (2013). Human mobility characterization from cellular network data. Communications of the ACM, 56, 74-82.
Loh, Ji Meng (2012). Auditing Data Streams for Correlated Glitches. International Journal of Information Quality,
DaSilva, Matthew, & Chandran, Vishnu Deep, & Dixon, Philippe, & Loh, Ji Meng, & Dennerlein, Jack, & Schiffman, Jeffrey, & Pal, Saikat (2021). Muscle co-contractions are greater in older adults during walking at self-selected speeds over uneven compared to even surfaces. Journal of Biomechanics,
Loh, Ji M, & Latif, Monsour , & Kim, David, & Marsit, Imen, & Ayad, Amani, & Omri, Mohamed N, & Mili, Ali (2021). The Ratio of Equivalent Mutants: A Key to Analyzing Mutation Equivalence. Elsevier, 181, 20.
Loh, Ji Meng, & Jang, Woncheol, & Kim, Junsik (2021). Generalized Bagging. Journal of the Korean Statistical Society,
Yau, Chun Yip, & Loh, Ji Meng, & Zhu, Zhengyuan, & Leung, Sze Him (2020). Spatial Sampling Design using Generalized Neyman-Scott Process. Journal of Agricultural, Biological and Environmental Statistics,
Dasilva, Mathew, & Chandran, Vishnu Deep, & Dixon, Philippe, & Loh, Ji Meng, & Dennerlein, Jack, & Schiffman, Jeffrey, & Pal, Saikat (2019). Knee muscle co-contractions are greater in old compared to young adults during walking and stair use. Gait & Posture, 73, 315-322.
Loh, Ji Meng (2018). Trovafloxacin attenuates neuroinflammation and improves outcome after traumatic brain injury in mice. Journal of Neuroinflammation, 15(1), 42.
Ihde, Erin, & Zamudio, Stacy, & Loh, Ji Meng, & Zhu, Yalin, & Woytanowski, John, & Rosen, Lawrence (2017). Application of a novel mass spectrometric (MS) method to examine exposure to Bisphenol-A and common substitutes in a maternal fetal cohort. Human and Ecological Risk Assessment,
Jang, Woncheol, & Loh, Ji Meng (2017). Bandwidth selection for estimating the two-point correlation function of a spatial point pattern using AMSE. Statistica Sinica,
Artigas, Francesco, & Loh, Ji Meng, & Shin, Jin Y., & Yao, Ying (2017). Baseline and distribution of organic pollutants and heavy metals in tidal creek sediments after Hurricane Sandy in the Meadowlands of New Jersey. Environmental Earth Science, 76, 293.
Jang, Woncheol, & Loh, Ji Meng (2017). Quantitative Comparison of Two-point Correlation Functions from Real and Mock SDSS Galaxy Catalog. Astrophysical Journal, 839,
Fang, Yixin, & Loh, Ji Meng (2017). Single-index model for inhomogeneous spatial point processes. Statistica Sinica, 27, 555-574.
Loh, Ji Meng (2016). Fast food and liquor store density, co-tenancy, and turnover: Vice store operations in Chicago, 1995-2008. Applied Geography, 1-13.
Loh, Ji Meng (2015). Association of environmental chemicals and estrogen metabolites in children. BMC Endocrine Disorders, 15, 83.
Loh, Ji Meng (2015). Safety and efficacy of a 100% dimethicone pediculocide in school-age children. BMC Pediatrics, 15, 70.
Loh, Ji Meng (2015). Variable Selection for Inhomogeneous Spatial Point Processes. Canadian Journal of Statistics, 43(2), 288-305.
Loh, Ji Meng (2014). Mapping Contaminants Associated with Autism: A Public Health Pilot in New Jersey. Journal of Geographic Information System, 6, 706-722.
Loh, Ji Meng (2014). Some Properties of Generalized Fused Lasso and Its Applications to High Dimensional Data. Journal of the Korean Statistical Society,
Loh, Ji Meng (2014). A masking index for quantifying hidden glitches. Knowledge and Information System, 1-25.
Loh, Ji Meng (2014). Spatial detection of anomalous cellular network events. Statistical Analysis and Data Mining, 7, 212-225.
Loh, Ji Meng (2014). PDGF-responsive progenitors persist in the subventricular zone across the lifespan . ASN Neuro, 6, 65-81.
Loh, Ji Meng (2013). Comparing spatial densities characterizing human mobility using ratio maps. Statistics and Its Interface, 6, 577-584.
Loh, Ji Meng (2013). Bayesian nonparametric estimation of pair correlation functions for inhomogeneous spatial point processes. Journal of Nonparametric Statistics, 25, 463-474.
Loh, Ji Meng (2013). Human mobility characterization from cellular network data. Communications of the ACM, 56, 74-82.
Loh, Ji Meng (2012). Auditing Data Streams for Correlated Glitches. International Journal of Information Quality,
COLLAPSE
Chapter
Ayad, Amani, & Marsit, Imen, & Omri, Mohamed Nazih, & Loh, Ji Meng, & Mili, Ali (2020). Quantitative Analysis of Mutant Equivalence, Martin van Sinderen and L.A. Maciaszek (Eds.), Springer Verlag. (pp. 58-80). Heidelberg: Springer Verlag
Conference Proceeding
Quantitative Metrics for Mutation Testing
International Conference on Software Technologies (ICSOFT), July (3rd Quarter/Summer) 2019
Joint Screening of Ultra-High Dimensional Variables for Family-Based Genetic Studies
BMC Proceedings, 2018
Impact of Mutation Operators on the Ratio of Equivalent Mutants
International Conference on Intelligent Software Methodologies, Tools and Techniques (SOMET 2018), September 2018
Impact of Mutation Operators on Mutant Equivalence
International Conference on Software Technologies (ICSOFT), June 2018
Empirical Glitch explanations
20th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, August 2014
A masking index for quantifying hidden glitches
IEEE 13th International Conference on Data Mining, December 2013
Effect of data repair on mining network streams
International Conference on Data Mining 2013, Data Mining in Networks Workshop, December 2012
International Conference on Software Technologies (ICSOFT), July (3rd Quarter/Summer) 2019
Joint Screening of Ultra-High Dimensional Variables for Family-Based Genetic Studies
BMC Proceedings, 2018
Impact of Mutation Operators on the Ratio of Equivalent Mutants
International Conference on Intelligent Software Methodologies, Tools and Techniques (SOMET 2018), September 2018
Impact of Mutation Operators on Mutant Equivalence
International Conference on Software Technologies (ICSOFT), June 2018
Empirical Glitch explanations
20th ACM SIGKDD Conference on Knowledge Discovery and Data Mining, August 2014
A masking index for quantifying hidden glitches
IEEE 13th International Conference on Data Mining, December 2013
Effect of data repair on mining network streams
International Conference on Data Mining 2013, Data Mining in Networks Workshop, December 2012