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
2025 Spring Courses
MATH 664 - METHODS FOR STAT CONSULT
MATH 790A - DOCT DISSERTATION & RES
MATH 491 - INDEPENDENT STDY IN MATH
MATH 792B - PRE DOCTORAL RESEARCH
MATH 790A - DOCT DISSERTATION & RES
MATH 491 - INDEPENDENT STDY IN MATH
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
Samia AlBlwi, Imen Marsit, Besma Khaireddine, Amani Ayad, Ji Meng Loh, Ali Mili. 2025. “Subsumption, Correctness and Relative Correctness: Implications for SoftwareTesting.” Science of Computer Programming, vol. 239, pp. 54.
Wided Ghardallou, Hessam Mohammadi, Richard C Linger, Mark Pleszkoch, Ji Meng Loh, Ali Mili. 2024. “Invariant Relations for Affine Loops.” Springer Verlag, vol. 61, no. 3, pp. 261-314.
Ji Meng Loh, Woncheol Jang, Hoyoung Park. 2023. “Nonparametric inference for symbolic data using kernel methods.” Journal of Nonparametric Statistics.
Qinxia Wang, Ji Meng Loh, Xiaofu He, Yuanjia Wang. 2022. “A Latent State Space Model for Estimating Brain Dynamics from Electroencephalogram (EEG) Data.” Biometrics.
Subha Datta, Ji Meng Loh. 2022. “Sufficient Dimension Reduction for Spatial Point Processes Using Weighted Principal Support Vector Machines.” Statistics and Its Interface, vol. 15, no. 4, pp. 415-431.
Wided Ghardallou, Hessam Mohammadi, Richard C Linger, Mark Pleszkoch, Ji Meng Loh, Ali Mili. 2024. “Invariant Relations for Affine Loops.” Springer Verlag, vol. 61, no. 3, pp. 261-314.
Ji Meng Loh, Woncheol Jang, Hoyoung Park. 2023. “Nonparametric inference for symbolic data using kernel methods.” Journal of Nonparametric Statistics.
Qinxia Wang, Ji Meng Loh, Xiaofu He, Yuanjia Wang. 2022. “A Latent State Space Model for Estimating Brain Dynamics from Electroencephalogram (EEG) Data.” Biometrics.
Subha Datta, Ji Meng Loh. 2022. “Sufficient Dimension Reduction for Spatial Point Processes Using Weighted Principal Support Vector Machines.” Statistics and Its Interface, vol. 15, no. 4, pp. 415-431.
SHOW MORE
Matthew DaSilva, Vishnu Chandran, Philippe Dixon, Ji Meng Loh, Jack Dennerlein, Jeffrey Schiffman, Saikat Pal. 2021. “Muscle co-contractions are greater in older adults during walking over uneven compared to even surfaces.” Journal of Biomechanics.
Matthew DaSilva, Vishnu Deep Chandran, Philippe Dixon, Ji Meng Loh, Jack Dennerlein, Jeffrey Schiffman, Saikat Pal. 2021. “Muscle co-contractions are greater in older adults during walking at self-selected speeds over uneven compared to even surfaces.” Journal of Biomechanics.
Ji M Loh, Monsour Latif, David Kim, Imen Marsit, Amani Ayad, Mohamed N Omri, Ali Mili. 2021. “The Ratio of Equivalent Mutants: A Key to Analyzing Mutation Equivalence.” Elsevier, vol. 181, pp. 20.
Ji Meng Loh, Woncheol Jang, Junsik Kim. 2021. “Generalized Bagging.” Journal of the Korean Statistical Society.
Chun Yip Yau, Ji Meng Loh, Zhengyuan Zhu, Sze Him Leung. 2020. “Spatial Sampling Design using Generalized Neyman-Scott Process.” Journal of Agricultural, Biological and Environmental Statistics.
Mathew Dasilva, Vishnu Deep Chandran, Philippe Dixon, Ji Meng Loh, Jack Dennerlein, Jeffrey Schiffman, Saikat Pal. 2019. “Knee muscle co-contractions are greater in old compared to young adults during walking and stair use.” Gait & Posture, vol. 73, pp. 315-322.
Ji Meng Loh. 2018. “Trovafloxacin attenuates neuroinflammation and improves outcome after traumatic brain injury in mice.” Journal of Neuroinflammation, vol. 15, no. 1, pp. 42.
Erin Ihde, Stacy Zamudio, Ji Meng Loh, Yalin Zhu, John Woytanowski, Lawrence Rosen. 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.
Woncheol Jang, Ji Meng Loh. 2017. “Bandwidth selection for estimating the two-point correlation function of a spatial point pattern using AMSE.” Statistica Sinica.
Francesco Artigas, Ji Meng Loh, Jin Y. Shin, Ying Yao. 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, vol. 76, pp. 293.
Woncheol Jang, Ji Meng Loh. 2017. “Quantitative Comparison of Two-point Correlation Functions from Real and Mock SDSS Galaxy Catalog.” Astrophysical Journal, vol. 839.
Yixin Fang, Ji Meng Loh. 2017. “Single-index model for inhomogeneous spatial point processes.” Statistica Sinica, vol. 27, pp. 555-574.
Ji Meng Loh. 2016. “Fast food and liquor store density, co-tenancy, and turnover: Vice store operations in Chicago, 1995-2008.” Applied Geography, pp. 1-13.
Ji Meng Loh. 2015. “Association of environmental chemicals and estrogen metabolites in children.” BMC Endocrine Disorders, vol. 15, pp. 83.
Ji Meng Loh. 2015. “Safety and efficacy of a 100% dimethicone pediculocide in school-age children.” BMC Pediatrics, vol. 15, pp. 70.
Ji Meng Loh. 2015. “Variable Selection for Inhomogeneous Spatial Point Processes.” Canadian Journal of Statistics, vol. 43, no. 2, pp. 288-305.
Ji Meng Loh. 2014. “Mapping Contaminants Associated with Autism: A Public Health Pilot in New Jersey.” Journal of Geographic Information System, vol. 6, pp. 706-722.
Ji Meng Loh. 2014. “Some Properties of Generalized Fused Lasso and Its Applications to High Dimensional Data.” Journal of the Korean Statistical Society.
Ji Meng Loh. 2014. “A masking index for quantifying hidden glitches.” Knowledge and Information System, pp. 1-25.
Ji Meng Loh. 2014. “Spatial detection of anomalous cellular network events.” Statistical Analysis and Data Mining, vol. 7, pp. 212-225.
Ji Meng Loh. 2014. “PDGF-responsive progenitors persist in the subventricular zone across the lifespan .” ASN Neuro, vol. 6, pp. 65-81.
Ji Meng Loh. 2013. “Comparing spatial densities characterizing human mobility using ratio maps.” Statistics and Its Interface, vol. 6, pp. 577-584.
Ji Meng Loh. 2013. “Bayesian nonparametric estimation of pair correlation functions for inhomogeneous spatial point processes.” Journal of Nonparametric Statistics, vol. 25, pp. 463-474.
Ji Meng Loh. 2013. “Human mobility characterization from cellular network data.” Communications of the ACM, vol. 56, pp. 74-82.
Ji Meng Loh. 2012. “Auditing Data Streams for Correlated Glitches.” International Journal of Information Quality.
Matthew DaSilva, Vishnu Deep Chandran, Philippe Dixon, Ji Meng Loh, Jack Dennerlein, Jeffrey Schiffman, Saikat Pal. 2021. “Muscle co-contractions are greater in older adults during walking at self-selected speeds over uneven compared to even surfaces.” Journal of Biomechanics.
Ji M Loh, Monsour Latif, David Kim, Imen Marsit, Amani Ayad, Mohamed N Omri, Ali Mili. 2021. “The Ratio of Equivalent Mutants: A Key to Analyzing Mutation Equivalence.” Elsevier, vol. 181, pp. 20.
Ji Meng Loh, Woncheol Jang, Junsik Kim. 2021. “Generalized Bagging.” Journal of the Korean Statistical Society.
Chun Yip Yau, Ji Meng Loh, Zhengyuan Zhu, Sze Him Leung. 2020. “Spatial Sampling Design using Generalized Neyman-Scott Process.” Journal of Agricultural, Biological and Environmental Statistics.
Mathew Dasilva, Vishnu Deep Chandran, Philippe Dixon, Ji Meng Loh, Jack Dennerlein, Jeffrey Schiffman, Saikat Pal. 2019. “Knee muscle co-contractions are greater in old compared to young adults during walking and stair use.” Gait & Posture, vol. 73, pp. 315-322.
Ji Meng Loh. 2018. “Trovafloxacin attenuates neuroinflammation and improves outcome after traumatic brain injury in mice.” Journal of Neuroinflammation, vol. 15, no. 1, pp. 42.
Erin Ihde, Stacy Zamudio, Ji Meng Loh, Yalin Zhu, John Woytanowski, Lawrence Rosen. 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.
Woncheol Jang, Ji Meng Loh. 2017. “Bandwidth selection for estimating the two-point correlation function of a spatial point pattern using AMSE.” Statistica Sinica.
Francesco Artigas, Ji Meng Loh, Jin Y. Shin, Ying Yao. 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, vol. 76, pp. 293.
Woncheol Jang, Ji Meng Loh. 2017. “Quantitative Comparison of Two-point Correlation Functions from Real and Mock SDSS Galaxy Catalog.” Astrophysical Journal, vol. 839.
Yixin Fang, Ji Meng Loh. 2017. “Single-index model for inhomogeneous spatial point processes.” Statistica Sinica, vol. 27, pp. 555-574.
Ji Meng Loh. 2016. “Fast food and liquor store density, co-tenancy, and turnover: Vice store operations in Chicago, 1995-2008.” Applied Geography, pp. 1-13.
Ji Meng Loh. 2015. “Association of environmental chemicals and estrogen metabolites in children.” BMC Endocrine Disorders, vol. 15, pp. 83.
Ji Meng Loh. 2015. “Safety and efficacy of a 100% dimethicone pediculocide in school-age children.” BMC Pediatrics, vol. 15, pp. 70.
Ji Meng Loh. 2015. “Variable Selection for Inhomogeneous Spatial Point Processes.” Canadian Journal of Statistics, vol. 43, no. 2, pp. 288-305.
Ji Meng Loh. 2014. “Mapping Contaminants Associated with Autism: A Public Health Pilot in New Jersey.” Journal of Geographic Information System, vol. 6, pp. 706-722.
Ji Meng Loh. 2014. “Some Properties of Generalized Fused Lasso and Its Applications to High Dimensional Data.” Journal of the Korean Statistical Society.
Ji Meng Loh. 2014. “A masking index for quantifying hidden glitches.” Knowledge and Information System, pp. 1-25.
Ji Meng Loh. 2014. “Spatial detection of anomalous cellular network events.” Statistical Analysis and Data Mining, vol. 7, pp. 212-225.
Ji Meng Loh. 2014. “PDGF-responsive progenitors persist in the subventricular zone across the lifespan .” ASN Neuro, vol. 6, pp. 65-81.
Ji Meng Loh. 2013. “Comparing spatial densities characterizing human mobility using ratio maps.” Statistics and Its Interface, vol. 6, pp. 577-584.
Ji Meng Loh. 2013. “Bayesian nonparametric estimation of pair correlation functions for inhomogeneous spatial point processes.” Journal of Nonparametric Statistics, vol. 25, pp. 463-474.
Ji Meng Loh. 2013. “Human mobility characterization from cellular network data.” Communications of the ACM, vol. 56, pp. 74-82.
Ji Meng Loh. 2012. “Auditing Data Streams for Correlated Glitches.” International Journal of Information Quality.
COLLAPSE
Chapter
Amani Ayad, Imen Marsit, Mohamed Nazih Omri, Ji Meng Loh, Ali Mili. 2020. “Quantitative Analysis of Mutant Equivalence.” In Martin van Sinderen and L.A. Maciaszek (Eds.), Software Technologies pp. 58-80. Heidelberg, Germany: Springer Verlag, 2020.
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.