M. Steinbach

M. Steinbach, Vipin Kumar, Baolin Wu, 2016, Biology of blood and marrow transplantation : journal of the American Society for Blood and Marrow Transplantation.

Finding Novel Multivariate Relationships in Time Series Data : Applications to Climate and Neuroscience

M. Steinbach, Vipin Kumar, Daniel Boley, 2018 .

Combined measurement of plasma cell proliferative and apoptotic index in multiple myeloma defines patients with good and poor prognosis.

M. Steinbach, Vipin Kumar, B. V. Van Ness, 2011, Leukemia research.

HICAP: Hierarchical Clustering with Pattern Preservation

Hui Xiong, Vipin Kumar, Pang-Ning Tan, 2004, SDM.

Introduction to Data Mining, (First Edition)

Vipin Kumar, Pang-Ning Tan, Michael Steinbach, 2005 .

SHEAR: sample heterogeneity estimation and assembly by reference

Sean R. Landman, M. Steinbach, Vipin Kumar, 2014, BMC Genomics.

Gopher: Global observation of Planetary Health and Ecosystem Resources

Vipin Kumar, Michael S. Steinbach, Ashish Garg, 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

Understanding global teleconnections of climate to regional model estimates of Amazon ecosystem carbon fluxes

Shashi Shekhar, Pang-Ning Tan, Christopher Potter, 2004 .

Preface to the Third IEEE ICDM Workshop on Knowledge Discovery from Climate Data

Nitesh V. Chawla, Vipin Kumar, Zoran Obradovic, 2011, IEEE ICDM 2011.

Predicting the Factors of Improvement of Health Status of Home Health Care Patients: A Holistic Data Mining Approach

Bonnie L. Westra, Vipin Kumar, Pranjul Yadav, 2015, American Medical Informatics Association Annual Symposium.

Realization of Causal Representation Learning to Adjust Confounding Bias in Latent Space

X. Jia, M. Steinbach, Jia Li, 2022, 2211.08573.

Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems

X. Jia, J. Willard, M. Steinbach, 2020, ACM Comput. Surv..

Integrating Physics-Based Modeling with Machine Learning: A Survey pdf

Vipin Kumar, Michael Steinbach, Xiaowei Jia, 2020, ArXiv.

Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data

Nagiza F. Samatova, Shashi Shekhar, Anuj Karpatne, 2016, IEEE Transactions on Knowledge and Data Engineering.

A Comparison of Document Clustering Techniques

George Karypis, Michael Steinbach, Vipin Kumar, 2000 .

Top 10 algorithms in data mining

Philip S. Yu, Xindong Wu, Qiang Yang, 2007, Knowledge and Information Systems.

Instructor's Solution Manual

Pang-Ning Tan, Pang-Ning Tan, Vipin Kumar, 2006 .

Protein expression profile of rat type two alveolar epithelial cells during hyperoxic stress and recovery.

M. Steinbach, Sanjoy Dey, P. Bitterman, 2013, American journal of physiology. Lung cellular and molecular physiology.

Enhancing data analysis with noise removal

Hui Xiong, Vipin Kumar, Michael S. Steinbach, 2006, IEEE Transactions on Knowledge and Data Engineering.

Computational Approaches for Protein Function Prediction : A Survey

Gaurav Pandey, Michael Steinbach, Vipin Kumar, 2006 .

Neurodevelopmental heterogeneity and computational approaches for understanding autism

Michael S. Steinbach, Jed T. Elison, Suma Jacob, 2019, Translational Psychiatry.

Discovering genetic interactions bridging pathways in genome-wide association studies

Eric E Schadt, Michael Costanzo, Charles Boone, 2017, Nature Communications.

A Data Mining Approach to Determine Sepsis Guideline Impact on Inpatient Mortality and Complications

Lisiane Pruinelli, Bonnie L. Westra, Vipin Kumar, 2016, CRI.

Amb-EM: a SNP-based prediction of HLA alleles using ambiguous HLA data

Vipin Kumar, Michael S. Steinbach, Abeer Madbouly, 2014, BCB.

Prediction of HLA Genes from SNP Data and HLA Haplotype Frequencies

Vipin Kumar, Michael S. Steinbach, Martin Maiers, 2012, 2012 IEEE 12th International Conference on Data Mining Workshops.

Evaluation of Label Dependency for the Prediction of HLA Genes

Vipin Kumar, Michael S. Steinbach, Abeer Madbouly, 2013, BCB.

Type 2 Diabetes Mellitus Trajectories and Associated Risks

Pedro J. Caraballo, György J. Simon, Wonsuk Oh, 2016, Big Data.

The Challenges of Clustering High Dimensional Data

Vipin Kumar, Levent Ertoz, Michael Steinbach, 2004 .

An association analysis approach to biclustering

Vipin Kumar, Michael S. Steinbach, Gowtham Atluri, 2009, KDD.

Systematic Evaluation of Scaling Methods for Gene Expression Data

Vipin Kumar, Michael S. Steinbach, Gaurav Pandey, 2008, 2008 IEEE International Conference on Bioinformatics and Biomedicine.

Association Analysis Techniques for Discovering Functional Modules from Microarray Data

Gowtham Atluri, Gaurav Pandey, Michael Steinbach, 2008 .

A pattern mining based integrative framework for biomarker discovery

Vipin Kumar, Michael S. Steinbach, Angus W. MacDonald, 2012, BCB.

Associations between cortical thickness and general intelligence in children, adolescents and young adults.

Monica Luciana, Michael Steinbach, Elizabeth A. Olson, 2013, Intelligence.

Connectivity cluster analysis for discovering discriminative subnetworks in schizophrenia

Angus W. MacDonald, Gowtham Atluri, Michael Steinbach, 2015, Human brain mapping.

Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles

X. Jia, J. Willard, A. Karpatne, 2020, Trans. Data Sci..

Mining Electronic Health Records: A Survey

Vipin Kumar, Pranjul Yadav, Michael S. Steinbach, 2017, 1702.03222.

Association of BMI, comorbidities and all-cause mortality by using a baseline mortality risk model

György J. Simon, M. Steinbach, Vipin Kumar, 2021, PloS one.

High Performance Data Mining

Vipin Kumar, Pang-Ning Tan, Mahesh V. Joshi, 1999, VECPAR.

Proteomic Profiles in Acute Respiratory Distress Syndrome Differentiates Survivors from Non-Survivors

M. Steinbach, Vipin Kumar, Baolin Wu, 2014, PloS one.

Mining Electronic Health Records: A Survey pdf

Vipin Kumar, Pranjul Yadav, Michael S. Steinbach, 2017, ArXiv.

Characterizing Discriminative Patterns pdf

Vipin Kumar, Michael S. Steinbach, Gang Fang, 2011, ArXiv.

Earth Science Applications of Sensor Data

Anuj Karpatne, Vipin Kumar, Michael S. Steinbach, 2013, Managing and Mining Sensor Data.

Data Guided Discovery of Dynamic Climate Dipoles

Nagiza F. Samatova, Vipin Kumar, Auroop R. Ganguly, 2011, CIDU.

Discovery of climate indices using clustering

Vipin Kumar, Pang-Ning Tan, Michael S. Steinbach, 2003, KDD '03.

Major disturbance events in terrestrial ecosystems detected using global satellite data sets

Pang-Ning Tan, Ranga B. Myneni, Christopher Potter, 2003 .

The Application of Clustering to Earth Science Data : Progress and Challenges

M. Steinbach, Vipin Kumar, P. Tan, 2006 .

Variability in terrestrial carbon sinks over two decades: Part 2 — Eurasia

Pang-Ning Tan, Michael Steinbach, Steven Klooster, 2005 .

Variability in Terrestrial Carbon Sinks over Two Decades. Part III: South America, Africa, and Asia

M. Steinbach, Vipin Kumar, P. Tan, 2005 .

Discovery of Changes from the Global Carbon Cycle and Climate System Using Data Mining

M. Steinbach, Vipin Kumar, P. Tan, 2004 .

Variability in Terrestrial Carbon Sinks over Two Decades

Pang-Ning Tan, Michael Steinbach, Steven Klooster, 2003 .

Mining Low-Support Discriminative Patterns from Dense and High-Dimensional Data

Manish Gupta, Vipin Kumar, Michael S. Steinbach, 2012, IEEE Transactions on Knowledge and Data Engineering.

Invited: Discovering combinatorial biomarkers

Vipin Kumar, Michael S. Steinbach, Gowtham Atluri, 2012, 2012 IEEE 2nd International Conference on Computational Advances in Bio and medical Sciences (ICCABS).

Using Constraints to Generate and Explore Higher Order Discriminative Patterns

Vipin Kumar, Michael S. Steinbach, Gang Fang, 2011, PAKDD.

Subspace Differential Coexpression Analysis: Problem Definition and a General Approach

Vipin Kumar, Michael S. Steinbach, Gang Fang, 2010, Pacific Symposium on Biocomputing.

Quantitative evaluation of approximate frequent pattern mining algorithms

Vipin Kumar, Michael S. Steinbach, Gang Fang, 2008, KDD.

Terrestrial Vegetation Dynamics and Global Climate Controls in North America: 2001–05

Christopher Potter, Shyam Boriah, Michael Steinbach, 2008 .

Predictive Models for Integrating Clinical and Genomic Data

Vipin Kumar, Michael S. Steinbach, Sanjoy Dey, 2015, Healthcare Data Analytics.

Computational Approaches to Protein Function Prediction

Vipin Kumar, Gaurav Pandey, Michael Steinbach, 2012 .

Mining Patterns Associated With Mobility Outcomes in Home Healthcare

György J. Simon, Michael Steinbach, Bonnie L Westra, 2015, Nursing research.

Introduction to Data Mining (2nd Edition)

Anuj Karpatne, Pang-Ning Tan, Michael Steinbach, 2018 .

Physics-Guided Recurrent Graph Model for Predicting Flow and Temperature in River Networks

Michael S. Steinbach, Jordan S. Read, Alison P. Appling, 2021, SDM.

Introduction to Data Mining

Vipin Kumar, Pang-Ning Tan, Michael Steinbach, 2022, Data Mining and Machine Learning Applications.

A New Shared Nearest Neighbor Clustering Algorithm and its Applications

Levent Ertoz, Vipin Kumar, Michael Steinbach, 2002 .

Identification of co-occurring insertions in cancer genomes using association analysis

Vipin Kumar, Michael S. Steinbach, Sean R. Landman, 2010, 2010 IEEE International Conference on Bioinformatics and Biomedicine Workshops (BIBMW).

Association analysis techniques for analyzing complex biological data sets

Vipin Kumar, Michael S. Steinbach, Gowtham Atluri, 2009, 2009 IEEE International Workshop on Genomic Signal Processing and Statistics.

Association Analysis Techniques for Bioinformatics Problems

Vipin Kumar, Michael S. Steinbach, Gowtham Atluri, 2009, BICoB.

Introduction to Data Mining (Second Edition)

A. Karpatne, M. Steinbach, P. Tan, 2019 .

Objective Measures for Association Pattern Analysis

Pang-Ning Tan, Hui Xiong, Michael Steinbach, 2007 .

Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making

Suzanne A. Pierce, Yolanda Gil, Craig A. Knoblock, 2021, ACM Trans. Interact. Intell. Syst..

Mining Novel Multivariate Relationships in Time Series Data Using Correlation Networks

Vipin Kumar, Snigdhansu Chatterjee, Michael S. Steinbach, 2018, IEEE Transactions on Knowledge and Data Engineering.

A Novel Time Series Based Approach to Detect Gradual Vegetation Changes in Forests

Michael Lau, Ashish Garg, Christopher Potter, 2011, CIDU.

A graph‐based approach to find teleconnections in climate data

Nagiza F. Samatova, Vipin Kumar, Michael S. Steinbach, 2013, Stat. Anal. Data Min..

Introduction To Data Mining”, Person Education, 2007

Pang-Ning Tan, Pang-Ning Tan, Vipin Kumar, 2015 .

Incorporating Natural Variation into Time Series-Based Land Cover Change Detection

M. Steinbach, Vipin Kumar, S. Boriah, 2011, CIDU.

INCORPORATING NATURAL VARIATION INTO TIME SERIES-BASED LAND COVER CHANGE IDENTIFICATION

M. Steinbach, Vipin Kumar, S. Boriah, 2011 .

Predicting diabetes clinical outcomes using longitudinal risk factor trajectories

Pedro J. Caraballo, György J. Simon, Kevin A. Peterson, 2020, BMC Medical Informatics and Decision Making.

A new representation of disease conditions and treatment pathways accurately predicts mortality and chronic diseases

Pedro J. Caraballo, Michael S. Steinbach, György J. Simon, 2019, American Medical Informatics Association Annual Symposium.

Anomaly Construction in Climate Data: Issues and Challenges

Vipin Kumar, Jaya Kawale, Arjun Kumar, 2011, CIDU.

Don't Do Imputation: Dealing with Informative Missing Values in EHR Data Analysis

Vipin Kumar, György J. Simon, Jia Li, 2018, 2018 IEEE International Conference on Big Knowledge (ICBK).

Forensic Style Analysis with Survival Trajectories

Lisiane Pruinelli, Bonnie L. Westra, Vipin Kumar, 2015, 2015 IEEE International Conference on Data Mining.

Association analysis-based transformations for protein interaction networks: a function prediction case study

Vipin Kumar, Michael S. Steinbach, Tushar Garg, 2007, KDD '07.

Under Consideration for Publication in Knowledge and Information Systems Generalizing the Notion of Confidence

M. Steinbach, Vipin Kumar, 2022 .

Generalizing the notion of support

Hui Xiong, Vipin Kumar, Pang-Ning Tan, 2004, KDD.

Discovering Groups of Time Series with Similar Behavior in Multiple Small Intervals of Time

Vipin Kumar, Michael S. Steinbach, Angus W. MacDonald, 2014, SDM.

Physics Guided Recurrent Neural Networks For Modeling Dynamical Systems: Application to Monitoring Water Temperature And Quality In Lakes pdf

Anuj Karpatne, Vipin Kumar, Michael S. Steinbach, 2018, ArXiv.

Incorporating Causal Effects into Deep Learning Predictions on EHR Data

György J. Simon, X. Jia, M. Steinbach, 2020, 2011.05466.

A Computational Method for Learning Disease Trajectories From Partially Observable EHR Data

Pedro J. Caraballo, Michael S. Steinbach, György J. Simon, 2021, IEEE Journal of Biomedical and Health Informatics.

A Framework for Visualizing Data Quality for Predictive Models and Clinical Quality Measures.

Lisiane Pruinelli, Alexander Hoff, György J. Simon, 2019, AMIA Joint Summits on Translational Science proceedings. AMIA Joint Summits on Translational Science.

Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications

X. Jia, J. Willard, M. Steinbach, 2022, SDM.

Mining Electronic Health Records: A Survey

György J. Simon, M. Steinbach, Vipin Kumar, 2017, ArXiv.

A new data mining framework for forest fire mapping

Michael Lau, Vipin Kumar, Anuj Karpatne, 2012, 2012 Conference on Intelligent Data Understanding.

Importance of vegetation type in forest cover estimation

Michael Lau, Anuj Karpatne, Vipin Kumar, 2012, 2012 Conference on Intelligent Data Understanding.

Monitoring global forest cover using data mining

Vipin Kumar, Michael S. Steinbach, Ashish Garg, 2011, TIST.

Introduction to Data Mining

Michael D. Koppelman, Vipin Kumar, M. Steinbach, 2005 .