Health Information and Research, Center for (CHIR)

Research Output 1989 2019

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Conference contribution
2016
3 Citations (Scopus)

Automated data mining methods for identifying energy efficiency opportunities using whole-building electricity data

Howard, P., Runger, G., Reddy, T. A. & Katipamula, S., 2016, ASHRAE Transactions - ASHRAE Winter Conference. Amer. Soc. Heating, Ref. Air-Conditoning Eng. Inc., Vol. 122. p. 422-433 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
Energy efficiency
Electricity
Office buildings
Gas emissions
30 Citations (Scopus)

Social media mining for public health monitoring and surveillance

Paul, M. J., Sarker, A., Brownstein, J. S., Nikfarjam, A., Scotch, M., Smith, K. L. & Gonzalez, G., 2016, Pacific Symposium on Biocomputing 2016, PSB 2016. World Scientific Publishing Co. Pte Ltd, p. 468-479 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Public health
Monitoring
Medical problems
Computational methods
2015
1 Citation (Scopus)

Use of random forest algorithm to evaluate model-based EUI benchmarks from CBECS database

Kaskhedikar, A., Reddy, T. A. & Runger, G., 2015, ASHRAE Transactions. Amer. Soc. Heating, Ref. Air-Conditoning Eng. Inc., Vol. 121. p. 17-28 12 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Energy utilization
Managers
Benchmarking
Linear regression
School buildings
2013
1 Citation (Scopus)

An associative based approach to analyzing an online learning environment

Azarnoush, B., Bekki, J. M., Bernstein, B. L. & Runger, G. C., 2013, ASEE Annual Conference and Exposition, Conference Proceedings.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
Availability

High-dimensional disease outbreak detection using tree-based ensembles

Dávila, S., Runger, G., Tuv, E. & Pacheco, P., 2013, IIE Annual Conference and Expo 2013. Institute of Industrial Engineers, p. 2551-2560 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Public health
Computational complexity
Experiments
2012
51 Citations (Scopus)

Feature selection via regularized trees

Deng, H. & Runger, G., 2012, Proceedings of the International Joint Conference on Neural Networks. 6252640

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feature extraction
Classifiers

Rule-based methods for diagnosing out-of-control signals

Dávila, S., Torres-Burgos, M. & Runger, G., 2012, 62nd IIE Annual Conference and Expo 2012. Institute of Industrial Engineers, p. 1506-1515 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Data mining
2011
46 Citations (Scopus)

Bias of importance measures for multi-valued attributes and solutions

Deng, H., Runger, G. & Tuv, E., 2011, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). PART 2 ed. Vol. 6792 LNCS. p. 293-300 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6792 LNCS, no. PART 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supervised learning
Attribute
Sampling
Experiments
Predictors
2 Citations (Scopus)

Extracting geographic knowledge from sensor intervention data using spatial association rules

Kondaveeti, A., Liu, H., Runger, G. & Rowe, J., 2011, ICSDM 2011 - Proceedings 2011 IEEE International Conference on Spatial Data Mining and Geographical Knowledge Services. p. 127-130 4 p. 5969018

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Association rules
Geographic information systems
Data mining
Sensors
1 Citation (Scopus)

High-dimensional surveillance

Dávila, S., Runger, G. & Tuv, E., 2011, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). PART 2 ed. Vol. 6792 LNCS. p. 245-252 8 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 6792 LNCS, no. PART 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supervised learning
Surveillance
Feature extraction
High-dimensional
Attribute
6 Citations (Scopus)

Image denoising with a multi-phase kernel principal component approach and an ensemble version

Sahu, A., Runger, G. & Apley, D., 2011, Proceedings - Applied Imagery Pattern Recognition Workshop. 6176339

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Image denoising
Principal component analysis
Linear algebra
Image classification
Convergence of numerical methods
6 Citations (Scopus)

Misuse of Information-theoretic dispersion measures as design complexity metrics

Shah, J. J. & Runger, G., 2011, Proceedings of the ASME Design Engineering Technical Conference. Vol. 9. p. 395-404 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Metric
Information theory
Information Content
Entropy
Information Theory
1 Citation (Scopus)

Target-aware anomaly detection and diagnosis

Borisov, A., Runger, G. & Tuv, E., 2011, ICINCO 2011 - Proceedings of the 8th International Conference on Informatics in Control, Automation and Robotics. Vol. 1. p. 14-23 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Process control
Data structures
Learning systems
Monitoring
2010

Border security: Supplementing human intelligence in a sensor network using sequential pattern mining

Kondaveeti, A., Runger, G., Rowe, J. & Liu, H., 2010, 2010 3rd International Conference on Human-Centric Computing, HumanCom 2010. 5563322

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensor networks
Sensors
Conceptual design
Real time systems
Computer systems
2009

Contributor diagnostics for anomaly detection

Borisov, A., Runger, G. & Tuv, E., 2009, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). PART 2 ed. Vol. 5769 LNCS. p. 944-953 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5769 LNCS, no. PART 2).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Anomaly Detection
Anomaly
Learning systems
Feature extraction
Diagnostics
6 Citations (Scopus)

Supervised multivariate discretization in mixed data with random forests

Berrado, A. & Runger, G., 2009, 2009 IEEE/ACS International Conference on Computer Systems and Applications, AICCSA 2009. p. 211-217 7 p. 5069327

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Learning algorithms
Association rules
Bins
Labels
1 Citation (Scopus)

Zero-inflated boosted ensembles for rare event counts

Borisov, A., Runger, G., Tuv, E. & Lurponglukana-Strand, N., 2009, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Vol. 5772 LCNS. p. 225-236 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5772 LCNS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Rare Events
Count
Ensemble
Poisson distribution
Supervised learning
2008
3 Citations (Scopus)

Clustering massive categorical data with class association rules

Berrado, A. & Runger, G., 2008, 2008 International Conference on Innovations in Information Technology, IIT 2008. p. 223-227 5 p. 4781693

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Association rules
Clustering algorithms
2 Citations (Scopus)

Healthcare risk modeling for medicaid patients the impact of sampling on the prediction of high-cost patients

Moturu, S. T., Liu, H. & Johnson, W., 2008, HEALTHINF 2008 - 1st International Conference on Health Informatics, Proceedings. Vol. 1. p. 126-133 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cost Control
Medicaid
Sampling
Delivery of Health Care
Costs and Cost Analysis
24 Citations (Scopus)

Trust evaluation in health information on the world wide web

Moturu, S. T., Liu, H. & Johnson, W., 2008, Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology". p. 1525-1528 4 p. 4649459

Research output: Chapter in Book/Report/Conference proceedingConference contribution

World Wide Web
Internet
Health
Social Media
Health Promotion
2 Citations (Scopus)

Understanding the effects of sampling on healthcare risk modeling for the prediction of future high-cost patients

Moturu, S. T., Liu, H. & Johnson, W., 2008, Communications in Computer and Information Science. Vol. 25 CCIS. p. 493-506 14 p. (Communications in Computer and Information Science; vol. 25 CCIS).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sampling
Costs
Data mining
Health care
Learning systems
2007

Change-point detection with supervised learning and feature selection

Eruhimov, V., Martyanov, V., Tuv, E. & Runger, G., 2007, ICINCO 2007 - 4th International Conference on Informatics in Control, Automation and Robotics, Proceedings. Vol. ICSO. p. 359-363 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Supervised learning
Feature extraction
11 Citations (Scopus)

Predicting future high-cost patients: A real-world risk modeling application

Moturu, S. T., Johnson, W. & Liu, H., 2007, Proceedings - 2007 IEEE International Conference on Bioinformatics and Biomedicine, BIBM 2007. p. 202-208 7 p. 4413056

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Cost Control
Health care
Costs and Cost Analysis
Delivery of Health Care
Costs