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Carlos Ordonez

TitleProfessor
InstitutionUniversity of Houston
DepartmentComputer Science
AddressPhilip Guthrie Hoffman Hall
Houston TX 77004
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    Carlos Ordonez studied at UNAM University in Mexico (top research university in Mexico), getting a B.Sc. in applied mathematics and an M.S. in computer science. He continued PhD studies at the Georgia Institute of Technology advised by Edward Omiecinski, focusing on accelerating machine learning algorithms and removing main memory limitations with query processing and external memory algorithms. During his PhD, Carlos joined NCR Corporation collaborating in the optimization of machine learning and cube query processing algorithms on the Teradata parallel DBMS, under an SMP architecture with distributed storage. After working 8 years at NCR, Carlos joined the Department of Computer Science at the University of Houston, where he currently leads the Scalable Algorithms group. During 2012 and 2013 Carlos regularly visited MIT, collaborating with Michael Stonebraker, working on new-generation parallel DBMSs (columnar, array, lockfree transactions) to solve large-scale linear algebra and graph problems. Carlos worked as a visiting researcher with ATT Labs-Research (formerly ATT Bell Labs), where he conducted research on stream analytics on a massive data lake. His research projects have been funded by NSF and NIH grants.

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    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Faculty can login to make corrections and additions.
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    PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
    1. Ordonez C, Garcia-Alvarado C, Baladandayuthapani V. Bayesian Variable Selection in Linear Regression in One Pass for Large Data Sets. ACM Trans Knowl Discov Data. 2014 Oct; 9(1). PMID: 37012970; PMCID: PMC10066866.
      Citations:    
    2. Srivastava S, Wang W, Manyam G, Ordonez C, Baladandayuthapani V. Integrating multi-platform genomic data using hierarchical Bayesian relevance vector machines. EURASIP J Bioinform Syst Biol. 2013 Jun 28; 2013(1):9. PMID: 23809014; PMCID: PMC3726335.
      Citations: 3     
    3. Ordonez C, Chen Z. Evaluating statistical tests on OLAP cubes to compare degree of disease. IEEE Trans Inf Technol Biomed. 2009 Sep; 13(5):756-65. PMID: 19273013.
      Citations:    Fields:    Translation:Humans
    4. Ordonez C. Association rule discovery with the train and test approach for heart disease prediction. IEEE Trans Inf Technol Biomed. 2006 Apr; 10(2):334-43. PMID: 16617622.
      Citations: 17     Fields:    
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