Robert Brunner

Robert Brunner

Associate Dean for Innovation and Chief Disruption Officer and Professor of Accountancy and Arthur Andersen Faculty Fellow

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Biography

Robert Brunner is the associate dean for innovation and chief disruption officer at Gies College of Business. He joined the College in 2017 and also serves as professor of accounting and Arthur Andersen fellow. Brunner previously worked in the University of Illinois’ School of Information Science, Department of Astronomy, and the National Center for Supercomputing Applications. He currently holds affiliate appointments in the Departments of Computer Science, Electrical and Computer Engineering, Physics, and Statistics, as well as the Beckman Institute and the National Center for Supercomputing Applications. He holds a bachelor’s in physics from Purdue University, a PhD in astrophysics from the Johns Hopkins University, and did postdoctoral work at the California Institute of Technology.

Contact

355 Wohlers Hall

1206 S. Sixth

Champaign, IL 61820

217-244-6099

bigdog@illinois.edu

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Educational Background

  • Ph.D., Astronomy, John Hopkins University, 1998
  • M.A., Astronomy, John Hopkins University, 1994
  • M.S., Physics, Purdue University, 1992
  • B.S., Physics, Purdue University, 1990

Positions Held

  • Associate Dean for Innovation and Chief Disruption Officer, Gies College of Business, 2019 to present
  • Professor, School of Information Sciences, University of Illinois, 2017-2018
  • Director, University of Illinois - Deloitte Foundation Center for Business Analytics, University of Illinois at Urbana-Champaign, 2017 to present
  • Professor of Accountancy, University of Illinois at Urbana-Champaign, 2017 to present
  • Data Science, Expert in Residence, University of Illinois, Research Park, 2016 to present
  • Faculty Affiliate, Department of Astronomy, University of Illinois, 2016 to present
  • Professor, Department of Astronomy, University of Illinois, 2014-2016
  • Faculty Affiliate, Beckman Institute, University of Illinois, 2014 to present
  • Faculty Affiliate, Department of Statistics, University of Illinois, 2014 to present
  • Faculty Affiliate, Informatics Institute, University of Illinois, 2014 to present
  • Faculty Affiliate, National Center for Supercomputering Applications (NCSA), University of Illinois, 2014 to present
  • Associate Professor, Department of Astronomy, University of Illinois, 2008-2014
  • Faculty Affiliate, Computational Science & Engineering, University of Illinois, 2008 to present

Recent Publications

  • Bloom, J., Borne, K., Brunner, R., Butler, N., Chernoff, D., Connolly, B., Connolly, A., Connors, A., Scientific, E., Cutler, C., & others, . Forthcoming. Astroinformatics: A 21st Century Approach to Astronomy.
  • Longoz, S., Gala, R., & Brunner, R. Forthcoming. Automated search of LSB galaxies in DPOSS.
  • Longo, S., Gal, R., Brunner, R., & de Carvalho, R. Forthcoming. Automated search of LSB galaxies in DPOSS (CRoNaRio project): method and first results from follow ups.
  • Richards, G., Nichol, R., Gray, A., Brunner, R., Lupton, R., Berk, D., Chong, S., Weinstein, M., Schneider, D., Anderson, S., & others, . Forthcoming. Efficient Photometric Selection of Quasars from the Sloan Digital Sky Survey: 100,000 z.
  • Storrie-Lombardi, M., & Brunner, R. Forthcoming. GALAXY MORPHOLOGY IN THE GTO-NICMOS NORTHERN HUBBLE DEEP FIELD.
  • Scaramella, R., Melandri, A., Sabatini, S., Testa, V., Granett, B., Brunner, R., de Carvalho, R., Djorgovski, S., Gal, R., & Longo, G. Forthcoming. Searching for LSB alaxies on DPOSS.
  • Mahabal, A., Granett, B., Djorgovski, S., Brunner, R., JHU, R., ASU, S., Lopes, P., de Carvalho, R., & Team, D. Forthcoming. Session 101. DPOSS, LONEOS, LSST and DLS: New Survey Results Display, Wednesday, January 9, 2002, 9: 20am-6: 30pm, Exhibit Hall.
  • Odewahn, S., JHU, R., de Carvalho, R., Djorgovski, S., Mahabal, A., Brunner, R., Lopes, P., & Team, D. Forthcoming. Session 101. DPOSS, LONEOS, LSST and DLS: New Survey Results Display, Wednesday, January 9, 2002, 9: 20am-6: 30pm, Exhibit Hall.

Other Publications

Articles

  • Brunner, R., Karliner, I., Mohr, J., Plante, R., Selen, M., Thaler, J., & Carlstrom, J. Forthcoming. Submitted by Fermilab J. Annis, S. Dodelson, B. Flaugher, J. Frieman, M. Gladders*, L. Hui, S. Kent, H. Lin, P. Limon, J. Peoples, V. Scarpine, A. Stebbins, C. Stoughton, D. Tucker, W. Wester* Carnegie Observatories.
  • Castro, S., Djorgovski, S., Brunner, R., Mahabal, A., Gal, R., de Carvalho, R., & Team, D. Forthcoming. Session 3. QSO Absorbers and the IGM Display, Monday, January 8, 2001, 9: 30am-7: 00pm, Exhibit Hall.
  • CIT, S., Gal, R., de Carvalho, R., Odewahn, S., Mahabal, A., Brunner, R., CIT, P., & Team, D. Forthcoming. Session 60. Building a Virtual Observatory Display, Wednesday, June 5, 2002, 10: 00am-7: 00pm, SW Exhibit Hall.
  • Djorgovski, S., Brunner, R., Harrison, F., Gal, R., Odewahn, S., de Carvalho, R., Mahabal, A., & Castro, S. Forthcoming. Session 65. Unification and Temporal Evolution of Active Galaxies Oral, Thursday, January 13, 2000, 2: 00-3: 30pm, Regency VI.
  • Gal, R., Djorgovski, S., ASU, S., DeCarvalho, R., & Brunner, R. Forthcoming. Session 30. Finding Clusters of Galaxies: Optical and Radio Indicators Oral, Wednesday, January 12, 2000, 2: 00-3: 30pm, Centennial III.
  • Rutledge, R., Prince, T., & Brunner, R. Forthcoming. Session 120. Clusters of Galaxies and Their Contents Oral, Saturday, January 15, 2000, 10: 00-11: 30am, Centennial III.
  • Brunner, R. (2021). Extended Isolation Forest. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, (4), 1479-1489.
  • Anand, V., Brunner, R., Ikegwu, K., & Sougiannis, T. (2019). Predicting profitability using machine learning. Available at SSRN 3466478.
  • Hariri, S., Kind, M., & Brunner, R. (2019). Extended isolation forest. IEEE Transactions on Knowledge and Data Engineering, IEEE, 33 (4), 1479--1489.
  • Sun, H., Guo, J., Kim, E., & Brunner, R. (2019). Unsupervised star galaxy classification with cascade variational auto-encoder. arXiv preprint arXiv:1910.14056.
  • Brunner, R., Biscarri, W., & Zhao, S. (2018). A simple and fast method for computing the Poisson binomial distribution function. Computational Statistics and Data Analysis, 122 92-100.
  • Brunner, R., & others, . (2018). The Data Science Handbook. Field Cady. Hoboken, NJ: John Wiley \& Sons, Inc., 2017. 416 pp. $59.95 (Hardcover).(ISBN 9781119092940). Journal of the Association for Information Science \& Technology, Association for Information Science \& Technology, 69 (6), 861--863.
  • Brunner, R., Carrasco, M., & Yu, W. (2017). Vizic: A Jupyter-based interactive visualization tool for astronomical catalogs. Astronomy and Computing, 20 128-139.
  • Brunner, R., & Kim, E. (2016). Teaching data science. Procedia Computer Science, 80 1947-1956.
  • Kamdar, H., Turk, M., & Brunner, R. (2016). Machine learning and cosmological simulations--ii. hydrodynamical simulations. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 457 (2), 1162--1179.
  • Kim, E., & Brunner, R. (2016). Star-galaxy classification using deep convolutional neural networks. Monthly Notices of the Royal Astronomical Society, Oxford University Press, stw2672.
  • Agrawal, A., & Brunner, R. (2015). Deploying Big Data Applications to the Cloud.
  • Kim, E., Brunner, R., & Carrasco Kind, M. (2015). A hybrid ensemble learning approach to star--galaxy classification. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 453 (1), 507--521.
  • Lee, J., & Brunner, R. (2015). Creating updated, scientifically-calibrated mosaic images for the RC3 catalogue. arXiv preprint arXiv:1512.01204.
  • Carrasco Kind, M., & Brunner, R. (2014). Exhausting the information: novel Bayesian combination of photometric redshift PDFs. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 442 (4), 3380--3399.
  • Carrasco Kind, M., & Brunner, R. (2014). MLZ: Machine Learning for photo-Z. Astrophysics Source Code Library, ascl--1403.
  • Carrasco Kind, M., & Brunner, R. (2014). SOM z: photometric redshift PDFs with self-organizing maps and random atlas. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 438 (4), 3409--3421.
  • Carrasco Kind, M., & Brunner, R. (2014). Sparse representation of photometric redshift probability density functions: preparing for petascale astronomy. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 441 (4), 3550--3561.
  • Kind, M., & Brunner, R. (2014). Sparse Representation of Photometric Redshift PDFs: Preparing for Petascale Astronomy. arXiv preprint arXiv:1404.6442.
  • Lacy, M., Farrah, D., Brandt, N., Sako, M., Richards, G., Norris, R., Ridgway, S., Afonso, J., Brunner, R., Clements, D., & others, . (2014). A warm Spitzer survey of the LSST/DES'Deep drilling'fields. Spitzer Proposal, 11086.
  • S\'anchez, C, ., Carrasco Kind, M., Lin, H., Miquel, R., Abdalla, F., Amara, A., Banerji, M., Bonnett, C., Brunner, R., Capozzi, D., & others, . (2014). Photometric redshift analysis in the Dark Energy Survey science verification data. Monthly Notices of the Royal Astronomical Society, Oxford University Press, 445 (2), 1482--1506.
  • Carrasco Kind, M., & Brunner, R. (2013). TPZ: photometric redshift PDFs and ancillary information by using prediction trees and random forests. Monthly Notices of the Royal Astronomical Society, The Royal Astronomical Society, 432 (2), 1483--1501.
  • Hacker, T., Brunner, R., Lundgren, B., & York, D. (2013). Narrow absorption line variability in repeat quasar observations from the Sloan Digital Sky Survey. Monthly Notices of the Royal Astronomical Society, The Royal Astronomical Society, 434 (1), 163--185.
  • Hayes, B., & Brunner, R. (2013). The SDSS DR7 galaxy angular power spectrum: volume limits and galaxy morphology. Monthly Notices of the Royal Astronomical Society, The Royal Astronomical Society, 428 (4), 3487--3496.
  • Kind, M., & Brunner, R. (2013). SOM$\zeta$: photometric redshift PDFs with self organizing maps and random atlas.
  • Liang, F., & Brunner, R. (2013). New Probabilistic Galaxy Classification in Large Photometric Surveys. Astronomical Data Analysis Software and Systems XXII, 475 21.
  • Allen, A., Berriman, B., Brunner, R., Burger, D., DuPrie, K., Hanisch, R., Mann, R., Mink, J., Sandin, C., Shortridge, K., & others, . (2012). Bring out your codes! Bring out your codes!(Increasing Software Visibility and Re-use). arXiv preprint arXiv:1212.1915.
  • Hayes, B., Brunner, R., & Ross, A. (2012). The Sloan Digital Sky Survey Data Release 7 galaxy angular power spectrum. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 421 (3), 2043--2053.
  • Hayes, B., Brunner, R., & Ross, A. (2011). The SDSS DR7 Galaxy Angular Power Spectrum. arXiv preprint arXiv:1112.5723.
  • Ball, N., & Brunner, R. (2010). Data mining and machine learning in astronomy. International Journal of Modern Physics D, World Scientific Publishing Company, 19 (07), 1049--1106.
  • Kindratenko, V., Wilhelmson, R., Brunner, R., Mart\"\inez, Todd J, ., & Hwu, W. (2010). High-performance computing with accelerators. Computing in Science \& Engineering, IEEE, 12 (4), 12--16.
  • Ross, A., Percival, W., & Brunner, R. (2010). Evolution of the clustering of photometrically selected SDSS galaxies. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 407 (1), 420--434.
  • Croom, S., Richards, G., Shanks, T., Boyle, B., Sharp, R., Bland-Hawthorn, J., Bridges, T., Brunner, R., Cannon, R., Carson, D., & others, . (2009). The 2dF-SDSS LRG and QSO Survey: the spectroscopic QSO catalogue. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 392 (1), 19--44.
  • Kindratenko, V., Myers, A., & Brunner, R. (2009). Implementation of the two-point angular correlation function on a high-performance reconfigurable computer. Scientific Programming, IOS Press, 17 (3), 247--259.
  • Kindratenko, V., Roeh, D., Martinez, A., Shi, G., & Brunner, R. (2009). Investigating application analysis and design methodologies for computational accelerators. NCSA, Tech. Rep.
  • Loredo, T., Accomazzi, A., Bloom, J., Borne, K., Brunner, R., Burke, D., Butler, N., Chernoff, D., Connolly, B., Connolly, A., & others, . (2009). The astronomical information sciences: a keystone for 21st-century astronomy. astro2010: The Astronomy and Astrophysics Decadal Survey, 2010 P34.
  • Lundgren, B., Brunner, R., York, D., Ross, A., Quashnock, J., Myers, A., Schneider, D., AlSayyad, Y., & Bahcall, N. (2009). A cross-correlation analysis of Mg II absorption line systems and luminous red galaxies from the SDSS DR5. The Astrophysical Journal, IOP Publishing, 698 (1), 819.
  • Richards, G., Deo, R., Lacy, M., Myers, A., Nichol, R., ZAkAMSkA, N., Brunner, R., Brandt, W., Gray, A., Parejko, J., & others, . (2009). Eight-dimensional mid-infrared/optical Bayesian quasar selection. The Astronomical Journal, IOP Publishing, 137 (4), 3884.
  • Ross, A., & Brunner, R. (2009). Halo-model analysis of the clustering of photometrically selected galaxies from SDSS. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 399 (2), 878--887.
  • Ball, N., Brunner, R., Myers, A., Strand, N., Alberts, S., & Tcheng, D. (2008). Machine Learning for Probability Density Functions. The Astrophysical Journal, Institute of Physics Publishing, 683 12--21.
  • Ball, N., Brunner, R., Myers, A., Strand, N., Alberts, S., & Tcheng, D. (2008). Robust machine learning applied to astronomical data sets. iii. probabilistic photometric redshifts for galaxies and quasars in the sdss and galex. The Astrophysical Journal, IOP Publishing, 683 (1), 12.
  • Ball, N., Loveday, J., & Brunner, R. (2008). Galaxy colour, morphology and environment in the Sloan Digital Sky Survey. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 383 (3), 907--922.
  • Da\^Angela, J, ., Shanks, T., Croom, S., Weilbacher, P., Brunner, R., Couch, W., Miller, L., Myers, A., Nichol, R., Pimbblet, K., & others, . (2008). The 2dF-SDSS LRG and QSO survey: QSO clustering and the L--z degeneracy. Monthly Notices of the Royal Astronomical Society, The Royal Astronomical Society, 383 (2), 565--580.
  • Myers, A., Richards, G., Brunner, R., Schneider, D., Strand, N., Hall, P., Blomquist, J., & York, D. (2008). Quasar Clustering at 25 h- 1 kpc from a Complete Sample of Binaries. The Astrophysical Journal, IOP Publishing, 678 (2), 635.
  • Richards, G., Myers, A., Gray, A., Riegel, R., Nichol, R., Brunner, R., Szalay, A., Schneider, D., & Anderson, S. (2008). Efficient photometric selection of quasars from the Sloan Digital Sky Survey. II.~ 1, 000, 000 quasars from Data Release 6. The Astrophysical Journal Supplement Series, IOP Publishing, 180 (1), 67.
  • Ross, A., Brunner, R., & Myers, A. (2008). Normalization of the matter power spectrum via higher order angular correlations of luminous red galaxies. The Astrophysical Journal, IOP Publishing, 682 (2), 737.
  • Strand, N., Brunner, R., & Myers, A. (2008). AGN environments in the sloan digital sky survey. I. dependence on type, redshift, and luminosity. The Astrophysical Journal, IOP Publishing, 688 (1), 180.
  • Wilhite, B., Brunner, R., Grier, C., Schneider, D., & Vanden Berk, D. (2008). On the variability of quasars: a link between the Eddington ratio and optical variability? Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 383 (3), 1232--1240.
  • Ball, N., Brunner, R., Myers, A., Strand, N., Alberts, S., Tcheng, D., & Llor\`a, Xavier, . (2007). Robust machine learning applied to astronomical data sets. II. Quantifying photometric redshifts for quasars using instance-based learning. The Astrophysical Journal, IOP Publishing, 663 (2), 774.
  • Ball, N., Loveday, J., Brunner, R., Baldry, I., & Brinkmann, J. (2007). Erratum: Bivariate galaxy luminosity functions in the Sloan Digital Sky Survey. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 377 (4), 1808--1808.
  • Brunner, R., Kindratenko, V., & Myers, A. (2007). Developing and deploying advanced algorithms to novel supercomputing hardware. arXiv preprint arXiv:0711.3414.
  • Hayes, B., Brunner, R., & Kindratenko, V. (2007). Angular Power Spectrum Estimation using High Performance Reconfigurable Computing. arXiv preprint arXiv:0711.2178.
  • Kindratenko, V., Brunner, R., & Myers, A. (2007). Dynamic load-balancing on multi-FPGA systems: a case study. arXiv preprint arXiv:0711.2034.
  • Kindratenko, V., Steffen, C., & Brunner, R. (2007). Accelerating scientific applications with reconfigurable computing: getting started. Computing in Science \& Engineering, IEEE, 9 (5), 70--77.
  • Lundgren, B., Wilhite, B., Brunner, R., Hall, P., Schneider, D., York, D., Berk, D., & Brinkmann, J. (2007). Broad absorption line variability in repeat quasar observations from the Sloan Digital Sky Survey. The Astrophysical Journal, IOP Publishing, 656 (1), 73.
  • Lundgren, B., Wilhite, B., Brunner, R., Hall, P., Schneider, D., York, D., Vanden Berk, D., & Brinkmann, J. (2007). BAL Variability in SDSS Quasars. The Astrophysical Journal, Institute of Physics Publishing, 656 73--83.
  • Myers, A., Brunner, R., Nichol, R., Richards, G., Schneider, D., & Bahcall, N. (2007). Clustering analyses of 300,000 photometrically classified quasars. I. Luminosity and redshift evolution in quasar bias. The Astrophysical Journal, IOP Publishing, 658 (1), 85.
  • Ross, A., Brunner, R., & Myers, A. (2007). Higher order angular galaxy correlations in the sdss: Redshift and color dependence of nonlinear bias. The Astrophysical Journal, IOP Publishing, 665 (1), 67.
  • Strand, N., Brunner, R., & Myers, A. (2007). AGN Environments in the Sloan Digital Sky Survey I: Dependence on Luminosity, Type, and MBH. arXiv preprint arXiv:0712.2474.
  • Wilhite, B., Brunner, R., Schneider, D., & Berk, D. (2007). The effect of variability on the estimation of quasar black hole masses. The Astrophysical Journal, IOP Publishing, 669 (2), 791.
  • Ball, N., Brunner, R., Myers, A., & Tcheng, D. (2006). Robust machine learning applied to astronomical data sets. I. star-galaxy classification of the Sloan Digital Sky Survey DR3 using decision trees. The Astrophysical Journal, IOP Publishing, 650 (1), 497.
  • Ball, N., Loveday, J., Brunner, R., Baldry, I., & Brinkmann, J. (2006). Bivariate galaxy luminosity functions in the Sloan Digital Sky Survey. Monthly Notices of the Royal Astronomical Society, Blackwell Publishing Ltd Oxford, UK, 373 (2), 845--868.
  • Brunner, R., & MOORE, A. (2006). NONPARAMETRIC BAYESIAN CLASSIFICATION WITH MASSIVE DATASETS: LARGE-SCALE QUASAR DISCOVERY. Statistical Problems In Particle Physics, Astrophysics And Cosmology-Proceedings Of Phystat05, World Scientific, 147.
  • Giannantonio, T., Crittenden, R., Nichol, R., Scranton, R., Richards, G., Myers, A., Brunner, R., Gray, A., Connolly, A., & Schneider, D. (2006). High redshift detection of the integrated Sachs-Wolfe effect. Physical Review D, APS, 74 (6), 063520.
  • Myers, A., Brunner, R., Richards, G., Nichol, R., Schneider, D., Berk, D., Scranton, R., Gray, A., & Brinkmann, J. (2006). First measurement of the clustering evolution of photometrically classified quasars. The Astrophysical Journal, IOP Publishing, 638 (2), 622.
  • Rengstorf, A., Brunner, R., & Wilhite, B. (2006). A synoptic multiwavelength analysis of a large quasar sample. The Astronomical Journal, IOP Publishing, 131 (4), 1923.
  • Richards, G., Brunner, R., Gray, A., Nichol, R., & Szalay, A. (2006). 9-D Bayesian Quasar Classification in the Mid-IR/Optical. Spitzer Proposal, 30347.
  • Richards, G., Strauss, M., Fan, X., Hall, P., Jester, S., Schneider, D., Berk, D., Stoughton, C., Anderson, S., Brunner, R., & others, . (2006). The sloan digital sky survey quasar survey: Quasar luminosity function from data release 3. The Astronomical Journal, IOP Publishing, 131 (6), 2766.
  • Ross, A., Brunner, R., & Myers, A. (2006). Precision measurements of higher order angular galaxy correlations using 11 million SDSS galaxies. The Astrophysical Journal, IOP Publishing, 649 (1), 48.
  • Wilhite, B., Berk, D., Brunner, R., & Brinkmann, J. (2006). Spectral variability of quasars in the sloan digital sky survey. II. The C IV line. The Astrophysical Journal, IOP Publishing, 641 (1), 78.
  • Berk, D., Schneider, D., Richards, G., Hall, P., Strauss, M., Brunner, R., Fan, X., Baldry, I., York, D., Gunn, J., & others, . (2005). An empirical calibration of the completeness of the SDSS quasar survey. The Astronomical Journal, IOP Publishing, 129 (5), 2047.
  • Groth, E., Rhodes, J., Brunner, R., Connolly, A., Szalay, A., Kron, R., & Blandford, R. (2005). The DEEP Groth Strip Survey. I. The sample. ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES, IOP PUBLISHING LTD TEMPLE CIRCUS, TEMPLE WAY, BRISTOL BS1 6BE, ENGLAND, 159 (1), 41--59.
  • Lopes, P., De Carvalho, R., Gal, R., Djorgovski, S., Odewahn, S., Mahabal, A., & Brunner, R. (2005). Erratum:``The Northern Sky Optical Cluster Survey. IV. An Intermediate-Redshift Galaxy Cluster Catalog and the Comparison of Two Detection Algorithms''(AJ, 128, 1017 [2004]). The Astronomical Journal, 130 (5), 2434--2434.
  • Oguri, M., Inada, N., Hennawi, J., Richards, G., Johnston, D., Frieman, J., Pindor, B., Strauss, M., Brunner, R., Becker, R., & others, . (2005). Discovery of Two Gravitationally Lensed Quasars with Image Separations of 3''from the Sloan Digital Sky Survey. The Astrophysical Journal, IOP Publishing, 622 (1), 106.
  • Oguri, M., Inada, N., Hennawi, J., Richards, G., Johnston, D., Frieman, J., Pindor, B., Strauss, M., Brunner, R., Becker, R., & others, . (2005). SDSS J1001+ 5027 and SDSS J1206+ 4332. The Astrophysical Journal, Institute of Physics Publishing, 622 106--115.
  • Schneider, D., Richards, G., Hall, P., Strauss, M., Brunner, R., Fan, X., Baldry, I., York, D., Gunn, J., Nichol, R., & others, . (2005). An Empirical Calibration of the Completeness of the SDSS Quasar Survey.
  • Scranton, R., M\'enard, Brice, ., Richards, G., Nichol, R., Myers, A., Jain, B., Gray, A., Bartelmann, M., Brunner, R., Connolly, A., & others, . (2005). Detection of cosmic magnification with the Sloan Digital Sky Survey. The Astrophysical Journal, IOP Publishing, 633 (2), 589.
  • Vanden Berk, D., Schneider, D., Richards, G., Hall, P., Strauss, M., Brunner, R., Fan, X., Baldry, I., York, D., Gunn, J., & others, . (2005). SDSS Quasar Survey Completeness. The Astronomical Journal, Institute of Physics Publishing, 129 2047--2061.
  • Wilhite, B., Berk, D., Kron, R., Schneider, D., Pereyra, N., Brunner, R., Richards, G., & Brinkmann, J. (2005). Spectral variability of quasars in the sloan digital sky survey. I. wavelength dependence. The Astrophysical Journal, IOP Publishing, 633 (2), 638.
  • Ball, N., Loveday, J., Fukugita, M., Nakamura, O., Okamura, S., Brinkmann, J., & Brunner, R. (2004). Galaxy types in the Sloan Digital Sky Survey using supervised artificial neural networks. Monthly Notices of the Royal Astronomical Society, Blackwell Science Ltd, 348 (3), 1038--1046.
  • Berk, D., Wilhite, B., Kron, R., Anderson, S., Brunner, R., Hall, P., Ivezi\'c, \vZeljko, ., Richards, G., Schneider, D., York, D., & others, . (2004). The ensemble photometric variability of\~ 25,000 quasars in the Sloan Digital Sky Survey. The Astrophysical Journal, IOP Publishing, 601 (2), 692.
  • Odewahn, S., De Carvalho, R., Gal, R., Djorgovski, S., Brunner, R., Mahabal, A., Lopes, P., Moreira, J., & Stalder, B. (2004). The Digitized Second Palomar Observatory Sky Survey (DPOSS). III. Star-Galaxy Separation. The Astronomical Journal, IOP Publishing, 128 (6), 3092.
  • Richards, G., Nichol, R., Gray, A., Brunner, R., Lupton, R., Berk, D., Chong, S., Weinstein, M., Schneider, D., Anderson, S., & others, . (2004). Efficient photometric selection of quasars from the Sloan Digital Sky Survey: 100,000 z< 3 quasars from Data Release One. The Astrophysical Journal Supplement Series, IOP Publishing, 155 (2), 257.
  • Richards, G., Strauss, M., Pindor, B., Haiman, Zolt\'an, ., Fan, X., Eisenstein, D., Schneider, D., Bahcall, N., Brinkmann, J., & Brunner, R. (2004). A snapshot survey for gravitational lenses among z= 4.0 quasars. I. The z> 5.7 sample. The Astronomical Journal, IOP Publishing, 127 (3), 1305.
  • Brunner, R., Hall, P., Djorgovski, S., Gal, R., Mahabal, A., Lopes, P., De Carvalho, R., Odewahn, S., Castro, S., Thompson, D., & others, . (2003). Peculiar broad absorption line quasars found in the digitized palomar observatory sky survey. The Astronomical Journal, IOP Publishing, 126 (1), 53.
  • Djorgovski, S., Carvalho, R., Gal, R., Odewahn, S., Mahabal, A., Brunner, R., Lopes, P., & Kohl Moreira, J. (2003). The Digital Palomar Observatory Sky Survey (DPOSS): general description and the public data release. Bulletin of the Astronomical Society of Brazil, 23 197--197.
  • Djorgovski, S., Stern, D., Mahabal, A., & Brunner, R. (2003). Discovery of a clustered quasar pair at z˜ 5: Biased peaks in early structure formation. The Astrophysical Journal, IOP Publishing, 596 (1), 67.
  • Mahabal, A., Djogovski, G., & Brunner, R. (2002). Virtual Observatory of the Future. Automated Data Analysis in Astronomy, 261.
  • Mahabal, A., Kremenek, G., Husman, L., Good, J., Djorgoyski, S., Curkendall, D., Brunner, R., & Jacob, J. (2002). yourSky: rapid desktop access to custom astronomical image mosaics.
  • Williams, R., & Brunner, R. (2002). XML and Web Services for Astronomers.
  • Brunner, R., Djorgovski, S., & Szalay, A. (2001). Virtual observatories of the future. Virtual Observatories of the Future, 225.
  • Brunner, R., Djorgovski, S., Prince, T., & Szalay, A. (2001). The national virtual observatory. arXiv preprint astro-ph/0108381.
  • Brunner, R., Weymann, R., & Storrie-Lombardi, L. (2001). The Host Galaxies of Very High Redshift Quasars. NOAO Proposal, 53.
  • KROLIK, J., LUPTON, R., SCHNEIDER, D., YORK, D., ANDERSON, S., BAHCALL, N., BRINKMANN, J., Brunner, R., CSABAI, I., FUKUGITA, M., & others, . (2001). BROAD ABSORPTION LINE QUASARS IN THE SLOAN DIGITAL SKY SURVEY WITH VLA FIRST RADIO DETECTIONS KRISTEN MENOU, 1 DANIEL E. VANDEN BERK, 2 RITA SJ KIM, 1 GILLIAN R. KNAPP, 1 Z< ELJKO IVEZIC, 1 GORDON T. RICHARDS, 3 ISKRA STRATEVA, 1 XIAOHUI FAN, 4 JAMES E. GUNN, 1 PATRICK B. HALL, 1, 5 TIM HECKMAN, 6. THE ASTROPHYSICAL JOURNAL, 561 645\`E652.
  • Mahabal, A., Djorgovski, S., Brunner, R., Fox, D., & Price, P. (2001). GRB 010921 DPOSS Images Available GRB Coordinates Network, 1098 1.
  • Brunner, R., Szalay, A., & Connolly, A. (2000). Clustering Evolution for z< 1.0. The Astrophysical Journal, Institute of Physics Publishing, 541 527--534.
  • Brunner, R., Szalay, A., & Connolly, A. (2000). Evolution in the Clustering of Galaxies for z< 1.0. The Astrophysical Journal, IOP Publishing, 541 (2), 527.
  • Connolly, A., Szalay, A., Davis, M., Brunner, R., Szokoly, G., & Jain, B. (2000). A Statistical Measure of Galaxy Evolution. NOAO Proposal, 267.
  • Djorgovski, S., & Brunner, R. (2000). Digital Sky Surveys: Software Tools and Technologies. arXiv preprint astro-ph/0006043.
  • Gal, R., De Carvalho, R., Brunner, R., Odewahn, S., & Djorgovski, S. (2000). The Palomar Abell Cluster Optical Survey. I. Photometric Redshifts for 431 Abell Clusters. The Astronomical Journal, IOP Publishing, 120 (2), 540.
  • Lubin, L., Brunner, R., Metzger, M., Postman, M., & Oke, J. (2000). A Definitive Optical Detection of a Supercluster at z˜ 0.91. The Astrophysical Journal, IOP Publishing, 531 (1), L5.
  • Mazin, B., & Brunner, R. (2000). Simulated extragalactic observations with a cryogenic imaging spectrophotometer. The Astronomical Journal, IOP Publishing, 120 (5), 2721.
  • REISS, D., SCHMIDT, B., SCHOMMER, R., Smith, R., SPYROMILIO, J., STUBBS, C., SUNTZEFF, N., TONRY, J., WOUDT, P., Brunner, R., & others, . (2000). TESTS OF THE ACCELERATING UNIVERSE WITH NEAR-INFRARED OBSERVATIONS OF A HIGH-REDSHIFT TYPE Ia SUPERNOVA ADAM G. RIESS, 1 ALEXEI V. FILIPPENKO, 2 MICHAEL C. LIU, 2 PETER CHALLIS, 3 ALEJANDRO CLOCCHIATTI, 4 ALAN DIERCKS, 5 PETER M. GARNAVICH, 3 CRAIG J. HOGAN, 5 SAURABH JHA, 3 ROBERT P. KIRSHNER, 3 B. LEIBUNDGUT, 6 MM PHILLIPS, 7. The Astrophysical Journal, 536 (62), 67.
  • Rutledge, R., Brunner, R., Prince, T., & Lonsdale, C. (2000). XID: cross-association of ROSAT/bright source catalog X-ray sources with USNO A-2 optical point sources. The Astrophysical Journal Supplement Series, IOP Publishing, 131 (1), 335.
  • Szalay, A., Kunszt, P., Thakar, A., Gray, J., Slutz, D., & Brunner, R. (2000). Designing and mining multi-terabyte astronomy archives: The Sloan Digital Sky Survey. ACM SIGMOD Record, ACM New York, NY, USA, 29 (2), 451--462.
  • Brunner, R., Connolly, A., & Szalay, A. (1999). The statistical approach to quantifying galaxy evolution. The Astrophysical Journal, IOP Publishing, 516 (2), 563.
  • Djorgovski, S., Odewahn, S., Gal, R., Brunner, R., & De Carvalho, R. (1999). Quasar-Marked Protoclusters and Biased Galaxy Formation. arXiv preprint astro-ph/9908142.
  • Gal, R., Odewahn, S., Djorgovski, S., Brunner, R., & DeCarvalho, R. (1999). Photometric Redshifts for DPOSS Galaxy Clusters at z< 0.4. arXiv preprint astro-ph/9906480.
  • Szalay, A., & Brunner, R. (1999). Astronomical archives of the future: a virtual observatory. Future Generation Computer Systems, North-Holland, 16 (1), 63--72.
  • Weymann, R., Storrie-Lombardi, L., Sawicki, M., & Brunner, R. (1999). Photometric Redshifts and High-Redshift Galaxies. Publications of the Astronomical Society of the Pacific, 111 (763), 1188--1189.
  • Brunner, R., Connolly, A., Szalay, A., & Bershady, M. (1997). Toward more precise photometric redshifts: Calibration via CCD photometry. The Astrophysical Journal, IOP Publishing, 482 (1), L21.
  • CONNOLLY, A., SZALAY, A., DICKINSON, M., & Brunner, R. (1997). Extracting Physical Parameters of Galaxies from Broadband Photometry. The Hubble Space Telescope and the High Redshift Universe, 127.
  • Szalay, A., Brunner, R., Connolly, A., Pier, J., York, D., Lonsdale, C., Goode, J., Lasker, B., Greene, G., & McLean, B. (1997). A Proposal for Handling Spherical Coordinates in the Next Generation Astronomical Archives. private communication.
  • Wang, Q., Connolly, A., & Brunner, R. (1997). A2125 and its Environs: Evidence for an X-ray-emitting Hierarchical Superstructure. The Astrophysical Journal, IOP Publishing, 487 (1), L13.
  • Djorgovski, S., Gal, R., Odewahn, S., De Carvalho, R., Brunner, R., Longo, G., & Scaramella, R. (1988). The Palomar digital sky survey (DPOSS). Wide Field Surveys in Cosmology, 89.

Book Chapters

  • Gray, A., Richards, G., Nichol, R., Brunner, R., & Moore, A. (2006). Nonparametric Bayesian classification with massive datasets: Large-scale quasar discovery. Statistical Problems In Particle Physics, Astrophysics And Cosmology ( pp. 147--150).
  • Djorgovski, S., Brunner, R., Mahabal, A., Williams, R., Granat, R., & Stolorz, P. (2003). Challenges for cluster analysis in a virtual observatory. Statistical Challenges in Astronomy ( pp. 127--141). Springer, New York, NY.
  • Brunner, R., Djorgovski, S., Prince, T., & Szalay, A. (2002). Massive datasets in astronomy. Handbook of massive data sets ( pp. 931--979). Springer, Boston, MA.
  • Gal, R., Carvalho, R., Odewahn, S., Djorgovski, S., Brunner, R., & Margoniner, V. (2001). The northern sky optical cluster survey. Mining the Sky ( pp. 160--167). Springer, Berlin, Heidelberg.
  • Testa, V., Sabatini, S., Scaramella, R., Longo, G., Djorgovski, S., Gal, R., Brunner, R., & Carvalho, R. (2001). Automated Search of LSB Galaxies in DPOSS (CRoNaRio Project): Method and First Results from Follow-Ups. Mining the Sky ( pp. 557--563). Springer, Berlin, Heidelberg.
  • Csabai, I., Szalay, A., Brunner, R., & Ramaiyer, K. (1997). Multidimensional Index For Highly Clustered Data With Large Density Contrasts. Statistical Challenges in Modern Astronomy II ( pp. 447--448). Springer, New York, NY.

Conference Proceedings

  • Ball, N., Brunner, R., & Myers, A. Forthcoming. Astronomical Data Analysis Software and Systems XVII Oil. 3 ASP Conference Series, Vol. 394,\copyright 2008 RW Argyle, PS Bunclark, and JR Lewis, eds. Robust Machine Learning Applied to Terascale Astronomical Datasets. Astronomical Society of the Pacific Conference Series ( vol. 394, pp. 201).
  • Brunner, R. (2020). PyIF: A Fast and Light Weight Implementation to Estimate Bivariate Transfer Entropy for Big Data. IEEE SOUTHEASTCON 2020.
  • Chiu, M., Xu, X., Wei, Y., Huang, Z., Schwing, A., Brunner, R., Khachatrian, H., Karapetyan, H., Dozier, I., Rose, G., & others, . (2020). Agriculture-vision: A large aerial image database for agricultural pattern analysis. Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition ( pp. 2828--2838).
  • Ikegwu, K., Trauger, J., McMullin, J., & Brunner, R. (2020). PyIF: A fast and light weight implementation to estimate bivariate transfer entropy for big data. 2020 SoutheastCon ( pp. 1--6).
  • Yu, W., Carrasco Kind, M., & Brunner, R. (2017). A Jupyter-based Interactive Visualization Tool for Astronomical Catalogs. American Astronomical Society Meeting Abstracts\# 229 ( vol. 229, pp. 438--02).
  • McLaughlin, S., & Brunner, R. (2015). Statistical Computing for Galaxy Modeling and Residual Detection. American Astronomical Society Meeting Abstracts\# 225 ( vol. 225, pp. 336--50).
  • Wang, Y., & Brunner, R. (2015). Modeling Large Scale Structure from Photometric Galaxy Surveys. American Astronomical Society Meeting Abstracts\# 225 ( vol. 225, pp. 419--03).
  • Wang, Y., & Brunner, R. (2014). How Do Galaxy Pairs Populate the Dark Matter Haloes? American Astronomical Society Meeting Abstracts\# 224 ( vol. 224, pp. 423--03).
  • Ball, N., Myers, A., White, M., Hickox, R., & Brunner, R. (2010). Breaking The Quasar Lz Degeneracy Using PDF-weighted Quasar-galaxy Cross-correlations In Deep, Wide NASA Fields. American Astronomical Society Meeting Abstracts\# 215 ( vol. 215, pp. 409--05).
  • Kindratenko, V., & Brunner, R. (2009). Accelerating cosmological data analysis with FPGAs. 2009 17th IEEE Symposium on Field Programmable Custom Computing Machines ( pp. 11--18).
  • Roeh, D., Kindratenko, V., & Brunner, R. (2009). Accelerating cosmological data analysis with graphics processors. Proceedings of 2nd Workshop on General Purpose Processing on Graphics Processing Units ( pp. 1--8).
  • Dolence, J., & Brunner, R. (2008). Fast two-point correlations of extremely large data sets. The 9th LCI International Conference on High-Performance Clustered Computing.
  • Kindratenko, V., Brunner, R., & Myers, A. (2007). Mitrion-C application development on SGI Altix 350/RC100. 15th Annual IEEE Symposium on Field-Programmable Custom Computing Machines (FCCM 2007) ( pp. 239--250).
  • Richards, G., Myers, A., Brunner, R., Strand, N., Nichol, R., Gray, A., Riegel, R., Lacy, M., & Szalay, A. (2007). Photometric Quasars: The One Million Mark and 9-D SDSS+ Spitzer Selection. American Astronomical Society Meeting Abstracts ( vol. 211, pp. 142--02).
  • Richards, G., Brunner, R., Gray, A., Lacy, M., Myers, A., Nichol, R., & Riegel, R. (2006). Bayesian Quasar Classification in the Optical/Mid-IR. American Astronomical Society Meeting Abstracts ( vol. 209, pp. 149--04).
  • Cai, Y., Aydt, R., & Brunner, R. (2005). Optimized data loading for a multi-terabyte sky survey repository. SC'05: Proceedings of the 2005 ACM/IEEE Conference on Supercomputing ( pp. 42--42).
  • Kosar, T., Kola, G., Livny, M., Brunner, R., & Remjian, M. (2005). Reliable, automatic transfer and processing of large scale astronomy datasets. Astronomical Data Analysis Software and Systems XIV ( vol. 347, pp. 277).
  • Kola, G., Kosar, T., Frey, J., Livny, M., Brunner, R., & Remijan, M. (2004). DISC: A System for Distributed Data Intensive Scientific Computing WORLDS.
  • Djorgovski, S., Gal, R., De Carvalho, R., Odewahn, S., Mahabal, A., Brunner, R., Lopes, P., Team, D., & others, . (2002). The Digital Palomar Observatory Sky Survey (DPOSS): General Description and the Public Data Release. American Astronomical Society Meeting Abstracts\# 200 ( vol. 200, pp. 60--06).
  • Gal, R., Brunner, R., Odewahn, S., Djorgovski, S., Mahabal, A., & Lopes, P. (2002). Galaxy Clusters from DPOSS. Astronomical Data Analysis Software and Systems XI ( vol. 281, pp. 425).
  • Gal, R., Lopes, P., Djorgovski, S., deCarvalho, R., Brunner, R., Odewahn, S., Team, D., & others, . (2002). 20,000 Galaxy Clusters From DPOSS. American Astronomical Society Meeting Abstracts\# 200 ( vol. 200, pp. 97--11).
  • Jacob, J., Brunner, R., Curkendall, D., Djorgovski, S., Good, J., Husman, L., Kremenek, G., & Mahabal, A. (2002). yourSky: rapid desktop access to custom astronomical image mosaics. Virtual Observatories ( vol. 4846, pp. 53--64).
  • Mahabal, A., Djorgovski, S., Williams, R., & Brunner, R. (2002). Topic maps for custom viewing of data. Virtual Observatories ( vol. 4846, pp. 65--76).
  • Brunner, R. (2001). Panchromatic mining for quasars: an NVO keystone science application. Astronomical Data Analysis ( vol. 4477, pp. 1--10).
  • Djorgovski, S., Gal, R., de Carvalho, R., Odewahn, S., Mahabal, A., Brunner, R., Lopes, P., Team, D., & others, . (2001). The Digital Palomar Observatory Sky Survey (DPOSS): General Description and the First Public Data Release. American Astronomical Society Meeting Abstracts ( vol. 199, pp. 101--02).
  • Gal, R., de Carvalho, R., Mahabal, A., Odewahn, S., Djorgovski, S., Lopes, P., Brunner, R., Team, D., & others, . (2001). The Final Photometric Calibration of DPOSS. American Astronomical Society Meeting Abstracts ( vol. 199, pp. 101--05).
  • Lopes, P., de Carvalho, R., Gal, R., Djorgovski, S., Odewahn, S., Mahabal, A., Brunner, R., Bird, J., Team, D., & others, . (2001). A galaxy cluster catalog from DPOSS between 0.3< z< 0.6. American Astronomical Society Meeting Abstracts ( vol. 199, pp. 101--03).
  • Mahabal, A., Djorgovski, S., Brunner, R., & Williams, R. (2001). Topic maps as a virtual observatory tool. Astronomical Data Analysis ( vol. 4477, pp. 161--172).
  • Mahabal, A., Granett, B., Djorgovski, S., Brunner, R., Gal, R., Odewahn, S., Lopes, P., de Carvalho, R., Team, D., & others, . (2001). Exploration of the Time Domain With DPOSS: A Search for Highly Variable Objects in Plate Overlaps. American Astronomical Society Meeting Abstracts ( vol. 199, pp. 101--01).
  • Odewahn, S., Gal, R., de Carvalho, R., Djorgovski, S., Mahabal, A., Brunner, R., Lopes, P., Team, D., & others, . (2001). Star-Galaxy Separation for the Digitized Palomar Observatory Sky Survey (DPOSS). American Astronomical Society Meeting Abstracts ( vol. 199, pp. 101--04).
  • Castro, S., Djorgovski, S., Brunner, R., Mahabal, A., Gal, R., de Carvalho, R., Team, D., & others, . (2000). Evolution of High Column Density Absorbers in Spectra of QSO at z> 4 Selected from DPOSS. American Astronomical Society Meeting Abstracts ( vol. 197, pp. 03--10).
  • Djorgovski, S., Gal, R., Mahabal, A., Brunner, R., Castro, S., Odewahn, S., de Carvalho, R., Team, D., & others, . (2000). Color-Space Outliers in DPOSS: Quasars and Peculiar Objects. American Astronomical Society Meeting Abstracts ( vol. 197, pp. 116--07).
  • Djorgovski, S., Brunner, R., Harrison, F., Gal, R., Odewahn, S., de Carvalho, R., Mahabal, A., & Castro, S. (1999). Discovery of a Possible Population of Type 2 Quasars in DPOSS. American Astronomical Society Meeting Abstracts ( vol. 195, pp. 65--02).
  • Djorgovski, S., Odewahn, S., Gal, R., Brunner, R., de Carvalho, R., Longo, G., & Scaramella, R. (1999). The status of DPOSS, and some initial scientific applications Bulletin of the American Astronomical Society ( vol. 31, pp. 1235).
  • Jannuzi, B., Dey, A., Weymann, R., Storrie-Lombardi, L., Sawicki, M., & Brunner, R. (1999). Photometric redshifts and the detection of high redshift galaxies. ASP Conf. Ser ( vol. 191,).
  • Odewahn, S., Djorgovski, S., Brunner, R., Gal, R., & de Carvalho, R. (1999). Galaxy number counts in 1000 sq. deg. of the Digital Palomar Observatory Sky Survey (DPOSS) Bulletin of the American Astronomical Society ( vol. 31, pp. 1235).
  • Rutledge, R., Prince, T., & Brunner, R. (1999). Cross-Association between ROSAT Bright Source Catalog and the USNO-A2. American Astronomical Society Meeting Abstracts ( vol. 195, pp. 120--01).
  • Djorgovski, S., Gal, R., Odewahn, S., De Carvalho, R., Brunner, R., Longo, G., Scaramella, R., Colombi, S., Mellier, Y., & Raban, B. (1998). Wide Field Surveys in Cosmology. 14th IAP meeting held May ( pp. 26--30).
  • Gal, R., Odewahn, S., Djorgovski, S., Brunner, R., & Decarvalho, R. (1998). NoSOCS: The Northern Sky Optical Cluster Survey. American Astronomical Society Meeting Abstracts\# 192 ( vol. 192, pp. 55--14).
  • Huang, C., Munn, J., Yanny, B., Kent, S., Petravick, D., Pordes, R., Szalay, A., & Brunner, R. (1996). Object-oriented modeling and design for Sloan Digital Sky Survey retained data. Astronomical Data Analysis Software and Systems V ( vol. 101, pp. 289).
  • Ramaiyer, K., Brunner, R., Szalay, A., Connolly, A., & Lupton, R. (1994). Prototype astronomical database. Proc. 2nd ACM Workshop on Advances in Geographic Information Systems, Gaithersburg, Maryland.

Other Publications

  • Brunner, R. (1998). A statistical approach to quantifying the evolution of galaxies. The Johns Hopkins University.

Technical Reports

  • Ramaiyer, K., Brunner, R., Csabai, I., Connolly, A., Goodrich, M., Szokoly, G., & Szalay, A. (1995). Designing a terabyte database for astronomical data mining. Technical report.

Working Papers

  • Anand, V., Sougiannis, T., Brunner, R., & Ikegwu, K. The Prediction of Profitability Using Machine Learning.  link >

Honors and Awards

  • Arthur Andersen Faculty Fellow, Department of Accountancy, University of Illinois at Urbana-Champaign, 2018 to present
  • 2021 ACM Special Interest Group on the Management of Data (SIGMOD) Systems Award, SIGMOD, 2021

Current Courses

  • Stat Analyses for Accountancy (ACCY 571) Fundamental knowledge of how to perform statistical analyses useful for leveraging accounting information to solve business problems. After completing this course, students should (1) have a foundational understanding of the statistical analyses underlying data analytics, (2) recognize scenarios and identify appropriate statistical tools for various types of data analysis and (3) use common computer-based tools to perform statistical analyses.

Contact

355 Wohlers Hall

1206 S. Sixth

Champaign, IL 61820

217-244-6099

bigdog@illinois.edu

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