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Carl Kadie
 

Principal Research Software Design Engineer in eScience at Microsoft Research. Also, an affiliate of the Machine Learning and Applied Statistics (MLAS) and Adaptive Systems and Interaction (ASI) groups.

E-mail: carlk@microsoft.com
Mail: One Microsoft Way, Redmond WA 98052-6399, USA

 

"Supercomputing on Demand with Windows Azure", 12 Nov 2012. Microsoft Research Connections Blog

 


Contents


Development and Research Interests and Activities

  • Machine Learning and Artificial Intelligence
  • Bioinformatics and HIV Vaccine Design (e.g. Microsoft Computational Biology Tools)
  • Graphical Models and Bayesian Reasoning Systems (e.g. MSBNx)
  • Fighting Spam with Machine Learning
  • Collaborative Filtering
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Papers

Papers
Title Authors Published In Formats
Christian Widmer, Christoph Lippert, Omer Weissbrod, Nicolo Fusi, Carl Kadie, Robert Davidson, Jennifer Listgarten, David Heckerman Scientific Reports (Nature Publishing Group), 2014, doi:10.1038/srep06874 Abstract & Paper

IPython notebook and Python library

Greater power and computational efficiency for kernel-based association testing of sets of genetic variants Christoph Lippert, Jing Xiang, Danilo Horta, Christian Widmer, Carl M. Kadie, David Heckerman, Jennifer Listgarten Bioinformatics 2014, doi: 10.1093/bioinformatics/btu504 Abstract & Paper
A powerful and efficient set test for genetic markers that handles confounders Jennifer Listgarten, Christoph Lippert, Eun Yong Kang, Jing Xiang, Carl M. Kadie, & David Heckerman Bioinformatics 29 (12): 1526-1533. doi:10.1093/bioinformatics/btt177 Abstract & Paper

Python library

Christoph Lippert, Gerald Quon, Eun Yong Kang, Carl M. Kadie, Jennifer Listgarten, & David Heckerman Scientific Reports (Nature Publishing Group), 2013, doi:10.1038/srep01815 Abstract & Paper
High-dimensional immunomonitoring models of HIV-1-specific CD8 T-cell responses accurately identify subjects achieving spontaneous viral control Zaza M. Ndhlovu, Lori B. Chibnik, Jacqueline Proudfoot, Seanna Vine, Ashley McMullen, Kevin Cesa, Filippos Porichis, R. Brad Jones, Donna Marie Alvino, Meghan G. Hart, Eleni Stampouloglou, Alicja Piechocka-Trocha, Carl Kadie, Florencia Pereyra, David Heckerman, Philip L. De Jager, Bruce D. Walker, & Daniel E. Kaufmann Blood, January 31, 2013 vol. 121 no. 5 801-811 Abstract & Paper
An Exhaustive Epistatic SNP Association Analysis on Expanded Wellcome Trust Data Christoph Lippert, Jennifer Listgarten, Robert I. Davidson, Jeff Baxter, Hoifung Poon, Carl M. Kadie, & David Heckerman Scientific Reports (Nature Publishing Group), 2012, doi:10.1038/srep01099 Abstract & Paper,

On-line tool

Improved linear mixed models for genome-wide association studies Jennifer Listgarten,Christoph Lippert, Carl M. Kadie, Robert I. Davidson, Eleazar Eskin and David Heckerman Nature Methods, 2012, doi:10.1038/nmeth.2037 Abstract & Paper,

Program and Source Code (Windows & Linux)

Microsoft Research Connections Blog

Fine-mapping classical HLA variation associated with durable host control of HIV-1 infection in African Americans Paul J. McLaren, Stephan Ripke, Kimberly Pelak, Amy C. Weintrob, Nikolaos A. Patsopoulos, Xiaoming Jia, Rachel L. Erlich, Niall J. Lennon, Carl M. Kadie, David Heckerman, Namrata Gupta, David W. Haas, Steven G. Deeks, Florencia Pereyra, Bruce D. Walker, Paul I. W. de Bakker, & the International HIV Controllers Study Human Molecular Genetics (2012) 21 (19): 4334-4347. doi: 10.1093/hmg/dds226 Abstract & Paper
Learning Transcriptional Regulatory Relationships Using Sparse Graphical Models Xiang Zhang, Wei Cheng, Jennifer Listgarten, Carl Kadie, Shunping Huang, Wei Wang, David Heckerman PLoS One, 2012, doi:10.1371/journal.pone.0035762 Abstract & Paper
Widespread Impact of HLA Restriction on Immune Control and Escape Pathways in HIV-1 Jonathan M. Carlson, Jennifer Listgarten, Nico Pfeifer, Vincent Tan, Carl Kadie, Bruce D. Walker, Thumbi Ndung'u, Roger Shapiro, John Frater, Zabrina L. Brumme, Philip J. R. Goulder and David Heckerman Journal of Virology, February 2012, doi:10.1128/?JVI.06728-11 Abstract, Paper
FaST Linear Mixed Models for Genome-Wide Association Studies Christoph Lippert,
Jennifer Listgarten,
Ying Liu,
Carl M. Kadie,
Robert I Davidson,
& David Heckerman
Nature Methods (04 September 2011)doi:10.1038/nmeth.1681 Abstract & Paper, Program and Source Code (Windows & Linux)
Translation of HLA-HIV Associations to the Cellular Level: HIV Adapts To Inflate CD8 T Cell Responses against Nef and HLA-Adapted Variant Epitopes Coral-Ann M. Almeida, Corine Bronke, Steven G. Roberts, Elizabeth McKinnon, Niamh M. Keane, Abha Chopra, Carl Kadie, Jonathan Carlson, David W. Haas, Sharon A. Riddler, Richard Haubrich, David Heckerman, Simon Mallal and Mina John The Journal of Immunology, 187(5):2502-2513, September, 2011

Abstract

HIV-1 Adaptation to NK-Cell-Mediated Immune Pressure Galit Alter,
David Heckerman,
Arne Schneidewind,
Lena Fadda,
Carl M. Kadie,
Jonathan M. Carlson,
Cesar Oniangue-Ndza,
Maureen Martin,
Bin Li,
Salim I. Khakoo,
Mary Carrington,
Todd M. Allen
& Marcus Altfeld
Nature 476, 96�100 (04 August 2011)doi:10.1038/nature10237 Paper, Blog
Variable HIV Peptide Stability in Human Cytosol is Critical to Epitope Presentation and Immune Escape E. Lazaro, C. Kadie, P. Stamegna, S. Zhang, P. Gourdain, N. Lai, M. Zhang, S. Martinez, D. Heckerman, and S. Le Gall. J Clin Invest., June 2011. Paper
Conditional Random Fields for Fast, Large-Scale Genome-Wide Association Studies Jim. C. Huang, Christopher Meek, Carl Kadie, David Heckerman PLoS ONE 6(7): e21591. doi:10.1371/journal.pone.0021591 Paper
Reduced Replication Capacity of NL4-3 Recombinant Viruses Encoding Reverse Transcriptase�Integrase Sequences From HIV-1 Elite Controllers Zabrina L. Brumme, Chun Li,  Toshiyuki Miura, Jennifer Sela, Pamela C. Rosato, Chanson J. Brumme, Tristan J. Markle, Eric Martin, Brian L. Block, Alicja Trocha, Carl M. Kadie, Todd M. Allen, Florencia Pereyra, David Heckerman, Bruce D. Walker, and Mark A. Brockman
J Acquir Immune Defic Syndr.
2011 February 1; 56(2): 100�108. doi: 10.1097/QAI.0b013e3181fe9450
Paper
Correction for Hidden Confounders in the Genetic Analysis of Gene Expression J. Listgarten, E. Schadt, C. Kadie, D. Heckerman UAI 2011  
Reduced Replication Capacity of NL4-3 Recombinant Viruses Encoding Reverse Transcriptase�Integrase Sequences From HIV-1 Elite Controllers Brumme, Zabrina L; Li, Chun; Miura, Toshiyuki; Sela, Jennifer; Rosato, Pamela C; Brumme, Chanson J; Markle, Tristan J; Martin, Eric; Block, Brian L; Trocha, Alicja; Kadie, Carl M; Allen, Todd M; Pereyra, Florencia; Heckerman, David; Walker, Bruce D; Brockman, Mark A Journal of Acquired Immune Deficiency Syndromes, 1 February 2011 - Volume 56 - Issue 2 - pp 100-108, doi: 10.1097/QAI.0b013e3181fe9450
 
Abstract
The Major Genetic Determinants of HIV-1 Control Affect HLA Class I Peptide Presentation The International HIV Controllers Study Science, 2010; DOI: 10.1126/science.1195271 Paper, Supplementary Information, News story from NPR
Correction for Hidden Confounders in the Genetic Analysis of Gene Expression Jennifer Listgarten,
Carl Kadie,
Eric Schadt,
David Heckerman
Proceedings of the National Academy of Sciences, September 1, 2010, doi: 10.1073/pnas.1002425107 Paper, Supplementary Information, Software, GenomeWeb coverage
Early selection in Gag by protective HLA alleles contributes to reduced HIV-1 replication capacity that may be largely compensated in chronic infection Mark A Brockman, Zabrina L Brumme, Chanson J Brumme, Toshiyuki Miura, Jennifer Sela, Pamela C Rosato, Carl M Kadie, Jonathan M Carlson, Tristan J Markle, Hendrik Streeck, Anthony D Kelleher, Martin Markowitz, Heiko Jessen, Eric Rosenberg, Marcus Altfeld, P Richard Harrigan, David Heckerman, Bruce D Walker, and Todd M Allen Journal of Virology, 84(22):11937-11949, November 2010 Abstract
Gag-Protease-Mediated Replication Capacity in HIV-1 1 Subtype C Chronic Infection: Associations with HLA Type and Clinical Parameters Jaclyn K. Wright, Zabrina L. Brumme, Jonathan M. Carlson, David Heckerman , Carl M. Kadie, Chanson J. Brumme, Bingxia Wang, Elena Losina, Toshiyuki Miura , Fundisiwe Chonco, Mary van der Stok, Zenele Mncube, Karen Bishop, Philip J.R. Goulder , Bruce D. Walker, Mark A. Brockman, Thumbi Ndung'u Journal of Virology, 84(20):10820-10831, October 2010 Abstract
Additive contribution of HLA class I alleles in the immune control of HIV-1 infection Leslie A,
Matthews PC,
Listgarten J,
Carlson JM,
Kadie C,
Ndung'u T,
Brander C,
Coovadia H,
Walker BD,
Heckerman D,
Goulder PJ
Journal of Virology, 84(19):9879-9888, October 2010 Abstract
Gene regulatory network modeling using L1 regularized graphical models X. Zhang, J. Listgarten, C. Kadie, W. Wang, D. Heckerman Poster: American Society of Human Genetics 60th Annual Meeting, Washington, DC, November 2010 Abstract
HIV-1 adaptation leads to inflation of the HIV-specific CD8 T-cell response against HLA-adapted variant epitopes Coral-Ann Almeida
Corine Bronke
Steven Roberts
Elizabeth McKinnon
Niamh Keane
Abha Chopra
Carl Kadie
Jonathan Carlson
David Haas
Sharon Riddler
Richard Haubrich
David Heckerman
Simon Mallal
Mina John
Poster: Australasian Society for Immunology 2010 Annual Meeting, Perth, Australia, December 2010  
HLA-associated immune escape pathways in HIV-1 subtype B Gag, Pol and Nef Proteins Zabrina L. Brumme,
 Mina John,
Jonathan M. Carlson,
Chanson J. Brumme,
Dennison Chan,
Mark A. Brockman,
Luke C. Swenson,
Iris Tao,
Sharon Szeto,
Pamela Rosato,
Jennifer Sela,
Carl Kadie,
Nicole Frahm,
Christian Brander,
David W. Haas,
Sharon Riddler,
Richard Haubrich,
Bruce D. Walker,
P. Richard Harrigan,
David Heckerman,
Simon Mallal
PLos One, 2009, 4(8): e6687 Abstract, PDF
Rare HLA Drive Additional HIV Evolution Compared to More Frequent Alleles Christine M. Rousseau, David W. Lockhart, Jennifer Listgarten, Carl Kadie, Gerald H. Learn, David C. Nickle, David E. Heckerman, Wenjie Deng, Christian Brander, Thumbi Ndung'u, Hoosen Coovadia, Philip J. R. Goulder, Bette T. Korber, Bruce D. Walker, James I. Mullins AIDS Research and Human Retroviruses, 2009; 25(3):297-303 Abstract
In silico resolution of ambiguous HLA typing data Jennifer Listgarten, Zabrina Brumme, Carl Kadie, Gao Xiaojiang, Bruce Walker, Mary Carrington, Phillip Goulder, David Heckerman ASHI (American Society for Histocompatibility and Immunogenetics) Quarterly, Volume 32, Number 2, 2008 PDF

Web tool

source code

Phylogenetic dependency networks: Inferring patterns of CTL escape and codon covariation in HIV-1 Gag J. Carlson, Z. Brumme, C. Rousseau, C. Brumme, P. Matthews, C. Kadie, J. Mullins, B. Walker, P. Harrigan, P. Goulder, D. Heckerman PLoS Computational Biology, 4(11): e1000225, November 2008 Abstract, PDF
Design, expression, and processing of epitomized hepatitis C virus-encoded CTL epitopes. D. Yerly, D. Heckerman, T. Allen, T. Suscovich, N. Jojic, C. Kadie, W. Pichler, A. Cerny, and C. Brander Journal of Immunology, 181:6361-6370, November, 2008 Abstract
Central role of reverting mutations in HLA associations with human immunodeficiency virus set point P. Matthews, A. Prendergast, A. Leslie, H. Crawford, R. Payne, C. Rousseau, I. Honeyborne, J. Carlson, C. Kadie, C. Brander, J. Mullins, H. Coovadia, T. Nding.u, B. Walker, D. Heckerman, P. Goulder Journal of Virology, 82:8548-59, September, 2008 Abstract
Marked epitope- and allele-specific differences in rates of mutation in human immunodeficiency type 1 (HIV-1) Gag, Pol, and Nef cytotoxic T-lymphocyte epitopes in acute/early HIV-1 infection Z. Brumme, C. Brumme, J. Carlson, H. Streeck, M. John, Q. Eichbaum, B. Block, B. Baker, C. Kadie, M. Markowitz, H. Jessen, A. Kelleher, E. Rosenberg, J. Kaldor, Y. Yuki, M. Carrington, T. Allen, S. Mallal, M. Altfeld, D. Heckerman, and B. Walker Journal of Virology, 82:9216-9227, September 2008 Abstract
Human leukocyte antigen-specific polymorphisms in HIV-1 Gag and their association with viral load in chronic untreated infection Zabrina L Brumme, Iris Tao, Sharon Szeto, Chanson J Brumme, Christian Brander, Bruce Walker, David Heckerman, P Richard Harrigan, Jonathan M Carlson, Dennison Chan, Carl Kadie, and Nicole Frahm AIDS, vol. 22, no. 11, pp. 1277�1286, 2008 Abstract, PDF
HLA-specific polymorphisms in HIV-1 Gag and their association with viral load in chronic untreated infection
  • Z. Brumme
  • I. Tao
  • S. Szeto
  • C. Brumme
  • J.M. Carlson
  • D. Chan,
  • C. Kadie
  • N. Frahm
  • C. Brander
  • B.D. Walker
  • D. Heckerman
  • P.R. Harrigan
  • AIDS, 2008, doi: 10.1097/QAD.0b013e3283021a8c Abstract, PDF
    HLA Class-I Driven Evolution of Human Immunodeficiency Virus Type 1 Subtype C Proteome: Immune Escape and Viral Load
  • C.M. Rousseau
  • M.G. Daniels,
  • J.M. Carlson
  • C. Kadie,
  • H. Crawford,
  • A. Prendergast,
  • P. Matthews,
  • D.N. Raugi,
  • B.S. Maust
  • G.H. Learn
  • D.C. Nickle
  • N. Frahm,
  • C. Brander,
  • B.D. Walker
  • P.J.R. Goulder,
  • T. Bhattacharya,,
  • D.E. Heckerman,
  •  B.T. Korber,
  • J.I. Mullins
  • Journal of Virology, doi:10.1128/JVI.02455-07 Abstract
    Statistical resolution of ambiguous HLA typing data
  • J. Listgarten
  • Z.L. Brumme
  • C. Kadie
  • G. Xiaojiang
  • B. Walker
  • M. Carrington
  • P. Goulder
  • D. Heckerman
  •  
    PLoS Computational Biology, 2008, 4(2):e1000016 Abstract,  PDF
    A statistical framework for modeling HLA-dependent T-cell response data.
  • J. Listgarten
  • N. Frahm
  • C. Kadie
  • C. Brander
  • D. Heckerman
  • PLoS Computational Biology, 2007, 3(10):e188 Abstract,  PDF
    Extensive HLA class I allele promiscuity among viral CTL epitopes
  • N. Frahm
  • K. Yusim
  • T. Suscovich
  • S. Adams
  • J. Sidney
  • P. Hraber
  • H. Hewitt
  • Ca. Linde
  • D. Kavanagh
  • T. Woodberry
  • L. Henry
  • K. Faircloth
  • J. Listgarten
  • C. Kadie
  • N. Jojic
  • K. Sango
  • N. Brown
  • E. Pae
  • M. Zaman
  • F. Bihl
  • A. Khatri
  • M. John
  • S. Mallal
  • F. Marincola
  • B. Walker
  • A. Sette
  • D. Heckerman
  • B. Korber
  • C. Brander
  • European Journal of Immunology, 2007 37(9):2419-2433. Abstract
    Leveraging Information Across HLA Alleles/Supertypes Improves HLA-Specific Epitope Prediction
  • D. Heckerman
  • C.M. Kadie
  • J. Listgarten
  • Journal of Computational Biology. 2007, 14(6): 736-746. doi:10.1089/cmb.2007.R013. Abstract, PDF
    Leveraging hierarchical population structure in discrete association studies.
  • J.M. Carlson
  • C. Kadie
  • S. Mallal
  • D. Heckerman
  • PLoS One, 2(7):e591 (July 2007).
     
    Abstract, HTML, PDF
    Evidence of differential HLA class I-mediated viral evolution in functional and accessory/regulatory genes of Human Immunodeficiency Virus (HIV) type-1.
  • Z.L. Brumme
  • C.J. Brumme
  • D. Heckerman
  • B.T. Korber
  • M. Daniels
  • J.M. Carlson
  • C. Kadie
  • T. Bhattacharya
  • C. Chui
  • J. Szinger
  • T. Mo
  • R.S. Hogg
  • J.S.G. Montaner
  • N. Frahm
  • C. Brander
  • B.D. Walker
  • P.R. Harrigan
  • PLoS Pathogens, 3(7):e94 (July 2007). Abstract, HTML, PDF
    Founder effects in the assessment of HIV polymorphisms and HLA allele associations.
  • T. Bhattacharya
  • M. Daniels
  • D. Heckerman
  • B. Foley
  • N. Frahm
  • C. Kadie
  • J.M. Carlson
  • K. Yusim
  • B. McMahon
  • B. Gashen
  • S. Mallal
  • J. Mullins
  • D. Nickle
  • J. Herbeck
  • C. Rousseau
  • G. Learn
  • T. Miura
  • C. Brander
  • B. Walker
  • B. Korber
  • Science, 16 March 2007: Vol. 315. no. 5818 Abstract
    Estimate of the proportion of within-host sequence evolution in HIV-1 mediated by Human Leukocyte Antigen (HLA) class I selective pressures.
  • J. Carlson
  • CJ Brumme
  • C Kadie
  • M. Daniels
  • T. Bhattacharya
  • S. Mallal
  • B.D. Walker
  • P.R. Harrigan
  • B.T. Korber
  • D. Heckerman
  • Presentation and poster, Keystone Symposium: Molecular and Cellular Determinants of HIV Pathogenesis, March 2007.  
    Accumulation of HLA-class I-association CTL escape mutations in vivo during chronic infection is correlated with clinical markers of HIV-1 disease progression in a dose-dependent manner.
  • Z. Brumme
  • C. Brumme
  • C. Kadie
  • B. Korber
  • C. Daniels
  • T. Bhattacharya
  • J. Carlson
  • T. Mo
  • C. Chui
  • J. Montaner
  • B. Walker
  • D. Heckerman
  • P.R. Harrigan
  • Poster, Keystone Symposium: Molecular and Cellular Determinants of HIV Pathogenesis,
    March 2007.
     
    Presence of HLA class I-associated CTL escape mutations in chronic untreated HIV infection is significantly correlated with clinical markers of more severe disease progression.
  • Z. Brumme
  • C. Brumme
  • C. Kadie
  • J. Carlson
  • C. Chui
  • T. Mo
  • J. Montaner
  • B. Walker
  • D. Heckerman
  • P. Harrigan
  • Presentation, 14th Conference on Retroviruses and Opportunistic Infections (CROI), February 2007  
    Application of two bioinformatic methods to asses populational HIV evolution in response to HLA class-I mediated selection pressure reveals unprecedented levels of HLA-associated escape mutations across HIV nef.
  • C. Brumme
  • Z. Brumme
  • J. Carlson
  • C. Kadie
  • C. Chui
  • J. Montaner
  • B. Walker
  • P. Harrigan
  • D. Heckerman
  • Poster, 14th Conference on Retroviruses and Opportunistic Infections (CROI), February 2007.  
    Identifying the effects of human immune pressure on the evolution of HIV.
  • J. Carlson
  • C. Kadie
  • D. Heckerman
  • Presentation, NIPS workshop on computational biology, December 2006 Abstract
    Learning MHC I - peptide binding
  • N. Jojic
  • Manuel Reyes-Gomez
  • D. Heckerman
  • C.M. Kadie
  • Ora Schueler-Furman
  • Bioinformatics. Vol. 22, Number 14, 15 July 2006. Abstract, PDF
    Leveraging Information Across HLA Alleles/Supertypes Improves HLA-Specific Epitope Prediction
  • D. Heckerman
  • C.M. Kadie
  • J. Listgarten
  • Research in Computational Molecular Biology: 10th Annual International Conference (RECOMB 2006), Venice, Italy, April 2-5, 2006. Lecture Notes in Computer Science, Volume 3909, Mar 2006, Pages 296 - 308 PDF
    Leveraging Information Across HLA Alleles/Supertypes Improves HLA-Specific Epitope Prediction
  • D. Heckerman
  • C.M. Kadie
  • J. Listgarten
  • Microsoft Research Technical Report MSR-TR-2005-127, September, 2005. Abstract, PDF
    HLA-driven Optimization of an HIV Vaccine Immunogen
  • V. Jojic
  • D. Heckerman
  • C.M. Kadie
  • C. Meek
  • M. John
  • S. Mallal
  • Presentation at the 12th Conference on Retroviruses and Opportunistic Infections, Boston,  February 2005 Abstract, PDF
    Models of Attention in Computing and Communication: From Principles to Application
  • E. Horvitz
  • C.M. Kadie
  • T. Paek
  • D. Hovel
  • Communications of the ACM 46, 3 (March 2003), pp 52-59. PDF
    CFW: A Collaborative Filtering System Using Posteriors Over Weights of Evidence
  • C.M. Kadie
  • C. Meek
  • D. Heckerman
  • Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence, Edmonton, Alberta, August, 2002. Abstract, PDF,
    PS
    Coordinate: Probabilistic Forecasting of Presence and Availability
  • E. Horvitz
  • P. Koch
  • C.M. Kadie
  • A. Jacobs
  • Proceedings of the Eighteenth Conference on Uncertainty in Artificial Intelligence, Edmonton, Alberta, August, 2002. Abstract, PDF
    CFW: A Collaborative Filtering System Using Posteriors Over Weights of EvidenceNew Page 1
  • C.M. Kadie
  • C. Meek
  • D. Heckerman
  • Microsoft Research Technical Report MSR-TR-2002-46, March 2002. Abstract,
    PS
    MSBNx: A Component-Centric Toolkit for Modeling and Inference with Bayesian Networks
  • C.M. Kadie
  • D. Hovel
  • E. Horvitz
  • Microsoft Research Technical Report MSR-TR-2001-67, July 2001. Abstract,
    Word,
    PDF
    Dependency Networks for Density Estimation, Collaborative Filtering, and Data Visualization
  • D. Heckerman
  • D. Chickering
  • C. Meek
  • R. Rounthwaite
  • C.M. Kadie
  • Journal of Machine Learning Research, Volume 1, October 2000, pp. 49-75.  Abstract, PDF, PS, HTML
    Dependency Networks for Density Estimation, Collaborative Filtering, and Data Visualization
  • D. Heckerman
  • D. Chickering
  • C. Meek
  • R. Rounthwaite
  • C.M. Kadie
  • Proceedings of the Sixteenth Conference on Uncertainty in Artificial Intelligence, Stanford, CA, July, 2002.  Abstract, PDF
    Dependency Networks for Density Estimation, Collaborative Filtering, and Data Visualization.
  • D. Heckerman
  • D. Chickering
  • C. Meek
  • R. Rounthwaite
  • C.M. Kadie
  • Technical Report MSR-TR-00-16, Microsoft Research, February, 2000. Abstract,
    PDF
    Empirical Analysis of Predictive Algorithms for Collaborative Filtering
  • J. Breese
  • D. Heckerman
  • C.M. Kadie
  • Proceedings of the Fourteenth Conference on Uncertainty in Artificial Intelligence, Madison, WI, July, 1998. Abstract, PS
    Empirical Analysis of Predictive Algorithms for Collaborative Filtering
  • J. Breese
  • D. Heckerman
  • C.M. Kadie
  • Technical Report MSR-TR-98-12, Microsoft Research, Redmond, WA, May, 1998. Abstract, PS
    Applying Library Intellectual Freedom Principles to Public and Academic Computers
  • C.M. Kadie
  • In Computerization and Controversy: Value, Conflict, and Social Choices, 2nd Edition, edited by R. Kling, Academic Press, San Diego (1996).  
    Computers and Academic Freedom News: List of Banned Computer Material on College Campuses
  • C.M. Kadie
  • In Conceptual Issues on the Electronic Frontier, edited by Peter Ludlow, MIT Press, Cambridge, Massachusetts (1996). Text
    Seer: Maximum Likelihood Regression for Learning-Speed Curves
  • C.M. Kadie
  • Technical Report UIUCDCS-R-95-1874, Department of Computer Science, University of Illinois, Urbana, IL, August 1995. Ph.D. Thesis. PDF, Abstract, PS, HTML
    Robot-Building Lab and Contest and the 1993 National AI Conference
  • C.M. Kadie
  • AI Magazine, 14:4, Winter 1993. Abstract, PDF, HTML
    Continuous Conceptual Set Covering: Learning Robot Operators from Examples
  • C.M. Kadie
  • Proceedings of the Eighth International Conference on Machine Learning, Evanston, Illinois, 1991. Abstract, PS
    Quantifying the Value of Constructive Induction, Knowledge, and Noise Filtering on Inductive Learning
  • C.M. Kadie
  • Proceedings of the Eighth International Conference on Machine Learning, Evanston, Illinois, 1991. Abstract, PS
    Book Review of R.C. Johnson and C. Brown's Cognizers: Neural Networks and Machines that Think
  • C.M. Kadie
  • Artificial Intelligence Review, 4:4, 1990. Abstract, PS
    Conceptual Set Covering: Improving Fit-and-Split Algorithms
  • C.M. Kadie
  • Proceedings of the Seventh International Conference on Machine Learning, Austin, Texas, June 1990. Abstract, PS
    Diffy-S: Learning Robot Operators from Examples of Operator Effects
  • C.M. Kadie
  • Technical Report UIUCDCS-R-89-1550, Department of Computer Science, University of Illinois, Urbana, IL, October 1989. Master's Thesis. Abstract, PS
    Rational Nonmonotonic Reasoning
  • C.M. Kadie
  • Proceedings of the Fourth Workshop on Uncertainty in Artificial Intelligence, Minneapolis, August 1988. Abstract, PS
    Diffy-S: Learning Robot Operator Schemata From Examples,
  • C.M. Kadie
  • Proceedings of the Fifth International Conference on Machine Learning, Ann Arbor, Michigan, June 1988.  
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    Presentations and Interviews

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    Background

    Bachelor's, master's and doctoral degrees in Computer Science & Machine Learning from the University of Illinois, Urbana-Champaign

    50 patents and 42 published patent applications.

    Erdős-Bacon number of  7 (Erdős/Charles K. Chui/Zabrina L. Brumme/Carl Kadie & Bacon/Rade Serbedzija/Rex Davidson/Ben Kadie/Carl Kadie).

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