![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/ICHSPI2011/Speaker%20James_Cochran.jpg) |
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James J. Cochran
Co-chair of the Friends of Australasia
College of Business
Louisiana Tech University
Phone: +1 318 257 3445
Email: jcochran<at>latech.edu
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/LaTech.jpg)
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/mark_noborder.jpg) |
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Mark Griffin
Co-chair of the Friends of Australasia
Australian Development Agency for Statistics and Information Systems
Director
Phone: +61 448 176 926
Email: m.griffin<at>adasis-oz.com
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/chiu.jpg) |
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Grace Chiu, Ph.D.
Australian Representative of the Friends of Australasia
Senior Research Scientist
CSIRO Mathematics, Informatics and Statistics (CMIS)
Phone: +61 2 6216 7114
Email: grace.chiu<at>csiro.au
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/new_csiro.gif)
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/ICHSPI2011/Speaker%20Dongseok_Choi.jpg) |
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Dongseok Choi, Ph.D.
Asian Representative of the Friends of Australasia
Division of Biostatistics
Oregon Health and Science University
Phone: +503 494 5336
Email: choid<at>ohsu.edu
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/ohsu.jpg) |
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) 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Steven Miller
New Zealand Representative of the Friends of Australasia
Faculty of Computing and Mathematical Sciences
University of Waikato
Phone: +61 7 856 2889 Ext. 6032
Email: smiller<at>stats.waikato.ac.nz |
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/karuna.jpg)
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Karuna Reddy
Fiji Representative of the Friends of Australasia
Department of Mathematics
School of Science and Technology
The University of Fiji
Phone: +679 9269 710
Email: karunar<at>unifiji.ac.fj
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/unifiji_thumb_thumb.jpg) |
![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/Tammy.jpg) |
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Tammy Tom
Hawaiian Representative of the Friends of Australasia
Center on Disability Studies
University of Hawaii at Manoa
Phone: 808 944 1662
Email: tammy_m_tom<at>yahoo.com
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Ronald L. Wasserstein
ASA Staff Liaison for the Friends of Australasia
Executive Director
American Statistical Association
Promoting the Practice and the Profession of Statistics
Phone: +703 684 1221 Ext. 1860
Email: ron<at>amstat.org
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/ASA_good.jpg)
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![](https://higherlogicdownload.s3.amazonaws.com/AMSTAT/46331cb0-b402-498b-9666-342aecc6d1ed/UploadedImages/Main/contacts/Helena%20Billington.JPG) |
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Helena Billington
Publicity Officer for the Friends of Australasia
Phone: +61 422 509 465
Email: helena.billington<at>gmail.com
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The Executive Committee of the Friends of Australasia will hold their next conference call at AEST(Brisbane) 0800 on 8/5/2012
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