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Author, Editor

Author(s):

Bickel, Steffen
Bogojeska, Jasmina
Lengauer, Thomas
Sheffer, Tobias

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Editor(s):

McCallum, Andrew
Roweis, Sam

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Not MPII Editor(s):

McCallum, Andrew
Roweis, Sam

BibTeX cite key*:

Bickel_icml_2008

Title, Booktitle

Title*:

Multi-Task Learning for HIV Therapy Screening

Booktitle*:

Proceedings, Twenty-Fifth International Conference on Machine Learning

Event, URLs

URL of the conference:

http://icml2008.cs.helsinki.fi/

URL for downloading the paper:

http://icml2008.cs.helsinki.fi/papers/520.pdf

Event Address*:

Helsinki, Finland

Language:

English

Event Date*
(no longer used):


Organization:


Event Start Date:

5 July 2008

Event End Date:

9 July 2008

Publisher

Name*:

Omnipress

URL:


Address*:

Madison, Wisconsin, USA

Type:


Vol, No, Year, pp.

Series:


Volume:


Number:


Month:


Pages:

56-63

Year*:

2008

VG Wort Pages:


ISBN/ISSN:

978-1-60558-205-4

Sequence Number:


DOI:




Note, Abstract, ©


(LaTeX) Abstract:

We address the problem of learning classifers for a large number of tasks. We derive a solution that produces resampling weights
which match the pool of all examples to the target distribution of any given task. Our work is motivated by the problem of predicting the outcome of a therapy attempt for a patient who carries an HIV virus with a set of observed genetic properties. Such predictions need to be made for hundreds of possible combinations of drugs, some of which use similar biochemical mechanisms. Multi-task learning enables us to make predictions even for drug combinations with few or no training examples and substantially improves the overall prediction accuracy.

Keywords:

multi-task learning, distribution matching, HIV therapy



Download
Access Level:

Internal

Correlation

MPG Unit:

Max-Planck-Institut für Informatik



MPG Subunit:

Computational Biology and Applied Algorithmics

Audience:

popular

Appearance:

MPII WWW Server, MPII FTP Server, MPG publications list, university publications list, working group publication list, Fachbeirat, VG Wort



BibTeX Entry:

@INPROCEEDINGS{Bickel_icml_2008,
AUTHOR = {Bickel, Steffen and Bogojeska, Jasmina and Lengauer, Thomas and Sheffer, Tobias},
EDITOR = {McCallum, Andrew and Roweis, Sam},
TITLE = {Multi-Task Learning for {HIV} Therapy Screening},
BOOKTITLE = {Proceedings, Twenty-Fifth International Conference on Machine Learning},
PUBLISHER = {Omnipress},
YEAR = {2008},
PAGES = {56--63},
ADDRESS = {Helsinki, Finland},
ISBN = {978-1-60558-205-4},
}


Entry last modified by Elena Zotenko, 04/01/2009
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Editor(s)
Jasmina Bogojeska
Created
12/01/2008 03:05:53 PM
Revisions
6.
5.
4.
3.
2.
Editor(s)
Elena Zotenko
Ruth Schneppen-Christmann
Ruth Schneppen-Christmann
Jasmina Bogojeska
Jasmina Bogojeska
Edit Dates
04/01/2009 03:47:12 PM
01.04.2009 11:16:12
22.01.2009 15:28:37
01/22/2009 02:45:30 PM
01/22/2009 02:44:29 PM