A Probabilistic Model for the Extraction of Expression Levels from Oligonucleotide Arrays

Marta Milo, Alireza Fazeli, Mahesan NiranjanNeil D. Lawrence
,  31(6):1510-1512, 2003.

Abstract

In this work we present a probabilistic model to estimate summaries of Affymetrix GeneChip probe level data. Comparisons with two different models were made both on a publicly available dataset and on a study performed in our laboratory, showing that our model performs better for consistency of fold change.

Cite this Paper


BibTeX
@InProceedings{pmlr-v-milo-probabilistic03, title = {A Probabilistic Model for the Extraction of Expression Levels from Oligonucleotide Arrays}, author = {Marta Milo and Alireza Fazeli and Mahesan Niranjan and Neil D. Lawrence}, pages = {1510--1512}, year = {}, editor = {}, volume = {31}, number = {6}, url = {http://inverseprobability.com/publications/milo-probabilistic03.html}, abstract = {In this work we present a probabilistic model to estimate summaries of Affymetrix GeneChip probe level data. Comparisons with two different models were made both on a publicly available dataset and on a study performed in our laboratory, showing that our model performs better for consistency of fold change.} }
Endnote
%0 Conference Paper %T A Probabilistic Model for the Extraction of Expression Levels from Oligonucleotide Arrays %A Marta Milo %A Alireza Fazeli %A Mahesan Niranjan %A Neil D. Lawrence %B %C Proceedings of Machine Learning Research %D %E %F pmlr-v-milo-probabilistic03 %I PMLR %J Proceedings of Machine Learning Research %P 1510--1512 %U http://inverseprobability.com %V %N 6 %W PMLR %X In this work we present a probabilistic model to estimate summaries of Affymetrix GeneChip probe level data. Comparisons with two different models were made both on a publicly available dataset and on a study performed in our laboratory, showing that our model performs better for consistency of fold change.
RIS
TY - CPAPER TI - A Probabilistic Model for the Extraction of Expression Levels from Oligonucleotide Arrays AU - Marta Milo AU - Alireza Fazeli AU - Mahesan Niranjan AU - Neil D. Lawrence BT - PY - DA - ED - ID - pmlr-v-milo-probabilistic03 PB - PMLR SP - 1510 DP - PMLR EP - 1512 L1 - UR - http://inverseprobability.com/publications/milo-probabilistic03.html AB - In this work we present a probabilistic model to estimate summaries of Affymetrix GeneChip probe level data. Comparisons with two different models were made both on a publicly available dataset and on a study performed in our laboratory, showing that our model performs better for consistency of fold change. ER -
APA
Milo, M., Fazeli, A., Niranjan, M. & Lawrence, N.D.. (). A Probabilistic Model for the Extraction of Expression Levels from Oligonucleotide Arrays. , in PMLR (6):1510-1512

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