|Title: ||Detection of rhythmic signals in Oscillatory Systems using order Restricted Inference|
|Authors: ||Larriba González, Yolanda|
Rueda Sabater, Cristina
Fernández Temprano, Miguel A.
Peddada, Shyamal D.
|Conference: ||9th International Conference of the ERCIM Working Group on Computational and Methodological Statistics|
|Issue Date: ||2016|
|Abstract: ||The determination of rhythmic signals in oscillatory systems, such as cell cycle or circadian clock, is essential for biologists to know which genes
are associated to the system. While there are several procedures available for this task in the literature, none of them is satisfactory enough. One of
the reasons for this is the absence of a good definition of rhythmic signal. We propose a new definition of rhythmic signal using order restrictions
and taking into account the needs of the biologists, and an algorithm based on order restricted inference and conditional tests to detect and classify
the signals in different groups. We test the algorithm in simulations and with real databases from circadian clock, and compare it with the most
usual methods available showing its good performance.|
|Appears in Collections:||DEP24 - Comunicaciones a congresos, conferencias, etc.|