However, the above proposed metric learning methods only adopt single metric learning model; integrating multiple metric learning models are thus also proposed in order to further improve the accuracy of human re-id.
In addition, the tagging speed of a model integrating multiple SRs can be accelerated equivalent to that of a model using only the most complex SR of the integrated model.
We develop a model integrating multiple experimental findings on the IS and oxidative stress systems and study its behaviour in scenarios of nutrient withdrawal, the simultaneous applications of Insulin and ROS, and the effects of low and high oxidative stress on insulin response.
In addition, models integrating multiple data sources, including histone modification ChIP-Seq data, have been shown to successfully improve cell type-specific TF binding site prediction [ 36, 80].
The modeling framework integrated multiple species-specific occupancy models that accounted for imperfect detection to produce estimates of species richness.
Ma et al. also proposed a bottom-up and top-down combined visual attention model by integrating multiple features, including contrast in image, motion, face detection, audition, and text [11].
The accompanying annotation was produced by transferring the MIPS v3.2 annotation, then refining the gene model annotation integrating multiple gene prediction algorithms within the Maker2 software [ 21] as well as by using available RNA-seq from two wild type F. graminearum isolates (PH-1 and Gz-3639) to provide additional gene model support.
Due to particle filter's excellent characteristics, it is employed in this paper not only to estimate target's state, but also to construct the dynamic observation model integrated by multiple cues.
The iBAG model provides a useful and intuitive framework for integrating multiple platforms to improve diagnosis and prognosis in cancer.
Our algorithm, PARADIGM (Pathway Recognition Algorithm using Data Integration on Genomic Models) (Vaske et al., 2010), uses a probabilistic graphical model to integrate multiple genomic data types on curated pathway databases and is unique for its per-sample approach that allows individual samples to be assessed alone or within the context of a cohort of interest.
To summarize, this FOXO model provides a framework into which future measurements can be fitted, and provides a central component for more complex models integrating the multiple upstream pathways and the downstream events that follow from the transcription of the multiple FOXO-regulated genes.
