Semi-supervised manifold alignment with few correspondences
Sign Up to like & getrecommendations! Published in 2017 at "Neurocomputing"
DOI: 10.1016/j.neucom.2016.12.010
Abstract: In recent years, manifold alignment methods have aroused a great of interest in the machine learning community which construct a common latent space shared by multiple input data sets. In a semi-supervised problem, it is… read more here.
Keywords: alignment correspondences; supervised manifold; manifold alignment; semi supervised ... See more keywords
MAT2: Manifold alignment of single-cell transcriptomes with cell triplets.
Sign Up to like & getrecommendations! Published in 2021 at "Bioinformatics"
DOI: 10.1093/bioinformatics/btab250
Abstract: MOTIVATION Aligning single-cell transcriptomes is important for the joint analysis of multiple single-cell RNA sequencing datasets, which in turn is vital to establishing a holistic cellular landscape of certain biological processes. Although numbers of approaches… read more here.
Keywords: single cell; cell transcriptomes; cell triplets; cell ... See more keywords
GrassMA: Graph-Based Semi-Supervised Manifold Alignment for Indoor WLAN Localization
Sign Up to like & getrecommendations! Published in 2017 at "IEEE Sensors Journal"
DOI: 10.1109/jsen.2017.2752844
Abstract: Wireless local area network (WLAN) fingerprinting has been extensively studied for indoor localization due to the formidable deployability of WLAN in indoor environment, but one major bottleneck of its practical implementation is the extensive calibration… read more here.
Keywords: supervised manifold; graph based; semi supervised; based semi ... See more keywords
Manifold Alignment Aware Ants: A Markovian Process for Manifold Extraction
Sign Up to like & getrecommendations! Published in 2022 at "Neural Computation"
DOI: 10.1162/neco_a_01478
Abstract: Abstract The presence of manifolds is a common assumption in many applications, including astronomy and computer vision. For instance, in astronomy, low-dimensional stellar structures, such as streams, shells, and globular clusters, can be found in… read more here.
Keywords: aware ants; background noise; alignment aware; manifold alignment ... See more keywords
MATCHER: manifold alignment reveals correspondence between single cell transcriptome and epigenome dynamics
Sign Up to like & getrecommendations! Published in 2017 at "Genome Biology"
DOI: 10.1186/s13059-017-1269-0
Abstract: Single cell experimental techniques reveal transcriptomic and epigenetic heterogeneity among cells, but how these are related is unclear. We present MATCHER, an approach for integrating multiple types of single cell measurements. MATCHER uses manifold alignment… read more here.
Keywords: single cell; cell; manifold alignment; transcriptome epigenome ... See more keywords