Rough Path Theory是 Controlled Differential Equations 中非常重要的 topic,而 Signature Method则是 Rough Path Theory的基础,以下内容整理自 A Primer on the Signature Method in Machine Learning arxiv.org/abs/1603.0378 只展示了重要定义与概念,留档自用。
The second part of these notes discusses practical applications of the path signature to the area of machine learning. The signature approach represents a non-parametric way for extraction of characteristic features from data. The data are converted into a multi-dimensional path by means of various...
Comprehensive transcriptome mining identified the gene expression signature and differentially regulated pathways of the late-onset preeclampsia. Pregnancy Hypertens. 25, 91–102 (2021). Article PubMed Google Scholar Than, N. G. et al. Early pathways, biomarkers, and four distinct molecular ...
et al. Simulation of adaptive immune receptors and repertoires with complex immune information to guide the development and benchmarking of AIRR machine learning. Preprint at bioRxiv https://doi.org/10.1101/2023.10.20.562936 (2023). Mariotti-Ferrandiz, E. et al. A TCRβ repertoire signature can...
et al. Protein paucimannosylation is an enriched N-glycosylation signature of human cancers. Proteomics 19, e1900010 (2019). Google Scholar Chatterjee, S. et al. Trends in oligomannosylation and alpha1,2-mannosidase expression in human cancers. Oncotarget 12, 2188–2205 (2021). Google ...
Signature ‘strains’ of α-synuclein may be diagnostic and also better targeted therapeutically. PubMed PubMed Central Google Scholar Candelise, N. et al. Seeding variability of different alpha synuclein strains in synucleinopathies. Ann. Neurol. 85, 691–703 (2019). CAS PubMed Google ...
including machine learning and deep learning, has provided numerous opportunities for improved modern radiomics work in breast imaging. There has been extensive radiomics work in mammography, digital breast tomosynthesis, MRI, ultrasound, PET-CT, and combined multimodality imaging. Specific radiomics outcome...
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Several U-Boot commands use this header data both to verify the integrity of the image (U-Boot also puts a CRC signature in the header) and to instruct various commands what to do with the image. U-Boot has a command called iminfo that reads the image header and displays the image att...
et al. The molecular signature of human testicular peritubular cells revealed by single-cell analysis. Cells 11, 3685 (2022). Article CAS PubMed PubMed Central Google Scholar Mayerhofer, A. Human testicular peritubular cells: more than meets the eye. Reproduction 145, R107–R116 (2013). ...