Associations between habitual diet, metabolic disease, and the gut microbiota using latent Dirichlet allocation
نویسندگان
چکیده
منابع مشابه
Associations between diet, gut microbiota and markers of CRC risk
Background Recent advances in our understanding of the contributions of gut microbiota to host metabolism have renewed research interest in how distortions in microbiota activities correlate with health status. While extensive microbiota surveys have already revealed the complexity of microbiota dynamics there is a need to better understand mechanisms through which microbiota can affect host me...
متن کاملAutomatic keyword extraction using Latent Dirichlet Allocation topic modeling: Similarity with golden standard and users' evaluation
Purpose: This study investigates the automatic keyword extraction from the table of contents of Persian e-books in the field of science using LDA topic modeling, evaluating their similarity with golden standard, and users' viewpoints of the model keywords. Methodology: This is a mixed text-mining research in which LDA topic modeling is used to extract keywords from the table of contents of sci...
متن کاملTCF21 Binding Sites Characterization using Latent Dirichlet Allocation TCF21 Binding Sites Characterization using Latent Dirichlet Allocation
Transcription factors play multiple roles in cell activity and gene expression, and discovering these roles often requires experimentation in a wet lab. We hope to bypass this process computationally by using topic modeling to infer the myriad of functions of a given transcription factor. Specifically, we apply Latent Dirichlet Allocation (LDA) to all peaks derived from running ChIP-seq on TCF2...
متن کاملSpatial Latent Dirichlet Allocation
In recent years, the language model Latent Dirichlet Allocation (LDA), which clusters co-occurring words into topics, has been widely applied in the computer vision field. However, many of these applications have difficulty with modeling the spatial and temporal structure among visual words, since LDA assumes that a document is a “bag-of-words”. It is also critical to properly design “words” an...
متن کاملLegal Documents Clustering using Latent Dirichlet Allocation
At present due to the availability of large amount of legal judgments in the digital form creates opportunities and challenges for both the legal community and for information technology researchers. This development needs assistance in organizing, analyzing, retrieving and presenting this content in a helpful and distributed manner. We propose an approach to cluster legal judgments based on th...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: Microbiome
سال: 2021
ISSN: 2049-2618
DOI: 10.1186/s40168-020-00969-9