Soil samples (0–0.2 m), and ECa measured at shallow (0 – 0.5 m; ECas) and deep (0 – 1.6 m; ECad) depths of exploration using a DUALEM-1S EC meter, were taken approximately 4 m apart along a 120 m transect in
Here, we present a deep learning model (DLM) for predicting Next-Generation Sequencing (NGS) depth from DNA probe sequences. Our DLM includes a bidirectional recurrent neural network that takes as input both DNA nucleotide identities as well as the calculated probability of the nucleotide being ...
Current studies demonstrated the role of multiple factors in SE formation; however, a systematic analysis to assess the relative predictive importance of chromatin and sequence features of SEs and their constituents is lacking. In addition, a predictive model that integrates various types of data to ...
(2)Em,u[1T∑t=0T‖Rˆ(fˆ0:t,u0:t,m)−R(f0:t,u0:t,m)‖22]→minRˆ,where the sequence of approximated reservoir states fˆ0:t is obtained from the approximated transition function Fˆ, and the initial states are computed as follows:(3)f0=Finit(m),fˆ0=Fˆinit...
A Dual-Sequence MRI-Based Radiomics Model for Predicting High-Intensity Focused Ultrasound Ablation Efficacy in Adenomyosis Treatment Mengmeng SunXinyi DengHui XingRui ZhangBingbing FuTao AiFang WangXuechun WangLei ChenXiaogang MaoFeng Wu
Using analytical and numerical methods, estimates are given of future predictions in astrophysics that can be gathered from a sequence of observed events, for example for 纬-ray bursts. Some general probability considerations are provided and then a maximum likelihood estimation, together with an ...
[27,43]. They first filter the edges of the graph by length to remove short edges that are less relevant to the hierarchical structure, and then construct a sequence of subgraphs, where each subgraph is a subset of the next one. They then define a permutation-invariant descriptor function ...
Roman A LaskowskiJanet M ThorntonElsevier LtdCurr Opin Struct BiolWatson JD, Laskowski RA, Thornton JM. Predicting protein function from sequence and structural data. Curr Opin Struct Biol 2005 ; 15:275 - 84; http://dx.doi.org/ 10.1016/j.sbi.2005.04.003 ; PMID: 15963890Watson, JD, Las...
and cell cycle checkpoints (MAD2 (encoded byMAD2L1) in humans26,27,28). A computational analysis of the Protein Data Bank (PDB) that identified changes in secondary structure between protein models sharing the same sequence suggested that between 0.5% and 4% of all proteins are fold switchin...
When we remember events, we often do not only recall individual events, but also the connections between them. However, extant research has focused on how humans segment and remember discrete events from continuous input, with far less attention given to