在非线性结构-属性空间中的距离感知分子性质预测
Jae Young Kim1,2, Dionisios G Vlachos1,2
1Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, Delaware 19716, United States.
Journal of chemical information and modeling
|June 23, 2025
概括
用有限的数据来预测分子特性是很困难的. 这项研究引入了一种使用结构属性关系和距离感知分类的新方法,以提高新化学领域的准确性.
科学领域:
- 计算化学是一种计算化学.
- 机器学习 机器学习
- 化学信息学 化学信息学
背景情况:
- 在新的化学领域,用有限的数据预测分子性质是一个重大挑战.
- 现有的方法经常与数据稀缺性和域特异性作斗争.
研究的目的:
- 开发一种用于分子性质预测的新框架,以解决新化学领域的数据限制.
- 通过基于域相关性和分子相似性量化不确定性来提高预测准确性.
主要方法:
- 开发了一种非线性结构-属性空间嵌入,将分子相似性与预测难度联系起来.
- 实现了远距离感知域分类,以平衡精度和真正阳性率.
- 纳入基于距离的不确定性量化,根据分子相似性进行缩放.
主要成果:
- 与四个生态毒性数据集的全球模型相比,本地模型将域内分子的根平均平方误差降低了28-48%.
- 在结构属性空间的距离和预测错误之间证明了强烈的相关性 (r = 0.40-0.62).
- 实现了生物滑剂基油属性应用的预测错误减少29%,超过了转移学习和标准机器学习.
结论:
- 拟议的框架通过专注于相关领域,有效地处理有限和异质的化学数据.
- 距离校准的不确定性估计为新型化学实体提供了可靠的预测.
- 该方法广泛适用于各种领域,包括毒性预测,药物发现和材料设计.
相关概念视频
Predicting Molecular Geometry
36.2K
VSEPR Theory for Determination of Electron Pair Geometries
36.2K
¹H NMR: Long-Range Coupling
2.0K
The coupling interactions of nuclei across four or more bonds are usually weak, with J values less than 1 Hz. While these are usually not observed in spectra, the presence of multiple bonds along the coupling pathway can result in observable long-range coupling.
In alkenes, spin information is communicated via σ–π overlap, as seen in allylic (four-bond) and homoallylic (five-bond) couplings. These coupling interactions are stronger when the σ bond is parallel to the alkene...
In alkenes, spin information is communicated via σ–π overlap, as seen in allylic (four-bond) and homoallylic (five-bond) couplings. These coupling interactions are stronger when the σ bond is parallel to the alkene...
2.0K
Molecular Models
40.8K
Physical models representing molecular architectures of chemical compounds play essential roles in understanding chemistry. The use of molecular models makes it easier to visualize the structures and shapes of atoms and molecules.
40.8K
Molecular Geometry and Dipole Moments
14.5K
The VSEPR theory can be used to determine the electron pair geometries and molecular structures as follows:
14.5K
Newman Projections
17.8K
Different notations are used to represent the three-dimensional structure of molecules on two-dimensional surfaces. One of the most commonly used representations is the dash-wedge formula. The dashed wedges, solid wedges, and the plane lines indicate the groups situated behind the plane, coming out of the plane, and in the plane, respectively.
The organic molecules rotate across the single bonds leading to numerous temporary three-dimensional structures of varying energy known as...
The organic molecules rotate across the single bonds leading to numerous temporary three-dimensional structures of varying energy known as...
17.8K
Intermolecular Forces and Physical Properties
22.8K
22.8K


