Numerical characterization of molecular structure is a first step in many computational analysis of chemical structure data. These numerical representations, termed descriptors, come in many forms, ranging from simple atom counts and invariants of the molecular graph to distribution of properties, such as charge, across a molecular surface. In this article we first present a broad categorization of descriptors and then describe applications and toolkits that can be employed to evaluate them. We highlight a number of issues surrounding molecular descriptor calculations such as versioning and reproducibility and describe how some toolkits have attempted to address these problems
<p></p><p>There has been a recent surge of interest in using machine learning across chemical space ...
Molecular descriptors have been explored extensively. From these studies, it is known that a large n...
The number of materials or molecules that can be created by combining different chemical elements in...
Numerical characterization of molecular structure is a first step in many computational analysis of ...
This paper presents an analysis of entropy-based molecular descriptors. Specifically, we use real ch...
This paper presents an analysis of entropy-based molecular descrip-tors. Specifically, we use real c...
Sometimes the complexity of a system, or the properties derived from it, do depend neither on the in...
One popular method for the representation and characterization of chemical structure is through the ...
Sometimes the complexity of a system, or the properties derived from it, do depend neither on the in...
The problem of modeling structure-property relationships is a fundamental one in contemporary biolog...
There has been a recent surge of interest in using machine learning across chemical space in order t...
The determination of molecular structure is one of the principal aims in many areas of chemistry bec...
Copyright © 2014 Hamza Hentabli et al.This is an open access article distributed under theCreativeCo...
Abstract: The use of descriptors based on local properties calculated at the molecular surface for Q...
Abstract Molecular descriptors are widely employed to present molecular characteristics in cheminfor...
<p></p><p>There has been a recent surge of interest in using machine learning across chemical space ...
Molecular descriptors have been explored extensively. From these studies, it is known that a large n...
The number of materials or molecules that can be created by combining different chemical elements in...
Numerical characterization of molecular structure is a first step in many computational analysis of ...
This paper presents an analysis of entropy-based molecular descriptors. Specifically, we use real ch...
This paper presents an analysis of entropy-based molecular descrip-tors. Specifically, we use real c...
Sometimes the complexity of a system, or the properties derived from it, do depend neither on the in...
One popular method for the representation and characterization of chemical structure is through the ...
Sometimes the complexity of a system, or the properties derived from it, do depend neither on the in...
The problem of modeling structure-property relationships is a fundamental one in contemporary biolog...
There has been a recent surge of interest in using machine learning across chemical space in order t...
The determination of molecular structure is one of the principal aims in many areas of chemistry bec...
Copyright © 2014 Hamza Hentabli et al.This is an open access article distributed under theCreativeCo...
Abstract: The use of descriptors based on local properties calculated at the molecular surface for Q...
Abstract Molecular descriptors are widely employed to present molecular characteristics in cheminfor...
<p></p><p>There has been a recent surge of interest in using machine learning across chemical space ...
Molecular descriptors have been explored extensively. From these studies, it is known that a large n...
The number of materials or molecules that can be created by combining different chemical elements in...