Crystal Structure Representation for Neural Networks using Topological Approach
Sign Up to like & getrecommendations! Published in 2017 at "Molecular Informatics"
DOI: 10.1002/minf.201600162
Abstract: In the present work we describe a new approach, which uses topology of crystals for physicochemical properties prediction using artificial neural networks (ANN). The topologies of 268 crystal structures were determined using ToposPro software. Quotient… read more here.
Keywords: crystal structure; neural networks; structure representation; approach ... See more keywords
Support structure representation learning for sequential data clustering
Sign Up to like & getrecommendations! Published in 2022 at "Pattern Recognition"
DOI: 10.1016/j.patcog.2021.108326
Abstract: Abstract Sequential data clustering is a challenging task in data mining (e.g., motion recognition and video segmentation). For good performance in dealing with complex local correlation and high-dimensional structure of sequential data, representation based methods… read more here.
Keywords: sequential data; structure representation; subspace clustering; data clustering ... See more keywords
Ring Repeating Unit: An Upgraded Structure Representation of Linear Condensation Polymers for Property Prediction
Sign Up to like & getrecommendations! Published in 2023 at "Journal of chemical information and modeling"
DOI: 10.1021/acs.jcim.2c01389
Abstract: Unique structure representation of polymers plays a crucial role in developing models for polymer property prediction and polymer design by data-centric approaches. Currently, monomer and repeating unit (RU) approximations are widely used to represent polymer… read more here.
Keywords: representation; property prediction; structure; structure representation ... See more keywords
CSR-Net: Learning Adaptive Context Structure Representation for Robust Feature Correspondence
Sign Up to like & getrecommendations! Published in 2022 at "IEEE Transactions on Image Processing"
DOI: 10.1109/tip.2022.3166284
Abstract: Feature matching, which refers to identifying and then corresponding the same or similar visual pattern from two or more images, is a key technique in any image processing task that requires establishing good correspondences between… read more here.
Keywords: structure representation; context; feature; structure ... See more keywords