[PDF][PDF] Radical-based hierarchical embeddings for Chinese sentiment analysis at sentence level

H Peng, E Cambria, X Zou - The thirtieth international flairs conference, 2017 - cdn.aaai.org
radicals, we decide to map radicals to embeddings (numeric representation at lower
dimension… We call this type of radical embedding as semantic radical embedding (Rsemantic), …

Principled approach to the selection of the embedding dimension of networks

W Gu, A Tandon, YY Ahn, F Radicchi - Nature Communications, 2021 - nature.com
… a low-dimensional embedding to be able to well represent a … is fully and exactly encoded
by the embedding. This fact was … embeddings represent two radically different representations

[PDF][PDF] Politics as Usual? Antecedents of Radical-Right Frames in US Electoral Discourse

B Bonikowski, Y Luo, O Stuhler - 2021 - files.osf.io
… forest classifier on embeddings representations of our data … , but also that traditional
embeddings-based classifiers are … not for any of the other five dimensions in our data). The other …

Radical and stroke-enhanced chinese word embeddings based on neural networks

S Wang, W Zhou, Q Zhou - Neural Processing Letters, 2020 - Springer
… have a representational vector with the same dimension, ie, context word embeddings. … the
implicit radical representations and stroke n-grams to learn the Chinese word embeddings, is …

Dual long short-term memory networks for sub-character representation learning

H He, L Wu, X Yang, H Yan, Z Gao, Y Feng… - … -New Generations: 15th …, 2018 - Springer
… compose character embeddings from radical embeddings in both … Its compositional
representation \(\mathbf {h}_{i}^{r} \in \… these radical embeddings, where k is the dimension of …

Radical analysis network for learning hierarchies of Chinese characters

J Zhang, J Du, L Dai - Pattern Recognition, 2020 - Elsevier
… Therefore, in addition to RGB representations, we use HSV representations to … The embedding
dimension m′ and GRU decoder dimension n are set to 256. The attention dimension n…

The geometry of culture: Analyzing the meanings of class through word embeddings

AC Kozlowski, M Taddy… - American Sociological …, 2019 - journals.sagepub.com
… We show that derived dimensions of word embedding vector spaces correspond closely
to “… of word embedding models to represent cultural dimensions promotes a radical view of …

Universal and homogeneous embeddings of dual polar spaces of rank 3 defined over quadratic alternative division algebras

B De Bruyn, H Van Maldeghem - Journal für die reine und …, 2016 - degruyter.com
… We provide an explicit representation of this dual polar … the universal embeddings, which
could be infinitedimensional. … of the image of e is contained in the radical R of . Indeed, we note …

Ideography leads us to the field of cognition: A radical-guided associative model for chinese text classification

H Tao, S Tong, K Zhang, T Xu, Q Liu, E Chen… - Proceedings of the …, 2021 - ojs.aaai.org
… In order to represent the associative words in concept set U = {w1,w2, ..., wλ} for subsequent
… -dimension real-value vector. Here, we apply an external well pre-trained embedding model …

Unfolding the dimensionality structure of social networks in ideological embeddings

PR Morales, JP Cointet, GM Zolotoochin - Proceedings of the 2021 IEEE …, 2021 - dl.acm.org
… : from social networks, embedding them in ideological spaces where dimensions stand for
… HOMOPHILY EMBEDDING We represent this bipartite subgraph as an adjacency matrix A …