[HTML][HTML] 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

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 …

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…

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 …

Zero-shot handwritten Chinese character recognition with hierarchical decomposition embedding

Z Cao, J Lu, S Cui, C Zhang - Pattern Recognition, 2020 - Elsevier
… The first 260 dimensions represent different radicals, and the last 12 … radical embedding
with the impact factor of node-path has a 2.61% improvement than binary radical embedding. …

A radical-aware attention-based model for chinese text classification

H Tao, S Tong, H Zhao, T Xu, B Jin, Q Liu - Proceedings of the AAAI …, 2019 - aaai.org
… lem, we set the vector dimension of each Chinese character, word, character-level … vectors,
we apply a well pre-trained word embedding model based on a large corpora3 to represent

Tangent-CFT: An embedding model for mathematical formulas

B Mansouri, S Rohatgi, DW Oard, J Wu… - Proceedings of the …, 2019 - dl.acm.org
… approach of graph embeddings such as DeepWalk, we generate tuples representing paths
… using visualizations that illustrate how formulas are clustered in two-dimensional space. …

Embedding regression: Models for context-specific description and inference

PL Rodriguez, A Spirling, BM Stewart - American Political Science …, 2023 - cambridge.org
… This fast and simple method produces valid vector representations … will suppose those
embeddings are all of three dimensions (… In contrast, the vocabularies are radically different in the …

Matrix wreath products of algebras and embedding theorems

A Alahmadi, H Alsulami, S Jain, E Zelmanov - Transactions of the American …, 2019 - ams.org
… We then use it to prove embedding theorems for Jacobson radical, nil, and primitive algebras.
In §6, we construct finitely generated nil algebras of arbitrary Gelfand-Kirillov dimension ≥ …

Joint spatial and radical analysis network for distorted Chinese character recognition

C Wu, ZR Wang, J Du, J Zhang… - … Conference on Document …, 2019 - ieeexplore.ieee.org
… The dimension of GRU units n and the dimension of embedding m are set to 256. The …
6, we selected some representative images to show the correction effect of ST in JSRAN. …