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Keyword: Labeled data
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Open AccessArticle
11 Pages, 1,210 KB Download PDF

Colorized iVAT Images for Labeled Data

Advances in Science, Technology and Engineering Systems Journal, Volume 8, Issue 4, Page # 111–121, 2023; DOI: 10.25046/aj080413
Abstract:

A 2-dimensional numerical data set X = {x1,…,xn} with associated category labels {l1,…,ln} can be accurately represented in a 2-dimensional scatterplot where color is used to represent each datum’s label. The colorized scatterplot indicates the presence or absence of spatial clusters in X and any special distribution of labels among those clusters. The same approach…

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(This article belongs to the SP15 (Special Issue on Innovation in Computing, Engineering Science & Technology 2023) & Section Information Systems in Computer Science (CIS))
Open AccessArticle
12 Pages, 1,267 KB Download PDF

Exploiting Domain-Aware Aspect Similarity for Multi-Source Cross-Domain Sentiment Classification

Advances in Science, Technology and Engineering Systems Journal, Volume 6, Issue 4, Page # 01–12, 2021; DOI: 10.25046/aj060401
Abstract:

We propose a novel framework exploiting domain-aware aspect similarity for solving the multi- source cross-domain sentiment classification problem under the constraint of little labeled data. Existing works mainly focus on identifying the common sentiment features from all domains with weighting based on the coarse-grained domain similarity. We argue that it might not provide an accurate…

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(This article belongs to the SP11 (Special Issue on Innovation in Computing, Engineering Science & Technology 2021) & Section Artificial Intelligence in Computer Science (CAI))

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