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In contrast to traditional cross-modal search, social network cross-modal information search is restricted by data quality for arbitrary text and low-resolution visual features. In addition, the semantic sparseness of cross-modal data from social networks results in the text and visual modalities misleading each other. In this paper, we propose a cross-modal search method for social network data that capitalizes on adversarial learning (cross-modal search with adversarial learning: CMSAL). We adopt self-attention-based neural networks to generate modality-oriented representations for further intermodal correlation learning. A search module is implemented based on adversarial learning, through which the discriminator is designed to measure the distribution of generated features from intramodal and intramodal perspectives. Experiments on real-word datasets from Sina Weibo and Wikipedia, which have similar properties to social networks, show that the proposed method outperforms the state-of-the-art cross-modal search methods.<\/jats:p>","DOI":"10.1155\/2020\/7834953","type":"journal-article","created":{"date-parts":[[2020,7,11]],"date-time":"2020-07-11T23:31:26Z","timestamp":1594510286000},"page":"1-12","source":"Crossref","is-referenced-by-count":3,"title":["Cross-Modal Search for Social Networks via Adversarial Learning"],"prefix":"10.1155","volume":"2020","author":[{"given":"Nan","family":"Zhou","sequence":"first","affiliation":[{"name":"Beijing Key Lab of Intelligent Telecommunication Software and Multimedia, School of Computer Science, Beijing University of Posts and Telecommunications, 100876 Beijing, 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