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Journal of Intelligent Information Systems最新文献

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Identifying multimodal misinformation leveraging novelty detection and emotion recognition. 利用新颖性检测和情绪识别识别多模式错误信息。
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-06-06 DOI: 10.1007/s10844-023-00789-x
Rina Kumari, Nischal Ashok, Pawan Kumar Agrawal, Tirthankar Ghosal, Asif Ekbal
{"title":"Identifying multimodal misinformation leveraging novelty detection and emotion recognition.","authors":"Rina Kumari,&nbsp;Nischal Ashok,&nbsp;Pawan Kumar Agrawal,&nbsp;Tirthankar Ghosal,&nbsp;Asif Ekbal","doi":"10.1007/s10844-023-00789-x","DOIUrl":"10.1007/s10844-023-00789-x","url":null,"abstract":"<p><p>With the growing presence of multimodal content on the web, a specific category of fake news is rampant on popular social media outlets. In this category of fake online information, real multimedia contents (images, videos) are used in different but related contexts with manipulated texts to mislead the readers. The presence of seemingly non-manipulated multimedia content reinforces the belief in the associated fabricated textual content. Detecting this category of misleading multimedia fake news is almost impossible without relevance to any prior knowledge. In addition to this, the presence of <i>highly novel</i> and <i>emotion-invoking</i> contents can fuel the rapid dissemination of such fake news. To counter this problem, in this paper, we first introduce a novel multimodal fake news dataset that includes <i>background knowledge</i> (from authenticate sources) of the misleading articles. Second, we design a multimodal framework using <i>Supervised Contrastive Learning (SCL) based novelty detection</i> and <i>Emotion Prediction</i> tasks for fake news detection. We perform extensive experiments to reveal that our proposed model outperforms the state-of-the-art (SOTA) models.</p>","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":" ","pages":"1-22"},"PeriodicalIF":3.4,"publicationDate":"2023-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10242597/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9720385","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
A semiautomatic method for obtaining a predictive deep learning model and a rule-based system for abdominal aortic aneurysms 一种获得预测深度学习模型的半自动方法和基于规则的腹主动脉瘤系统
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-06-05 DOI: 10.1007/s10844-023-00781-5
Alberto Nogales, Fernando Gallardo, Miguel Pajares, Javier Martinez Gamez, José Moreno, Á. García-Tejedor
{"title":"A semiautomatic method for obtaining a predictive deep learning model and a rule-based system for abdominal aortic aneurysms","authors":"Alberto Nogales, Fernando Gallardo, Miguel Pajares, Javier Martinez Gamez, José Moreno, Á. García-Tejedor","doi":"10.1007/s10844-023-00781-5","DOIUrl":"https://doi.org/10.1007/s10844-023-00781-5","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"23 1","pages":""},"PeriodicalIF":3.4,"publicationDate":"2023-06-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82706706","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A novel approach for software defect prediction using CNN and GRU based on SMOTE Tomek method 一种基于SMOTE Tomek方法的基于CNN和GRU的软件缺陷预测新方法
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-05-16 DOI: 10.1007/s10844-023-00793-1
N. A. A. Khleel, K. Nehéz
{"title":"A novel approach for software defect prediction using CNN and GRU based on SMOTE Tomek method","authors":"N. A. A. Khleel, K. Nehéz","doi":"10.1007/s10844-023-00793-1","DOIUrl":"https://doi.org/10.1007/s10844-023-00793-1","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"131 1","pages":"1-35"},"PeriodicalIF":3.4,"publicationDate":"2023-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72388850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
BERT-PG: a two-branch associative feature gated filtering network for aspect sentiment classification 面向方面情感分类的双分支关联特征门控过滤网络
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-05-16 DOI: 10.1007/s10844-023-00785-1
Jiamei Wang, Wei Wu, Jiansi Ren
{"title":"BERT-PG: a two-branch associative feature gated filtering network for aspect sentiment classification","authors":"Jiamei Wang, Wei Wu, Jiansi Ren","doi":"10.1007/s10844-023-00785-1","DOIUrl":"https://doi.org/10.1007/s10844-023-00785-1","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"13 1","pages":"1-22"},"PeriodicalIF":3.4,"publicationDate":"2023-05-16","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89881849","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Multilingual deep learning framework for fake news detection using capsule neural network. 使用胶囊神经网络检测假新闻的多语言深度学习框架。
IF 2.3 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-05-09 DOI: 10.1007/s10844-023-00788-y
Rami Mohawesh, Sumbal Maqsood, Qutaibah Althebyan
{"title":"Multilingual deep learning framework for fake news detection using capsule neural network.","authors":"Rami Mohawesh, Sumbal Maqsood, Qutaibah Althebyan","doi":"10.1007/s10844-023-00788-y","DOIUrl":"10.1007/s10844-023-00788-y","url":null,"abstract":"<p><p>Fake news detection is an essential task; however, the complexity of several languages makes fake news detection challenging. It requires drawing many conclusions about the numerous people involved to comprehend the logic behind some fake stories. Existing works cannot collect more semantic and contextual characteristics from documents in a particular multilingual text corpus. To bridge these challenges and deal with multilingual fake news detection, we present a semantic approach to the identification of fake news based on relational variables like sentiment, entities, or facts that may be directly derived from the text. Our model outperformed the state-of-the-art methods by approximately 3.97% for English to English, 1.41% for English to Hindi, 5.47% for English to Indonesian, 2.18% for English to Swahili, and 2.88% for English to Vietnamese language reviews on TALLIP fake news dataset. To the best of our knowledge, our paper is the first study that uses a capsule neural network for multilingual fake news detection.</p>","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":" ","pages":"1-17"},"PeriodicalIF":2.3,"publicationDate":"2023-05-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10169214/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9720387","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The more "similar" the happier: Augmenting text using similarity scoring with neural embeddings for happiness classification 越“相似”越快乐:使用相似度评分和神经嵌入来增加文本的快乐分类
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-05-02 DOI: 10.1007/s10844-023-00791-3
Yong Kuan Shyang, Jasy Suet Yan Liew
{"title":"The more \"similar\" the happier: Augmenting text using similarity scoring with neural embeddings for happiness classification","authors":"Yong Kuan Shyang, Jasy Suet Yan Liew","doi":"10.1007/s10844-023-00791-3","DOIUrl":"https://doi.org/10.1007/s10844-023-00791-3","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"124 1","pages":"1-23"},"PeriodicalIF":3.4,"publicationDate":"2023-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"87346654","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-perspective enriched instance graphs for next activity prediction through graph neural network 基于图神经网络的多视角丰富实例图下一个活动预测
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-05-01 DOI: 10.1007/s10844-023-00777-1
Andrea Chiorrini, C. Diamantini, Laura Genga, D. Potena
{"title":"Multi-perspective enriched instance graphs for next activity prediction through graph neural network","authors":"Andrea Chiorrini, C. Diamantini, Laura Genga, D. Potena","doi":"10.1007/s10844-023-00777-1","DOIUrl":"https://doi.org/10.1007/s10844-023-00777-1","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"1 1","pages":"1-21"},"PeriodicalIF":3.4,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86277805","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Offensive language identification with multi-task learning 多任务学习下的攻击性语言识别
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-04-29 DOI: 10.1007/s10844-023-00787-z
Marcos Zampieri, Tharindu Ranasinghe, Diptanu Sarkar, Alex Ororbia
{"title":"Offensive language identification with multi-task learning","authors":"Marcos Zampieri, Tharindu Ranasinghe, Diptanu Sarkar, Alex Ororbia","doi":"10.1007/s10844-023-00787-z","DOIUrl":"https://doi.org/10.1007/s10844-023-00787-z","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"36 1","pages":"1-18"},"PeriodicalIF":3.4,"publicationDate":"2023-04-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88357018","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transformer-based Denoising Adversarial Variational Entity Resolution 基于变换的去噪对抗变分实体分解
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-04-17 DOI: 10.1007/s10844-022-00773-x
Shuaichao Li, Huaiguang Wu
{"title":"Transformer-based Denoising Adversarial Variational Entity Resolution","authors":"Shuaichao Li, Huaiguang Wu","doi":"10.1007/s10844-022-00773-x","DOIUrl":"https://doi.org/10.1007/s10844-022-00773-x","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"1 1","pages":"1-20"},"PeriodicalIF":3.4,"publicationDate":"2023-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90348564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Bi-knowledge views recommendation based on user-oriented contrastive learning 基于面向用户的对比学习的双知识视图推荐
IF 3.4 3区 计算机科学
Journal of Intelligent Information Systems Pub Date : 2023-04-13 DOI: 10.1007/s10844-023-00778-0
Yi Liu, Hongrui Xuan, Bohan Li
{"title":"Bi-knowledge views recommendation based on user-oriented contrastive learning","authors":"Yi Liu, Hongrui Xuan, Bohan Li","doi":"10.1007/s10844-023-00778-0","DOIUrl":"https://doi.org/10.1007/s10844-023-00778-0","url":null,"abstract":"","PeriodicalId":56119,"journal":{"name":"Journal of Intelligent Information Systems","volume":"32 1","pages":"1-20"},"PeriodicalIF":3.4,"publicationDate":"2023-04-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91278519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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