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Transfer learning to decode brain states reflecting the relationship between cognitive tasks 迁移学习解码大脑状态反映认知任务之间的关系
HBAI@IJCAI Pub Date : 2022-06-07 DOI: 10.48550/arXiv.2206.03950
Youzhi Qu, Xinyao Jian, Wenxin Che, Penghui Du, K. Fu, Quanying Liu
{"title":"Transfer learning to decode brain states reflecting the relationship between cognitive tasks","authors":"Youzhi Qu, Xinyao Jian, Wenxin Che, Penghui Du, K. Fu, Quanying Liu","doi":"10.48550/arXiv.2206.03950","DOIUrl":"https://doi.org/10.48550/arXiv.2206.03950","url":null,"abstract":"Transfer learning improves the performance of the target task by leveraging the data of a specific source task: the closer the relationship between the source and the target tasks, the greater the performance improvement by transfer learning. In neuroscience, the relationship between cognitive tasks is usually represented by similarity of activated brain regions or neural representation. However, no study has linked transfer learning and neuroscience to reveal the relationship between cognitive tasks. In this study, we propose a transfer learning framework to reflect the relationship between cognitive tasks, and compare the task relations reflected by transfer learning and by the overlaps of brain regions ( e.g. , neurosynth). Our results of transfer learning create cognitive taskonomy to reflect the relationship between cognitive tasks which is well in line with the task relations derived from neurosynth. Transfer learning performs better in task decoding with fMRI data if the source and target cognitive tasks activate similar brain regions. Our study uncovers the relationship of multiple cognitive tasks and provides guidance for source task selection in transfer learning for neural decoding based on small-sample data.","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121579624","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Balance Rule in Artificial Intelligence 人工智能中的平衡规则
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_24
Wenwei Li, Guangsheng Luo, F. Dai, Rong Li
{"title":"Balance Rule in Artificial Intelligence","authors":"Wenwei Li, Guangsheng Luo, F. Dai, Rong Li","doi":"10.1007/978-981-15-1398-5_24","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_24","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121336320","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Trends and Features of Human Brain Research Using Artificial Intelligence Techniques: A Bibliometric Approach 利用人工智能技术研究人脑的趋势和特点:文献计量学方法
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_5
Xieling Chen, Xinxin Zhang, Haoran Xie, Fu Lee Wang, Jun Yan, Tianyong Hao
{"title":"Trends and Features of Human Brain Research Using Artificial Intelligence Techniques: A Bibliometric Approach","authors":"Xieling Chen, Xinxin Zhang, Haoran Xie, Fu Lee Wang, Jun Yan, Tianyong Hao","doi":"10.1007/978-981-15-1398-5_5","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_5","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"137 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123771564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 10
Learning Preferences in a Cognitive Decision Model 认知决策模型中的学习偏好
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_13
Taher Rahgooy, K. Venable
{"title":"Learning Preferences in a Cognitive Decision Model","authors":"Taher Rahgooy, K. Venable","doi":"10.1007/978-981-15-1398-5_13","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_13","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"103 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122539658","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Applying Attention Mechanism and Deep Neural Network for Medical Object Segmentation and Classification in X-Ray Fluoroscopy Images 应用注意机制和深度神经网络进行x射线透视图像的医学目标分割与分类
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_7
Yong Zhang, Junhui Yan, Haitao Huang, Christopher Yencha
{"title":"Applying Attention Mechanism and Deep Neural Network for Medical Object Segmentation and Classification in X-Ray Fluoroscopy Images","authors":"Yong Zhang, Junhui Yan, Haitao Huang, Christopher Yencha","doi":"10.1007/978-981-15-1398-5_7","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_7","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116306927","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Visualizing Emotional States: A Method Based on Human Brain Activity 情绪状态可视化:一种基于人脑活动的方法
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_18
Yanfang Long, Wanzeng Kong, Xuanyu Jin, Jili Shang, Can Yang
{"title":"Visualizing Emotional States: A Method Based on Human Brain Activity","authors":"Yanfang Long, Wanzeng Kong, Xuanyu Jin, Jili Shang, Can Yang","doi":"10.1007/978-981-15-1398-5_18","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_18","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115726850","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Adaptive Joint Attention with Reinforcement Training for Convolutional Image Caption 卷积图像标题的自适应联合注意强化训练
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_17
Ruoyu Chen, Zhongnian Li, Daoqiang Zhang
{"title":"Adaptive Joint Attention with Reinforcement Training for Convolutional Image Caption","authors":"Ruoyu Chen, Zhongnian Li, Daoqiang Zhang","doi":"10.1007/978-981-15-1398-5_17","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_17","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114529546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A Robust Automated Pipeline for Localizing SEEG Electrode Contacts 一个强大的自动化管道定位SEEG电极触点
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_3
Zefan Lin, Guofu Wang, Jialang Cheng, Yaoxin Lin, Jianping Liu, Jiayin Lin, G. Luan, Jie Luo
{"title":"A Robust Automated Pipeline for Localizing SEEG Electrode Contacts","authors":"Zefan Lin, Guofu Wang, Jialang Cheng, Yaoxin Lin, Jianping Liu, Jiayin Lin, G. Luan, Jie Luo","doi":"10.1007/978-981-15-1398-5_3","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_3","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129749468","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Affinity Propagation Clustering Using Centroid-Deviation-Distance Based Similarity 基于质心偏差距离相似性的亲和传播聚类
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_21
Yifan Xie, Xing Wang, Long Zhang, Guoxian Yu
{"title":"Affinity Propagation Clustering Using Centroid-Deviation-Distance Based Similarity","authors":"Yifan Xie, Xing Wang, Long Zhang, Guoxian Yu","doi":"10.1007/978-981-15-1398-5_21","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_21","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"25 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117186677","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Early Diagnosis of Alzheimer's Disease Based on Deep Learning and GWAS 基于深度学习和GWAS的阿尔茨海默病早期诊断
HBAI@IJCAI Pub Date : 2019-08-12 DOI: 10.1007/978-981-15-1398-5_4
Dan Pan, Yin Huang, An Zeng, L. Jia, Xiaowei Song
{"title":"Early Diagnosis of Alzheimer's Disease Based on Deep Learning and GWAS","authors":"Dan Pan, Yin Huang, An Zeng, L. Jia, Xiaowei Song","doi":"10.1007/978-981-15-1398-5_4","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5_4","url":null,"abstract":"","PeriodicalId":146346,"journal":{"name":"HBAI@IJCAI","volume":"57 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127037813","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 8
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