Human brain and artificial intelligence : first International Workshop, HBAI 2019, held in conjunction with IJCAI 2019, Macao, China, August 12, 2019, revised selected papers. HBAI (Conference) (1st : 2019 : Macau, China)最新文献
{"title":"Human Brain and Artificial Intelligence: Third International Workshop, HBAI 2022, Held in Conjunction with IJCAI-ECAI 2022,Vienna, Austria, July 23, 2022, Revised Selected Papers","authors":"","doi":"10.1007/978-981-19-8222-4","DOIUrl":"https://doi.org/10.1007/978-981-19-8222-4","url":null,"abstract":"","PeriodicalId":93181,"journal":{"name":"Human brain and artificial intelligence : first International Workshop, HBAI 2019, held in conjunction with IJCAI 2019, Macao, China, August 12, 2019, revised selected papers. HBAI (Conference) (1st : 2019 : Macau, China)","volume":"46 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91531150","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}
{"title":"Human Brain and Artificial Intelligence: Second International Workshop, HBAI 2020, Held in Conjunction with IJCAI-PRICAI 2020, Yokohama, Japan, January 7, 2021, Revised Selected Papers","authors":"","doi":"10.1007/978-981-16-1288-6","DOIUrl":"https://doi.org/10.1007/978-981-16-1288-6","url":null,"abstract":"","PeriodicalId":93181,"journal":{"name":"Human brain and artificial intelligence : first International Workshop, HBAI 2019, held in conjunction with IJCAI 2019, Macao, China, August 12, 2019, revised selected papers. HBAI (Conference) (1st : 2019 : Macau, China)","volume":"16 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86263402","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}
Phoebe Chen, A. Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, K. Sivalingam, D. Ślęzak, T. Washio, Xiaokang Yang, Junsong Yuan, Simone Diniz Junqueira Barbosa, An Zeng, Dan Pan, Tianyong Hao, Daoqiang Zhang, Yiyu Shi, Xiaowei Song Eds
{"title":"Human Brain and Artificial Intelligence: First International Workshop, HBAI 2019, Held in Conjunction with IJCAI 2019, Macao, China, August 12, 2019, Revised Selected Papers","authors":"Phoebe Chen, A. Cuzzocrea, Xiaoyong Du, Orhun Kara, Ting Liu, K. Sivalingam, D. Ślęzak, T. Washio, Xiaokang Yang, Junsong Yuan, Simone Diniz Junqueira Barbosa, An Zeng, Dan Pan, Tianyong Hao, Daoqiang Zhang, Yiyu Shi, Xiaowei Song Eds","doi":"10.1007/978-981-15-1398-5","DOIUrl":"https://doi.org/10.1007/978-981-15-1398-5","url":null,"abstract":"","PeriodicalId":93181,"journal":{"name":"Human brain and artificial intelligence : first International Workshop, HBAI 2019, held in conjunction with IJCAI 2019, Macao, China, August 12, 2019, revised selected papers. HBAI (Conference) (1st : 2019 : Macau, China)","volume":"22 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88115149","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}
Qunxi Dong, Jie Zhang, Qingyang Li, Pau M Thompson, Richard J Caselli, Jieping Ye, Yalin Wang
{"title":"Multi-task Dictionary Learning based on Convolutional Neural Networks for Longitudinal Clinical Score Predictions in Alzheimer's Disease.","authors":"Qunxi Dong, Jie Zhang, Qingyang Li, Pau M Thompson, Richard J Caselli, Jieping Ye, Yalin Wang","doi":"10.1007/978-981-15-1398-5_2","DOIUrl":"10.1007/978-981-15-1398-5_2","url":null,"abstract":"<p><p>Computer-aided diagnosis (CAD) systems for medical images are seen as effective tools to improve the efficiency of diagnosis and prognosis of Alzheimers disease (AD). The current state-of-the-art models for many images analyzing tasks are based on Convolutional Neural Networks (CNN). However, the lack of training data is a common challenge in applying CNN to the diagnosis of AD and its prodromal stages. Another challenge for CAD applications is the controversy between the requiring of longitudinal cortical structural information for higher diagnosis/prognosis accuracy and the computing ability for processing varied imaging features. To address these two challenges, we propose a novel computer-aided AD diagnosis system CNN-Multitask Stochastic Coordinate Coding (MSCC) which integrates CNN with transfer learning strategy, a novel MSCC algorithm and our effective AD-related biomarkers-multivariate morphometry statistics (MMS). We applied the novel CNN-MSCC system on the Alzheimers Disease Neuroimaging Initiative (ADNI) dataset to predict future cognitive clinical measures with baseline Hippocampal/Ventricle MMS features and cortical thickness. The experimental results showed that CNN-MSCC achieved superior results. The proposed system may aid in expediting the diagnosis of AD progress, facilitating earlier clinical intervention, and resulting in improved clinical outcomes.</p>","PeriodicalId":93181,"journal":{"name":"Human brain and artificial intelligence : first International Workshop, HBAI 2019, held in conjunction with IJCAI 2019, Macao, China, August 12, 2019, revised selected papers. HBAI (Conference) (1st : 2019 : Macau, China)","volume":"1072 ","pages":"21-35"},"PeriodicalIF":0.0,"publicationDate":"2019-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8075273/pdf/nihms-1062129.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"38915323","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}