{"title":"[Paper] Optical Properties of a Thermo-responsive Smart Window utilizing Poly(N-isopropyl acrylamide) Aqueous Solution that Exhibits a Lower Critical Solution Temperature (LCST)-type Phase Separation","authors":"K. Goda, Himeka Nomoto","doi":"10.3169/mta.10.140","DOIUrl":"https://doi.org/10.3169/mta.10.140","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69639864","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":"[Invited Paper] HDR Tone mapping: System Implementations and Benchmarking","authors":"M. Ikebe, P. Ambalathankandy, Yafei Ou","doi":"10.3169/mta.10.27","DOIUrl":"https://doi.org/10.3169/mta.10.27","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640980","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":"[Paper] Packaging Design Analysis by Predicting User Preference and Semantic Attribute","authors":"Bohui Xia, H. Sakamoto, Xueting Wang, T. Yamasaki","doi":"10.3169/mta.10.120","DOIUrl":"https://doi.org/10.3169/mta.10.120","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69639208","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}
Keigo Sakurai, Ren Togo, Takahiro Ogawa, M. Haseyama
In this study, we propose a new deep reinforcement learning-based music recommendation method with knowledge graphs. With the rapid development of Web services, music-related content posted on platforms, such as YouTube, is increasing dramatically. Conventional recommendation methods based on knowledge graphs have struggled with the cold-start problem caused by a lack of user preference information. The proposed method can solve this problem by introducing acoustic feature edges in the constructed knowledge graph. Furthermore, we realize efficient search using a deep reinforcement learning algorithm on a dense knowledge graph introducing acoustic feature-based edges. The proposed method can make appropriate recommendations even with a small amount of user preference information by learning the optimal action of the agent. We confirm the effectiveness of the proposed method by comparing our method with several conventional and state-of-the-art recommendation methods.
{"title":"[Paper] Deep Reinforcement Learning-based Music Recommendation with Knowledge Graph Using Acoustic Features","authors":"Keigo Sakurai, Ren Togo, Takahiro Ogawa, M. Haseyama","doi":"10.3169/mta.10.8","DOIUrl":"https://doi.org/10.3169/mta.10.8","url":null,"abstract":"In this study, we propose a new deep reinforcement learning-based music recommendation method with knowledge graphs. With the rapid development of Web services, music-related content posted on platforms, such as YouTube, is increasing dramatically. Conventional recommendation methods based on knowledge graphs have struggled with the cold-start problem caused by a lack of user preference information. The proposed method can solve this problem by introducing acoustic feature edges in the constructed knowledge graph. Furthermore, we realize efficient search using a deep reinforcement learning algorithm on a dense knowledge graph introducing acoustic feature-based edges. The proposed method can make appropriate recommendations even with a small amount of user preference information by learning the optimal action of the agent. We confirm the effectiveness of the proposed method by comparing our method with several conventional and state-of-the-art recommendation methods.","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640995","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}
T. Usui, T. Okada, Takahisa Shimizu, Kazuo Nakamura, Masaaki Moriya, H. Katoh
{"title":"[Paper] Development of an External Compensation Technique for Burn-in Degradation in a 4K Flexible AMOLED Display","authors":"T. Usui, T. Okada, Takahisa Shimizu, Kazuo Nakamura, Masaaki Moriya, H. Katoh","doi":"10.3169/mta.10.159","DOIUrl":"https://doi.org/10.3169/mta.10.159","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640008","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":"[Foreword] Welcome to the Special Section on Multimedia Transmission Technology and Its Applications","authors":"M. Okada","doi":"10.3169/mta.10.89","DOIUrl":"https://doi.org/10.3169/mta.10.89","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640546","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":"[Paper] Performance of Cell-Free Distributed Antenna System with Adaptive-Resolution ADCs","authors":"Peng Gao, Y. Sanada","doi":"10.3169/mta.10.90","DOIUrl":"https://doi.org/10.3169/mta.10.90","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640639","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":"[Foreword] Welcome to the Special Section on Invited Papers of Media Technology and Applications","authors":"T. Fujii","doi":"10.3169/mta.10.26","DOIUrl":"https://doi.org/10.3169/mta.10.26","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69640959","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":"[Paper] Restoration of JPEG Compressed Image with Narrow Quantization Constraint Set without Parameter Optimization","authors":"Chihiro Tsutake, Toshiyuki Yoshida","doi":"10.3169/mta.10.130","DOIUrl":"https://doi.org/10.3169/mta.10.130","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69639813","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":"[Invited Paper] Investigation of Noise Characteristics of Multivalued Signals and Estimation of Single-page Storage Density in Holographic Data Storage","authors":"R. Fujimura","doi":"10.3169/mta.9.144","DOIUrl":"https://doi.org/10.3169/mta.9.144","url":null,"abstract":"","PeriodicalId":41874,"journal":{"name":"ITE Transactions on Media Technology and Applications","volume":null,"pages":null},"PeriodicalIF":1.1,"publicationDate":"2021-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"69652566","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}
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