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ビッグデータを利活用することによって,社会が直面している様々な問題を解決することが求められています.各種ビッグデータを融合的に利用し,先端的データ解析・多層時空間モデリング・大規模シミュレーション等によって,諸問題を科学的に解決することを目指す研究を行っています.
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"https://api.researchmap.jp/read0205377/published_papers", "rm:id": "42415365", "rm:user_id": "5000085874", "display": "disclosed", "major_achievement": false, "rm:creator_id": "ai:assign_based_internal_feeds", "rm:creator_type": "ai", "rm:created": "2023-05-30T03:31:36Z", "rm:modifier_id": "ai:assign_based_internal_feeds", "rm:modifier_type": "ai", "rm:modified": "2023-05-30T03:31:36Z", "paper_title": { "en": "Direct modelling from GPS data reveals daily-activity-dependency of effective reproduction number in COVID-19 pandemic" }, "authors": { "en": [ { "name": "Jun’ichi Ozaki" }, { "name": "Yohei Shida" }, { "name": "Hideki Takayasu" }, { "name": "Misako Takayasu" } ] }, "description": { "en": "Abstract\n\nDuring the COVID-19 pandemic, governments faced difficulties in implementing mobility restriction measures, as no clear quantitative relationship between human mobility and infection spread in large cities is known. We developed a model that enables quantitative estimations of the infection risk for individual places and activities by using smartphone GPS data for the Tokyo metropolitan area. The effective reproduction number is directly calculated from the number of infectious social contacts defined by the square of the population density at each location. The difference in the infection rate of daily activities is considered, where the ‘stay-out’ activity, staying at someplace neither home nor workplace, is more than 28 times larger than other activities. Also, the contribution to the infection strongly depends on location. We imply that the effective reproduction number is sufficiently suppressed if the highest-risk locations or activities are restricted. We also discuss the effects of the Delta variant and vaccination." }, "publisher": { "en": "Springer Science and Business Media LLC" }, "publication_date": "2022-10-25", "publication_name": { "en": "Scientific Reports" }, "volume": "12", "number": "1", "published_paper_type": "scientific_journal", "rm:is_open_access": false, "identifiers": { "doi": [ "10.1038/s41598-022-22420-9" ], "e_issn": [ "2045-2322" ] }, "see_also": [ { "label": "doi", "@id": "https://doi.org/10.1038/s41598-022-22420-9", "is_downloadable": false }, { "label": "url", "@id": "https://www.nature.com/articles/s41598-022-22420-9.pdf", "is_downloadable": false }, { "label": "url", "@id": "https://www.nature.com/articles/s41598-022-22420-9", "is_downloadable": false } ] }, { "@id": "https://api.researchmap.jp/read0205377/published_papers/40186720", "@type": "published_papers", "@reverse": "https://api.researchmap.jp/read0205377/published_papers", "rm:id": "40186720", "rm:user_id": "5000085874", "display": "disclosed", "major_achievement": false, "rm:creator_id": "5000085874", "rm:creator_type": "myself", "rm:created": "2022-10-04T08:00:28Z", "rm:modifier_id": "ai:identify_based_internal_feeds", "rm:modifier_type": "ai", "rm:modified": "2022-10-04T09:59:31Z", "paper_title": { "en": "Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits", "ja": "Potential fields and fluctuation-dissipation relations derived from human flow in urban areas modeled by a network of electric circuits" }, "authors": { "en": [ { "name": "Yohei Shida" }, { "name": "Jun’ichi Ozaki" }, { "name": "Hideki Takayasu" }, { "name": "Misako Takayasu" } ], "ja": [ { "name": "Yohei Shida" }, { "name": "Jun’ichi Ozaki" }, { "name": "Hideki Takayasu" }, { "name": "Misako Takayasu" } ] }, "published_paper_owner_roles": [ "last", "corresponding" ], "description": { "en": "Abstract\n\nOwing to the big data the extension of physical laws on nonmaterial has seen numerous successes, and human mobility is one of the scientific frontier topics. Recent GPS technology has made it possible to trace detailed trajectories of millions of people, macroscopic approaches such as the gravity law for human flow between cities and microscopic approaches of individual origin-destination distributions are attracting much attention. However, we need a more general basic model with wide applicability to realize traffic forecasting and urban planning of metropolis fully utilizing the GPS data. Here, based on a novel idea of treating moving people as charged particles, we introduce a method to map macroscopic human flows into currents on an imaginary electric circuit defined over a metropolitan area. Conductance is found to be nearly proportional to the maximum current in each location and synchronized human flows in the morning and evening are well described by the temporal changes of electric potential. Surprisingly, the famous fluctuation-dissipation theorem holds, namely, the variances of currents are proportional to the conductivities akin to an ordinary material." }, "publisher": { "en": "Springer Science and Business Media LLC" }, "publication_date": "2022-06", "publication_name": { "en": "Scientific Reports", "ja": "Scientific Reports" }, "volume": "12", "number": "9918", "languages": [ "eng" ], "referee": true, "published_paper_type": "scientific_journal", "rm:is_open_access": true, "identifiers": { "doi": [ "10.1038/s41598-022-13789-8" ], "e_issn": [ "2045-2322" ] }, "see_also": [ { "label": "doi", "@id": "https://doi.org/10.1038/s41598-022-13789-8", "is_downloadable": true }, { "@id": "https://www.nature.com/articles/s41598-022-13789-8.pdf", "is_downloadable": false, "label": "url" }, { "@id": "https://www.nature.com/articles/s41598-022-13789-8", "is_downloadable": false, "label": "url" } ] }, { "@id": "https://api.researchmap.jp/read0205377/published_papers/40186535", "@type": "published_papers", "@reverse": "https://api.researchmap.jp/read0205377/published_papers", "rm:id": "40186535", "rm:user_id": "5000085874", "display": "disclosed", "major_achievement": false, "rm:creator_id": "5000085874", "rm:creator_type": "myself", "rm:created": "2022-10-04T07:51:21Z", "rm:modifier_id": "5000085874", "rm:modifier_type": "myself", "rm:modified": "2022-10-05T03:26:53Z", "paper_title": { "en": "Social physics" }, "authors": { "en": [ { "name": "Marko Jusup" }, { "name": "Petter Holme" }, { "name": "Kiyoshi Kanazawa" }, { "name": "Misako Takayasu" }, { "name": "Ivan Romi{\\'{c } }" }, { "name": "Zhen Wang" }, { "name": "Sun{\\v{c } }ana Ge{\\v{c } }ek" }, { "name": "Tomislav Lipi{\\'{c } }" }, { "name": "Boris Podobnik" }, { "name": "Lin Wang" }, { "name": "Wei Luo" }, { "name": "Tin Klanj{\\v{s } }{\\v{c } }ek" }, { "name": "Jingfang Fan" }, { "name": "Stefano Boccaletti" }, { "name": "Matja{\\v{z } } Perc" } ] }, "publisher": { "en": "Elsevier {BV}" }, "publication_date": "2022-02", "publication_name": { "en": "Physics Reports" }, "volume": "948", "starting_page": "1", "ending_page": "148", "languages": [ "eng" ], "referee": true, "published_paper_type": "scientific_journal", "rm:is_open_access": false, "identifiers": { "doi": [ "10.1016/j.physrep.2021.10.005" ], "issn": [ "0370-1573" ], "orcid_put_cd": [ "106164598" ] }, "see_also": [ { "label": "doi", "@id": "https://doi.org/10.1016/j.physrep.2021.10.005", "is_downloadable": false } ] }, { "@id": "https://api.researchmap.jp/read0205377/published_papers/40186522", "@type": "published_papers", "@reverse": "https://api.researchmap.jp/read0205377/published_papers", "rm:id": "40186522", "rm:user_id": "5000085874", "display": "disclosed", "major_achievement": false, "rm:creator_id": "5000085874", "rm:creator_type": "myself", "rm:created": "2022-10-04T07:51:19Z", "rm:modifier_id": "5000085874", "rm:modifier_type": "myself", "rm:modified": "2022-10-04T08:17:15Z", "paper_title": { "ja": "Classification of endogenous and exogenous bursts in collective emotions based on Weibo comments during COVID-19", "en": "Classification of endogenous and exogenous bursts in collective emotions based on Weibo comments during COVID-19" }, "authors": { "ja": [ { "name": "Qianyun Wu" }, { "name": "Yukie Sano" }, { "name": "Hideki Takayasu" }, { "name": "Misako Takayasu" } ], "en": [ { "name": "Qianyun Wu" }, { "name": "Yukie Sano" }, { "name": "Hideki Takayasu" }, { "name": "Misako Takayasu" } ] }, "published_paper_owner_roles": [ "last", "corresponding" ], "description": { "en": "