{"id":"https://openalex.org/G2937962139","display_name":"Probabilistic model-based time-series forecasting neural networks and related applications to biosignal forecasting","description":"We proposed mathematical models that can represent biological signals, which are electrical signals that can be measured from the human body, and applied them to the analysis of actual data. For example, we modeled myoelectric signals, which are electrical signals of muscles, and applied them to the analysis of muscle strength. We also proposed models for electrocardiogram and electroencephalogram and applied them to signal classification. Furthermore, we developed neural networks based on probabilistic models, and applied them to data classification and time series forecasting. In addition, we constructed large medical datasets such as biological signals of a pregnant woman called cardiotocography and endoscopic images, and applied them to fetal condition prediction and organ classification.","funder_award_id":"17K12752","funder":{"id":"https://openalex.org/F4320334764","display_name":"Japan Society for the Promotion of Science","doi":"10.13039/501100001691"},"funded_outputs":["https://openalex.org/W2914308566","https://openalex.org/W2967341839","https://openalex.org/W2968456405","https://openalex.org/W2981036610","https://openalex.org/W3003325119","https://openalex.org/W3199770249","https://openalex.org/W3214054472"],"funded_outputs_count":7,"parent_awards":[],"sub_awards":[],"sub_awards_count":0,"amount":4160000.0,"currency":"JPY","amount_usd":37201.64,"amount_usd_basis":"daily_rate","recipients":[],"recipient_countries":[],"recipient_regions":[],"research_scope":{"is_research":true,"basis":"funder_default","tier":1},"funding_type":"fellowship","funder_scheme":"Grant-in-Aid for Young Scientists (B)","start_date":"2017-04-01","end_date":"2021-03-31","start_year":2017,"end_year":2021,"landing_page_url":"https://kaken.nii.ac.jp/en/grant/KAKENHI-PROJECT-17K12752/","doi":null,"provenance":"kaken","lead_investigator":{"given_name":"Hideaki","family_name":"Hayashi","orcid":null,"role_start":null,"affiliation":{"name":"Kyushu University","country":"Japan","ids":[{"id":"https://nrid.nii.ac.jp/nrid/1000000790015","type":"nrid","asserted_by":"kaken"}]}},"co_lead_investigator":null,"investigators":null,"works_api_url":"https://api.openalex.org/works?filter=awards.id:G2937962139","primary_topic":null,"topics":null,"institution_awarded":[{"id":"https://openalex.org/I135598925","display_name":"Kyushu University","ror":"https://ror.org/00p4k0j84","country_code":"JP","type":"education","lineage":["https://openalex.org/I135598925"]}],"updated_date":"2026-11-05T03:01:09.000Z","created_date":"2026-07-13T04:17:19.000Z"}