Forecasting Mortality Associated Emergency Department Crowding with LightGBM and Time Series Data.

Teemu Koivistoinen

Jalmari Nevanlinna Anna Eidstø Jari Ylä-Mattila Teemu Koivistoinen Niku Oksala Juho Kanniainen Ari Palomäki Antti Roine Forecasting Mortality Associated Emergency Department Crowding with LightGBM and Time Series Data. 9 2025 December 49 J. Medical Syst. 1 https://doi.org/10.1007/s10916-024-02137-0 db/journals/jms/jms49.html#NevanlinnaEYKOKPR25 streams/journals/jms

Jalmari Nevanlinna Anna Eidstø Jari Ylä-Mattila Teemu Koivistoinen Niku Oksala Juho Kanniainen Ari Palomäki Antti Roine Forecasting mortality associated emergency department crowding. 2024 abs/2410.08247 CoRR https://doi.org/10.48550/arXiv.2410.08247 db/journals/corr/corr2410.html#abs-2410-08247 streams/journals/corr

Jalmari Tuominen Teemu Koivistoinen Juho Kanniainen Niku Oksala Ari Palomäki Antti Roine Early Warning Software for Emergency Department Crowding. 66 2023 December 47 J. Medical Syst. 1 https://doi.org/10.1007/s10916-023-01958-9 db/journals/jms/jms47.html#TuominenKKOPR23

Jalmari Tuominen Teemu Koivistoinen Juho Kanniainen Niku Oksala Ari Palomäki Antti Roine Early Warning Software for Emergency Department Crowding. 2023 abs/2301.09108 CoRR https://doi.org/10.48550/arXiv.2301.09108 db/journals/corr/corr2301.html#abs-2301-09108

Mikko Koivuluoma Laurentiu Barna Teemu Koivistoinen Tiit Kööbi Alpo Värri Influences of Digital Band-Pass Filtering on the BCG Waveform. 84-89 2008 BIOSIGNALS (2) conf/biostec/2008bs2 db/conf/biostec/biosignals2008-2.html#KoivuluomaBKKV08

Alireza Akhbardeh Sakari Junnila Mikko Koivuluoma Teemu Koivistoinen Väinö Turjanmaa Tiit Kööbi Alpo Värri Towards a heart disease diagnosing system based on force sensitive chair's measurement, biorthogonal wavelets and neural networks. 493-502 2007 20 Eng. Appl. Artif. Intell. 4 https://doi.org/10.1016/j.engappai.2006.07.005 db/journals/eaai/eaai20.html#AkhbardehJKKTKV07

Alireza Akhbardeh Sakari Junnila Mikko Koivuluoma Teemu Koivistoinen Alpo Värri Applying Novel Time-Frequency Moments Singular Value Decomposition Method and Artificial Neural Networks for Ballistocardiography. 2007 2007 EURASIP J. Adv. Signal Process. https://doi.org/10.1155/2007/60576 https://www.wikidata.org/entity/Q59212760 db/journals/ejasp/ejasp2007.html#AkhbardehJKKV07

Alireza Akhbardeh Sakari Junnila Teemu Koivistoinen Alpo Värri An Intelligent Ballistocardiographic Chair using a Novel SF-ART Neural Network and Biorthogonal Wavelets. 69-77 2007 31 J. Medical Syst. 1 https://doi.org/10.1007/s10916-006-9044-x https://www.wikidata.org/entity/Q51922819 db/journals/jms/jms31.html#AkhbardehJKV07

Alireza Akhbardeh Sakari Junnila Teemu Koivistoinen Alpo Värri Design an Intelligent Ballistocardiographic Chair using Novel QuickLearn and SF-ART Algorithms and Biorthogonal Wavelets. 878-883 2006 SMC https://doi.org/10.1109/ICSMC.2006.384500 conf/smc/2006 db/conf/smc/smc2006.html#AkhbardehJKV06 Alireza Akhbardeh Sakari Junnila Mikko Koivuluoma Teemu Koivistoinen Alpo Värri Evaluation of heart condition based on ballistocardiogram classification using compactly supported wavelet transforms and neural networks. 843-848 2005 CCA https://doi.org/10.1109/CCA.2005.1507234 conf/IEEEcca/2005 db/conf/IEEEcca/IEEEcca2005.html#AkhbardehJKKV05 streams/conf/IEEEcca Alireza Akhbardeh Mika Koivuluoma Teemu Koivistoinen Alpo Värri BCG Data Discrimination Using Daubechies Compactly Supported Wavelet Transform and Neural Networks for Heart Disease Diagnosis. 1452-1457 2005 ISIC https://doi.org/10.1109/.2005.1467228 conf/IEEEisic/2005 db/conf/IEEEisic/isic2005.html#AkhbardehKKV05a Alireza Akhbardeh Laurentiu Barna Anna Eidstø Sakari Junnila Juho Kanniainen Mika Koivuluoma Mikko Koivuluoma Tiit Kööbi Jalmari Nevanlinna Niku Oksala Ari Palomäki Antti Roine Jalmari Tuominen Väinö Turjanmaa Alpo Värri Jari Ylä-Mattila