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Bayesian Model Selection and Emulation for Protein Fluorescence 蛋白质荧光的贝叶斯模型选择与仿真
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.153
William Ryan, D. Husmeier, O. Rolinski, V. Vyshemirsky
{"title":"Bayesian Model Selection and Emulation for Protein Fluorescence","authors":"William Ryan, D. Husmeier, O. Rolinski, V. Vyshemirsky","doi":"10.11159/icsta23.153","DOIUrl":"https://doi.org/10.11159/icsta23.153","url":null,"abstract":"- Fluorescence decay of amino acids in protein is a complex process for which multiple models have been proposed. Likelihood function evaluation for certain models can be computationally expensive, and as such surrogate models may be introduced to speed up inference. In this paper, Gaussian processes are implemented in likelihood estimation of a range of models defined by convolutions of an initial excitation input and a decay function using both synthetic and real world data. Parameter inference and model selection using the surrogate models are performed and compared against the exact results. Model selection when incorporating surrogate models into the inference process is shown to be consistent.","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"55 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131843470","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}
引用次数: 0
An Overview of Statistical Models in High Throughput Screening (HTS) for Toxicity Data 毒性数据高通量筛选(HTS)统计模型综述
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.108
M. Razzaghi
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引用次数: 0
Validation of Two-sample Location-scale Model Using Empirical Likelihood Based Statistics 基于经验似然统计的两样本位置尺度模型验证
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.168
Leonora Pahirko, J. Valeinis, Janis Gredzens, Madara Krumina
{"title":"Validation of Two-sample Location-scale Model Using Empirical Likelihood Based Statistics","authors":"Leonora Pahirko, J. Valeinis, Janis Gredzens, Madara Krumina","doi":"10.11159/icsta23.168","DOIUrl":"https://doi.org/10.11159/icsta23.168","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124758536","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}
引用次数: 0
Fuzzy C-Medoids Clustering Of CUB Data to Handle Likert-Type Scales Uncertainty 处理李克特尺度不确定性的CUB数据模糊c -类聚类
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.115
Nicolò Biasetton, P. D’Urso, Marta Disegna, L. Salmaso
{"title":"Fuzzy C-Medoids Clustering Of CUB Data to Handle Likert-Type Scales Uncertainty","authors":"Nicolò Biasetton, P. D’Urso, Marta Disegna, L. Salmaso","doi":"10.11159/icsta23.115","DOIUrl":"https://doi.org/10.11159/icsta23.115","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"41 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116404221","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}
引用次数: 0
Variable Selection for a Contaminated Mixture of Normals Classification Model 污染混合正态分类模型的变量选择
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.148
Jorge Sánchez, Nema Dean, Tereza Neocleous
{"title":"Variable Selection for a Contaminated Mixture of Normals Classification Model","authors":"Jorge Sánchez, Nema Dean, Tereza Neocleous","doi":"10.11159/icsta23.148","DOIUrl":"https://doi.org/10.11159/icsta23.148","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122549511","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}
引用次数: 0
Statistics Anxiety: What are the Antecedents? 统计焦虑:什么是前因?
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.104
Milica Maričić, Teodora Rajković, Danica Lečić-Cvetković, Marina Ignjatović
{"title":"Statistics Anxiety: What are the Antecedents?","authors":"Milica Maričić, Teodora Rajković, Danica Lečić-Cvetković, Marina Ignjatović","doi":"10.11159/icsta23.104","DOIUrl":"https://doi.org/10.11159/icsta23.104","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123050568","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}
引用次数: 0
Stochastic Environmental Modeling in a Time of Convergence: Physics Meets Artificial Intelligence 收敛时间下的随机环境建模:物理与人工智能
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.002
S. Castruccio
{"title":"Stochastic Environmental Modeling in a Time of Convergence: Physics Meets Artificial Intelligence","authors":"S. Castruccio","doi":"10.11159/icsta23.002","DOIUrl":"https://doi.org/10.11159/icsta23.002","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132116943","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}
引用次数: 0
High Dimensional Change Points: Challenges and Some Proposals 高维变化点:挑战与建议
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.142
Lupeng Zhang, Reza Drikvandi
{"title":"High Dimensional Change Points: Challenges and Some Proposals","authors":"Lupeng Zhang, Reza Drikvandi","doi":"10.11159/icsta23.142","DOIUrl":"https://doi.org/10.11159/icsta23.142","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129244148","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}
引用次数: 0
Short and Long-term Forecasting of Emerging Market Data using ARIMA-based and Boosting Machine Learning Algorithms 使用基于arima和增强机器学习算法的新兴市场数据的短期和长期预测
Proceedings of the 5th International Conference on Statistics: Theory and Applications Pub Date : 2023-08-01 DOI: 10.11159/icsta23.158
Md Al Masum Bhuiyan, C. Valdebenito, Md. Shamsul Alam, Nusrat Sarmin
{"title":"Short and Long-term Forecasting of Emerging Market Data using ARIMA-based and Boosting Machine Learning Algorithms","authors":"Md Al Masum Bhuiyan, C. Valdebenito, Md. Shamsul Alam, Nusrat Sarmin","doi":"10.11159/icsta23.158","DOIUrl":"https://doi.org/10.11159/icsta23.158","url":null,"abstract":"","PeriodicalId":179008,"journal":{"name":"Proceedings of the 5th International Conference on Statistics: Theory and Applications","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115019870","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}
引用次数: 0
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