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Scalable computation of prediction intervals for neural networks via matrix sketching 基于矩阵草图的神经网络预测区间的可扩展计算
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2022-05-06 DOI: 10.48550/arXiv.2205.03194
A. Fishkov, Maxim Panov
{"title":"Scalable computation of prediction intervals for neural networks via matrix sketching","authors":"A. Fishkov, Maxim Panov","doi":"10.48550/arXiv.2205.03194","DOIUrl":"https://doi.org/10.48550/arXiv.2205.03194","url":null,"abstract":". Accounting for the uncertainty in the predictions of modern neural networks is a challenging and important task in many do-mains. Existing algorithms for uncertainty estimation require modify-ing the model architecture and training procedure (e.g., Bayesian neural networks) or dramatically increase the computational cost of predictions such as approaches based on ensembling. This work proposes a new algorithm that can be applied to a given trained neural network and produces approximate prediction intervals. The method is based on the classical delta method in statistics but achieves computational efficiency by using matrix sketching to approximate the Jacobian matrix. The resulting algorithm is competitive with state-of-the-art approaches for constructing predictive intervals on various regression datasets from the UCI repository.","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133854524","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: 1
Extracting Software Requirements from Unstructured Documents 从非结构化文档中提取软件需求
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2022-02-04 DOI: 10.1007/978-3-031-15168-2_2
V. Ivanov, A. Sadovykh, A. Naumchev, A. Bagnato, K. Yakovlev
{"title":"Extracting Software Requirements from Unstructured Documents","authors":"V. Ivanov, A. Sadovykh, A. Naumchev, A. Bagnato, K. Yakovlev","doi":"10.1007/978-3-031-15168-2_2","DOIUrl":"https://doi.org/10.1007/978-3-031-15168-2_2","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124425593","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: 3
Near-Zero-Shot Suggestion Mining with a Little Help from WordNet 近乎零概率的建议挖掘与WordNet的一点帮助
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-25 DOI: 10.1007/978-3-031-16500-9_3
Anton M. Alekseev, E. Tutubalina, Sejeong Kwon, S. Nikolenko
{"title":"Near-Zero-Shot Suggestion Mining with a Little Help from WordNet","authors":"Anton M. Alekseev, E. Tutubalina, Sejeong Kwon, S. Nikolenko","doi":"10.1007/978-3-031-16500-9_3","DOIUrl":"https://doi.org/10.1007/978-3-031-16500-9_3","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130126358","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: 2
Selection of pseudo-annotated data for adverse drug reaction classification across drug groups 跨药物组药物不良反应分类的伪标注数据选择
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-24 DOI: 10.1007/978-3-031-16500-9_4
I. Alimova, E. Tutubalina
{"title":"Selection of pseudo-annotated data for adverse drug reaction classification across drug groups","authors":"I. Alimova, E. Tutubalina","doi":"10.1007/978-3-031-16500-9_4","DOIUrl":"https://doi.org/10.1007/978-3-031-16500-9_4","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"22 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122630524","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
Citation network applications in a scientific co-authorship recommender system 引文网络在科学合著者推荐系统中的应用
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-22 DOI: 10.1007/978-3-031-16500-9_24
Vladislav Tishin, Artyom Sosedka, Peter Ibragimov, Vadim Porvatov
{"title":"Citation network applications in a scientific co-authorship recommender system","authors":"Vladislav Tishin, Artyom Sosedka, Peter Ibragimov, Vadim Porvatov","doi":"10.1007/978-3-031-16500-9_24","DOIUrl":"https://doi.org/10.1007/978-3-031-16500-9_24","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132933642","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
Does BERT look at sentiment lexicon? BERT会看情绪词典吗?
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-19 DOI: 10.1007/978-3-031-15168-2_6
E. Razova, S. Vychegzhanin, E. Kotelnikov
{"title":"Does BERT look at sentiment lexicon?","authors":"E. Razova, S. Vychegzhanin, E. Kotelnikov","doi":"10.1007/978-3-031-15168-2_6","DOIUrl":"https://doi.org/10.1007/978-3-031-15168-2_6","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133664791","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: 1
Lexicon-based Methods vs. BERT for Text Sentiment Analysis 基于词典的方法与BERT的文本情感分析
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-19 DOI: 10.1007/978-3-031-16500-9_7
A. Kotelnikova, D. Paschenko, Klavdiya Olegovna Bochenina, E. Kotelnikov
{"title":"Lexicon-based Methods vs. BERT for Text Sentiment Analysis","authors":"A. Kotelnikova, D. Paschenko, Klavdiya Olegovna Bochenina, E. Kotelnikov","doi":"10.1007/978-3-031-16500-9_7","DOIUrl":"https://doi.org/10.1007/978-3-031-16500-9_7","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"122 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131437748","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: 9
SocialBERT - Transformers for Online SocialNetwork Language Modelling SocialBERT -在线社交网络语言建模的变形金刚
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-11-13 DOI: 10.1007/978-3-031-16500-9_6
I. Karpov, Nick Kartashev
{"title":"SocialBERT - Transformers for Online SocialNetwork Language Modelling","authors":"I. Karpov, Nick Kartashev","doi":"10.1007/978-3-031-16500-9_6","DOIUrl":"https://doi.org/10.1007/978-3-031-16500-9_6","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"6 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131431450","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: 2
Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models 打电话给Larisa Ivanovna:代码转换傻瓜多语言NLU模型
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-09-29 DOI: 10.1007/978-3-031-15168-2_1
Alexey Birshert, E. Artemova
{"title":"Call Larisa Ivanovna: Code-Switching Fools Multilingual NLU Models","authors":"Alexey Birshert, E. Artemova","doi":"10.1007/978-3-031-15168-2_1","DOIUrl":"https://doi.org/10.1007/978-3-031-15168-2_1","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"125 2","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"113999393","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: 1
On Interpretability and Similarity in Concept-Based Machine Learning 基于概念的机器学习中的可解释性和相似性研究
International Joint Conference on the Analysis of Images, Social Networks and Texts Pub Date : 2021-02-25 DOI: 10.1007/978-3-030-72610-2_3
L. Kwuida, D. Ignatov
{"title":"On Interpretability and Similarity in Concept-Based Machine Learning","authors":"L. Kwuida, D. Ignatov","doi":"10.1007/978-3-030-72610-2_3","DOIUrl":"https://doi.org/10.1007/978-3-030-72610-2_3","url":null,"abstract":"","PeriodicalId":350447,"journal":{"name":"International Joint Conference on the Analysis of Images, Social Networks and Texts","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-02-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127003815","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: 1
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