Pub Date : 2022-05-06DOI: 10.48550/arXiv.2205.03194
A. Fishkov, Maxim Panov
. 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.
{"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}
Pub Date : 2022-02-04DOI: 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}
Pub Date : 2021-11-25DOI: 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}
Pub Date : 2021-11-24DOI: 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}
Pub Date : 2021-11-22DOI: 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}
Pub Date : 2021-11-19DOI: 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}
Pub Date : 2021-11-19DOI: 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}
Pub Date : 2021-11-13DOI: 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}
Pub Date : 2021-09-29DOI: 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}
Pub Date : 2021-02-25DOI: 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}
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