IdealPub Date : 2024-07-17DOI: 10.1007/978-3-031-48232-8_38
Markus Weißflog, P. Protzel, Peer Neubert
{"title":"FETCH: A Memory-Efficient Replay Approach for Continual Learning in Image Classification","authors":"Markus Weißflog, P. Protzel, Peer Neubert","doi":"10.1007/978-3-031-48232-8_38","DOIUrl":"https://doi.org/10.1007/978-3-031-48232-8_38","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"14 6","pages":"418-430"},"PeriodicalIF":0.0,"publicationDate":"2024-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141640009","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}
IdealPub Date : 2023-08-18DOI: 10.1007/978-3-031-21753-1_24
Manel Mili, Asma Kerkeni, A. Abdallah, M. Hedi
{"title":"ICU Mortality Prediction Using Long Short-Term Memory Networks","authors":"Manel Mili, Asma Kerkeni, A. Abdallah, M. Hedi","doi":"10.1007/978-3-031-21753-1_24","DOIUrl":"https://doi.org/10.1007/978-3-031-21753-1_24","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"11 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124359381","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}
IdealPub Date : 2023-07-26DOI: 10.1007/978-3-031-48232-8_1
A. Makarov, M. M. Taddei, E. Osaba, Giacomo Franceschetto, Esther Villar-Rodriguez, I. Oregi
{"title":"Optimization of Image Acquisition for Earth Observation Satellites via Quantum Computing","authors":"A. Makarov, M. M. Taddei, E. Osaba, Giacomo Franceschetto, Esther Villar-Rodriguez, I. Oregi","doi":"10.1007/978-3-031-48232-8_1","DOIUrl":"https://doi.org/10.1007/978-3-031-48232-8_1","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"143 1","pages":"3-14"},"PeriodicalIF":0.0,"publicationDate":"2023-07-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139354383","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}
IdealPub Date : 2022-08-02DOI: 10.1007/978-3-031-21753-1_33
Suchismita Das, N. Pal
{"title":"Understanding the classes better with class-specific and rule-specific feature selection, and redundancy control in a fuzzy rule based framework","authors":"Suchismita Das, N. Pal","doi":"10.1007/978-3-031-21753-1_33","DOIUrl":"https://doi.org/10.1007/978-3-031-21753-1_33","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115369156","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}
IdealPub Date : 2022-06-30DOI: 10.48550/arXiv.2206.15397
C. Puiu
{"title":"Randomized K-FACs: Speeding up K-FAC with Randomized Numerical Linear Algebra","authors":"C. Puiu","doi":"10.48550/arXiv.2206.15397","DOIUrl":"https://doi.org/10.48550/arXiv.2206.15397","url":null,"abstract":"K-FAC is a successful tractable implementation of Natural Gradient for Deep Learning, which nevertheless suffers from the requirement to compute the inverse of the Kronecker factors (through an eigen-decomposition). This can be very time-consuming (or even prohibitive) when these factors are large. In this paper, we theoretically show that, owing to the exponential-average construction paradigm of the Kronecker factors that is typically used, their eigen-spectrum must decay. We show numerically that in practice this decay is very rapid, leading to the idea that we could save substantial computation by only focusing on the first few eigen-modes when inverting the Kronecker-factors. Importantly, the spectrum decay happens over a constant number of modes irrespectively of the layer width. This allows us to reduce the time complexity of K-FAC from cubic to quadratic in layer width, partially closing the gap w.r.t. SENG (another practical Natural Gradient implementation for Deep learning which scales linearly in width). Randomized Numerical Linear Algebra provides us with the necessary tools to do so. Numerical results show we obtain $approx2.5times$ reduction in per-epoch time and $approx3.3times$ reduction in time to target accuracy. We compare our proposed K-FAC sped-up versions SENG, and observe that for CIFAR10 classification with VGG16_bn we perform on par with it.","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-06-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123984724","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}
IdealPub Date : 2021-11-30DOI: 10.1007/978-3-030-91608-4_41
Arnau Martí-Sarri, V. Rodríguez-Fernández
{"title":"An Implementation of the \"Guess Who?\" Game Using CLIP","authors":"Arnau Martí-Sarri, V. Rodríguez-Fernández","doi":"10.1007/978-3-030-91608-4_41","DOIUrl":"https://doi.org/10.1007/978-3-030-91608-4_41","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127214856","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}
IdealPub Date : 2020-11-04DOI: 10.1007/978-3-030-62365-4_49
Alberto Oliveira, Ricardo Freitas, A. Jorge, Vítor Amorim, Nuno Moniz, A. C. Paiva, P. Azevedo
{"title":"Sequence Mining for Automatic Generation of Software Tests from GUI Event Traces","authors":"Alberto Oliveira, Ricardo Freitas, A. Jorge, Vítor Amorim, Nuno Moniz, A. C. Paiva, P. Azevedo","doi":"10.1007/978-3-030-62365-4_49","DOIUrl":"https://doi.org/10.1007/978-3-030-62365-4_49","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"53 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130329876","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}
IdealPub Date : 2020-11-04DOI: 10.1007/978-3-030-62365-4_31
Diana Costa, Carlos Pereira, Hugo Peixoto, J. Machado
{"title":"Anticipating Maintenance in Telecom Installation Processes","authors":"Diana Costa, Carlos Pereira, Hugo Peixoto, J. Machado","doi":"10.1007/978-3-030-62365-4_31","DOIUrl":"https://doi.org/10.1007/978-3-030-62365-4_31","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"28 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127653542","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}
IdealPub Date : 2020-11-04DOI: 10.1007/978-3-030-62365-4_30
N. Lori, Diana Ferreira, Victor Alves, J. Machado
{"title":"Bridging the Gap of Neuroscience, Philosophy, and Evolutionary Biology to Propose an Approach to Machine Learning of Human-Like Ethics","authors":"N. Lori, Diana Ferreira, Victor Alves, J. Machado","doi":"10.1007/978-3-030-62365-4_30","DOIUrl":"https://doi.org/10.1007/978-3-030-62365-4_30","url":null,"abstract":"","PeriodicalId":113317,"journal":{"name":"Ideal","volume":"288 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2020-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133670171","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}