A Comprehensive Survey of Loss Functions in Machine Learning
Author
Abstract
Suggested Citation
DOI: 10.1007/s40745-020-00253-5
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Roger Koenker & Kevin F. Hallock, 2001. "Quantile Regression," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 143-156, Fall.
- Lee, Yoonkyung & Lin, Yi & Wahba, Grace, 2004. "Multicategory Support Vector Machines: Theory and Application to the Classification of Microarray Data and Satellite Radiance Data," Journal of the American Statistical Association, American Statistical Association, vol. 99, pages 67-81, January.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Loutfi, Ahmad Amine & Sun, Mengtao & Loutfi, Ijlal & Solibakke, Per Bjarte, 2022. "Empirical study of day-ahead electricity spot-price forecasting: Insights into a novel loss function for training neural networks," Applied Energy, Elsevier, vol. 319(C).
- Emma King-Smith & Felix A. Faber & Usa Reilly & Anton V. Sinitskiy & Qingyi Yang & Bo Liu & Dennis Hyek & Alpha A. Lee, 2024. "Predictive Minisci late stage functionalization with transfer learning," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
- Henrik Seckler & Ralf Metzler, 2022. "Bayesian deep learning for error estimation in the analysis of anomalous diffusion," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
- Iqbal H. Sarker, 2023. "Machine Learning for Intelligent Data Analysis and Automation in Cybersecurity: Current and Future Prospects," Annals of Data Science, Springer, vol. 10(6), pages 1473-1498, December.
- Shuangyue Wang & Ziyan Luo, 2023. "Sparse Support Tensor Machine with Scaled Kernel Functions," Mathematics, MDPI, vol. 11(13), pages 1-20, June.
Most related items
These are the items that most often cite the same works as this one and are cited by the same works as this one.- Akosah, Nana Kwame & Alagidede, Imhotep Paul & Schaling, Eric, 2020. "Testing for asymmetry in monetary policy rule for small-open developing economies: Multiscale Bayesian quantile evidence from Ghana," The Journal of Economic Asymmetries, Elsevier, vol. 22(C).
- Tabuga, Aubrey D., 2007.
"International Remittances and Household Expenditures: the Philippine Case,"
Discussion Papers
DP 2007-18, Philippine Institute for Development Studies.
- Aubrey D. Tabuga, 2007. "International Remittances and Household Expenditures : The Philippine Case," Development Economics Working Papers 22698, East Asian Bureau of Economic Research.
- Paul Hewson & Keming Yu, 2008. "Quantile regression for binary performance indicators," Applied Stochastic Models in Business and Industry, John Wiley & Sons, vol. 24(5), pages 401-418, September.
- Alfred Michael Dockery & Sherry Bawa, 2015.
"The Impact of Children on Australian Couples’ Wealth Accumulation,"
The Economic Record, The Economic Society of Australia, vol. 91(S1), pages 139-150, June.
- Alfred Michael Dockery & Sherry Bawa, 2013. "The Impact of Children on Australian Couples' Wealth Accumulation," Bankwest Curtin Economics Centre Working Paper series WP1302, Bankwest Curtin Economics Centre (BCEC), Curtin Business School.
- Héctor Manuel Zárate S., 2005.
"Cambios en la estructura salarial: una historia desde la regresión cuanfílica,"
Monetaria, CEMLA, vol. 0(4), pages 339-364, octubre-d.
- Héctor Manuel Zárate S., 2003. "Cambios En La Estructura Salarial: Una Historia Desde La Regresión Cuantílica," Borradores de Economia 2089, Banco de la Republica.
- Héctor Manuel Zárate S., 2003. "Cambios en la Estructura Salarial:Una Historia desde la Regresión Cuantílica," Borradores de Economia 245, Banco de la Republica de Colombia.
- Efobi, Uchenna & Asongu, Simplice & Okafor, Chinelo & Tchamyou, Vanessa & Tanankem, Belmondo, 2016.
"Diaspora Remittance Inflow, Financial Development and the Industrialisation of Africa,"
MPRA Paper
76121, University Library of Munich, Germany.
- Uchenna Efobi & Simplice A. Asongu & Chinelo Okafor & Vanessa Tchamyou & Belmondo Tanankem, 2016. "Diaspora Remittance Inflow, Financial Development and the Industrialisation of Africa," Research Africa Network Working Papers 16/037, Research Africa Network (RAN).
- Efobi Uchenna & Simplice Asongu & Chinelo Okafor & Vanessa Tchamyou, 2016. "Diaspora Remittance Inflow, Financial Development and the Industrialisation of Africa," Working Papers of the African Governance and Development Institute. 16/037, African Governance and Development Institute..
- Corrado Andini, 2022.
"Tertiary education for all and wage inequality: policy insights from quantile regression,"
Journal of Economic Studies, Emerald Group Publishing Limited, vol. 50(6), pages 1281-1296, November.
- Andini, Corrado, 2017. "Tertiary Education for All and Wage Inequality: Policy Insights from Quantile Regression," IZA Policy Papers 132, Institute of Labor Economics (IZA).
- Fernando Antonio Slaibe Postali, 2016.
"Oil windfalls and X-inefficiency: evidence from Brazil,"
Journal of Economic Studies, Emerald Group Publishing Limited, vol. 43(5), pages 699-718, October.
- Fernando Antonio Slaibe Postali, 2014. "Oil windfalls and tax inefficiency: evidence from Brazil," Working Papers, Department of Economics 2014_02, University of São Paulo (FEA-USP).
- Leon Zolotoy & Don O’Sullivan & Keke Song, 2021. "The Role of Ethical Standards in the Relationship Between Religious Social Norms and M&A Announcement Returns," Journal of Business Ethics, Springer, vol. 170(4), pages 721-742, May.
- Simplice A. Asongu & Nicholas M. Odhiambo, 2019.
"Basic formal education quality, information technology, and inclusive human development in sub‐Saharan Africa,"
Sustainable Development, John Wiley & Sons, Ltd., vol. 27(3), pages 419-428, May.
- Asongu, Simplice A & Odhiambo, Nicholas M, 2018. "Basic formal education quality,information technology and inclusive human development in Sub-Saharan Africa," Working Papers 25007, University of South Africa, Department of Economics.
- Simplice A. Asongu & Nicholas M. Odhiambo, 2018. "Basic Formal Education Quality, Information Technology and Inclusive Human Development in Sub-Saharan Africa," AFEA Working Papers 18/037, African Finance and Economic Association (AFEA).
- Asongu, Simplice & Odhiambo, Nicholas, 2018. "Basic Formal Education Quality, Information Technology and Inclusive Human Development in Sub-Saharan Africa," MPRA Paper 91986, University Library of Munich, Germany.
- Simplice A. Asongu & Nicholas M. Odhiambo, 2018. "Basic Formal Education Quality, Information Technology and Inclusive Human Development in Sub-Saharan Africa," Research Africa Network Working Papers 18/043, Research Africa Network (RAN).
- Simplice Asongu & Nicholas M. Odhiambo, 2018. "Basic Formal Education Quality, Information Technology and Inclusive Human Development in Sub-Saharan Africa," Working Papers of the African Governance and Development Institute. 18/043, African Governance and Development Institute..
- Aboura, Sofiane & Chevallier, Julien, 2016.
"Spikes and crashes in the oil market,"
Research in International Business and Finance, Elsevier, vol. 36(C), pages 615-623.
- Sofiane Aboura & Julien Chevallier, 2016. "Spikes and crashes in the oil market," Post-Print halshs-01348711, HAL.
- Chao, Shih-Kang & Härdle, Wolfgang K. & Yuan, Ming, 2021.
"Factorisable Multitask Quantile Regression,"
Econometric Theory, Cambridge University Press, vol. 37(4), pages 794-816, August.
- Chao, Shih-Kang & Härdle, Wolfgang Karl & Yuan, Ming, 2016. "Factorisable multi-task quantile regression," SFB 649 Discussion Papers 2016-057, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
- Chao, Shih-Kang & Härdle, Wolfgang Karl & Yuan, Ming, 2020. "Factorisable Multitask Quantile Regression," IRTG 1792 Discussion Papers 2020-004, Humboldt University of Berlin, International Research Training Group 1792 "High Dimensional Nonstationary Time Series".
- Trojanek, Radoslaw & Huderek-Glapska, Sonia, 2018. "Measuring the noise cost of aviation – The association between the Limited Use Area around Warsaw Chopin Airport and property values," Journal of Air Transport Management, Elsevier, vol. 67(C), pages 103-114.
- Rodney Fort & Young Hoon Lee & Taeyeon Oh, 2019. "Quantile Insights on Market Structure and Worker Salaries: The Case of Major League Baseball," Journal of Sports Economics, , vol. 20(8), pages 1066-1087, December.
- Abramovich, Felix & Pensky, Marianna, 2019. "Classification with many classes: Challenges and pluses," Journal of Multivariate Analysis, Elsevier, vol. 174(C).
- Paulo M.M. Rodrigues & Rita Fradique Lourenço, 2015. "House prices: bubbles, exuberance or something else? Evidence from euro area countries," Working Papers w201517, Banco de Portugal, Economics and Research Department.
- repec:rre:publsh:v:39:y:2009:i:2:p:149-69 is not listed on IDEAS
- Muller, Christophe, 2018.
"Heterogeneity and nonconstant effect in two-stage quantile regression,"
Econometrics and Statistics, Elsevier, vol. 8(C), pages 3-12.
- Christophe Muller, 2017. "Heterogeneity and Non-Constant Effect in Two-Stage Quantile Regression," Working Papers halshs-01157552, HAL.
- Christophe Muller, 2018. "Heterogeneity and nonconstant effect in two-stage quantile regression," Post-Print hal-01647474, HAL.
- Juan Mora & Antonia Febrer, 2005. "Wage Distribution In Spain, 1994-1999: An Application Of A Flexible Estimator Of Conditional Distributions," Working Papers. Serie EC 2005-04, Instituto Valenciano de Investigaciones Económicas, S.A. (Ivie).
- Xiaoying Liu & Jere R. Behrman & Emily Hannum & Fan Wang & Qingguo Zhao, 2022. "Same environment, stratified impacts? Air pollution, extreme temperatures, and birth weight in south China," Papers 2204.00219, arXiv.org.
- Inklaar, Robert & Jong-A-Pin, Richard & de Haan, Jakob, 2008.
"Trade and business cycle synchronization in OECD countries--A re-examination,"
European Economic Review, Elsevier, vol. 52(4), pages 646-666, May.
- Robert Inklaar & Richard Jong-A-Pin & Jakob de Haan & Jakob de Haan, 2005. "Trade and Business Cycle Synchronization in OECD Countries - a Re-examination," CESifo Working Paper Series 1546, CESifo.
More about this item
Keywords
Loss function; Machine learning; Deep learning; Survey;All these keywords.
Statistics
Access and download statisticsCorrections
All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:aodasc:v:9:y:2022:i:2:d:10.1007_s40745-020-00253-5. See general information about how to correct material in RePEc.
If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.
If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .
If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.
For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.