{"title":"因果分析:房地产投资决策的因果机器学习","authors":"Rodrigo Rivera-Castro, Evgeny Burnaev","doi":"10.1109/DSAA53316.2021.9564210","DOIUrl":null,"url":null,"abstract":"As a company, proper financial planning is challenging. The knowledge is specific and competent experts are scarce. Poor financial management has a high cost. It results in penalty fees, missed opportunities, and return on investment. CAUSALYSIS empowers small and medium businesses with financial scenario planning powered by Causal Machine Learning. We describe a use case for causal machine learning on the ROI of property rentals.","PeriodicalId":129612,"journal":{"name":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"CAUSALYSIS: Causal Machine Learning for Real-Estate Investment Decisions\",\"authors\":\"Rodrigo Rivera-Castro, Evgeny Burnaev\",\"doi\":\"10.1109/DSAA53316.2021.9564210\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"As a company, proper financial planning is challenging. The knowledge is specific and competent experts are scarce. Poor financial management has a high cost. It results in penalty fees, missed opportunities, and return on investment. CAUSALYSIS empowers small and medium businesses with financial scenario planning powered by Causal Machine Learning. We describe a use case for causal machine learning on the ROI of property rentals.\",\"PeriodicalId\":129612,\"journal\":{\"name\":\"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)\",\"volume\":\"2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-10-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/DSAA53316.2021.9564210\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/DSAA53316.2021.9564210","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
CAUSALYSIS: Causal Machine Learning for Real-Estate Investment Decisions
As a company, proper financial planning is challenging. The knowledge is specific and competent experts are scarce. Poor financial management has a high cost. It results in penalty fees, missed opportunities, and return on investment. CAUSALYSIS empowers small and medium businesses with financial scenario planning powered by Causal Machine Learning. We describe a use case for causal machine learning on the ROI of property rentals.