FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4366003295> ?p ?o ?g. }

• W4366003295 abstract "Abstract The success of the business directly contributes towards the growth of the nation. Hence it is important to evaluate and predict whether the business will be successful or not. In this study, we use the company’s dataset which contains information from startups to Fortune 1000 companies to create a machine learning model for predicting business success. The main challenge of business success prediction is twofold: (1) Identifying variables for defining business success; (2) Feature selection and feature engineering based on Investor-Business-Market interrelation to provide a successful outcome of the predictive modeling. Many studies have been carried out using only the available features to predict business success, however, there is still a challenge to identify the most important features in different business angles and their interrelation with business success. Motivated by the above challenge, we propose a new approach by defining a new business target based on the definition of business success used in this study and develop additional features by carrying out statistical analysis on the training data which highlights the importance of investments, business, and market features in forecasting business success instead of using only the available features for modeling. Ensemble machine learning methods as well as existing supervised learning methods were applied to predict business success. The results demonstrated a significant improvement in the overall accuracy and AUC score using ensemble methods. By adding new features related to the Investor-Business-Market entity demonstrated good performance in predicting business success and proved how important it is to identify significant relationships between these features to cover different business angles when predicting business success. Graphical Abstract" @default.
• W4366003295 created "2023-04-17" @default.
• W4366003295 creator A5008292958 @default.
• W4366003295 creator A5057260089 @default.
• W4366003295 creator A5084641325 @default.
• W4366003295 date "2023-04-16" @default.
• W4366003295 modified "2023-10-14" @default.
• W4366003295 title "Exploring investor-business-market interplay for business success prediction" @default.
• W4366003295 cites W1482761558 @default.
• W4366003295 cites W1523040519 @default.
• W4366003295 cites W158052132 @default.
• W4366003295 cites W1986008543 @default.
• W4366003295 cites W2011871313 @default.
• W4366003295 cites W2022096927 @default.
• W4366003295 cites W2033556959 @default.
• W4366003295 cites W2036695500 @default.
• W4366003295 cites W2066523057 @default.
• W4366003295 cites W2075748664 @default.
• W4366003295 cites W2082238712 @default.
• W4366003295 cites W2100148483 @default.
• W4366003295 cites W2122723105 @default.
• W4366003295 cites W2337455698 @default.
• W4366003295 cites W2585499563 @default.
• W4366003295 cites W2790955109 @default.
• W4366003295 cites W2888577068 @default.
• W4366003295 cites W2897756463 @default.
• W4366003295 cites W2901543691 @default.
• W4366003295 cites W3009833768 @default.
• W4366003295 cites W3029177415 @default.
• W4366003295 cites W3033668954 @default.
• W4366003295 cites W3049101820 @default.
• W4366003295 cites W3088735601 @default.
• W4366003295 cites W3097507789 @default.
• W4366003295 cites W3122113377 @default.
• W4366003295 cites W3126100588 @default.
• W4366003295 cites W4205783499 @default.
• W4366003295 cites W4213456298 @default.
• W4366003295 cites W4214489515 @default.
• W4366003295 cites W4220750100 @default.
• W4366003295 cites W4280627850 @default.
• W4366003295 cites W4285678304 @default.
• W4366003295 cites W4289847601 @default.
• W4366003295 cites W4293224548 @default.
• W4366003295 cites W4295065015 @default.
• W4366003295 doi "https://doi.org/10.1186/s40537-023-00723-6" @default.
• W4366003295 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37089902" @default.
• W4366003295 hasPublicationYear "2023" @default.
• W4366003295 type Work @default.
• W4366003295 citedByCount "0" @default.
• W4366003295 crossrefType "journal-article" @default.
• W4366003295 hasAuthorship W4366003295A5008292958 @default.
• W4366003295 hasAuthorship W4366003295A5057260089 @default.
• W4366003295 hasAuthorship W4366003295A5084641325 @default.
• W4366003295 hasBestOaLocation W43660032951 @default.
• W4366003295 hasConcept C11066294 @default.
• W4366003295 hasConcept C119857082 @default.
• W4366003295 hasConcept C138885662 @default.
• W4366003295 hasConcept C144133560 @default.
• W4366003295 hasConcept C148483581 @default.
• W4366003295 hasConcept C154945302 @default.
• W4366003295 hasConcept C162754035 @default.
• W4366003295 hasConcept C162853370 @default.
• W4366003295 hasConcept C174998907 @default.
• W4366003295 hasConcept C181282483 @default.
• W4366003295 hasConcept C189076506 @default.
• W4366003295 hasConcept C193669473 @default.
• W4366003295 hasConcept C199364280 @default.
• W4366003295 hasConcept C207505557 @default.
• W4366003295 hasConcept C2522767166 @default.
• W4366003295 hasConcept C2767350 @default.
• W4366003295 hasConcept C2776401178 @default.
• W4366003295 hasConcept C34630208 @default.
• W4366003295 hasConcept C37952496 @default.
• W4366003295 hasConcept C41008148 @default.
• W4366003295 hasConcept C41895202 @default.
• W4366003295 hasConcept C4216890 @default.
• W4366003295 hasConcept C56739046 @default.
• W4366003295 hasConcept C65257409 @default.
• W4366003295 hasConcept C85345410 @default.
• W4366003295 hasConceptScore W4366003295C11066294 @default.
• W4366003295 hasConceptScore W4366003295C119857082 @default.
• W4366003295 hasConceptScore W4366003295C138885662 @default.
• W4366003295 hasConceptScore W4366003295C144133560 @default.
• W4366003295 hasConceptScore W4366003295C148483581 @default.
• W4366003295 hasConceptScore W4366003295C154945302 @default.
• W4366003295 hasConceptScore W4366003295C162754035 @default.
• W4366003295 hasConceptScore W4366003295C162853370 @default.
• W4366003295 hasConceptScore W4366003295C174998907 @default.
• W4366003295 hasConceptScore W4366003295C181282483 @default.
• W4366003295 hasConceptScore W4366003295C189076506 @default.
• W4366003295 hasConceptScore W4366003295C193669473 @default.
• W4366003295 hasConceptScore W4366003295C199364280 @default.
• W4366003295 hasConceptScore W4366003295C207505557 @default.
• W4366003295 hasConceptScore W4366003295C2522767166 @default.
• W4366003295 hasConceptScore W4366003295C2767350 @default.
• W4366003295 hasConceptScore W4366003295C2776401178 @default.
• W4366003295 hasConceptScore W4366003295C34630208 @default.
• W4366003295 hasConceptScore W4366003295C37952496 @default.
• W4366003295 hasConceptScore W4366003295C41008148 @default.
• W4366003295 hasConceptScore W4366003295C41895202 @default.

• next