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Daily Archives: July 27, 2024

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Enhanced Machine Learning Technique for Predicting Cardiac Diseases Using ECG Data

Enhanced Machine Learning Technique for Predicting Cardiac Diseases Using ECG Data
Authors:-Priyanka Singh, Sameeksha Rahangdale, Virendra Kumar Tiwari, Gaurav Kishor Saxena

Abstract-Heart disease is a leading cause of morbidity and mortality worldwide. The advancement of machine learning (ML) has enabled the development of predictive models that can identify cardiac conditions with high accuracy. This paper presents an enhanced random forest-based ML technique for predicting cardiac diseases using ECG data. The proposed model evaluates several metrics including accuracy, classification error, F-measure, recall, and precision, achieving an accuracy rate of 92%. This technique transforms vast amounts of raw healthcare data into valuable insights for informed decision-making and forecasts in clinical settings. Our results demonstrate the efficacy of the proposed method in early diagnosis and prevention of heart diseases.

DOI: 10.61137/ijsret.vol.10.issue4.190

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Utilising Accounting Ratios for Strategic Implementation in Technology Based Organization: A Case Study of (2019 and 2023)

Utilising Accounting Ratios for Strategic Implementation in Technology Based Organization: A Case Study of (2019 and 2023)
Authors:-Om Raj Dahal, Professor Murtaza Hussain

Abstract-Companies continue to seek effective ways of maximising efficiency and securing a competitive advantage in the current changing business environment. The study looks at how important accounting ratios are to help companies make strategic decisions and implement them. The paper examines through a rigorous literature review and how accounting ratios can be used to analyse finance performance, operating efficiency and identify areas where improvement is needed. According to the findings, important ratios like profitability, liquidity, leverage, and efficiency are crucial for guiding strategic initiatives in a range of industries. The research also emphasises how crucial it is to incorporate accounting ratio analysis into frameworks for strategic planning in order to improve organisational performance and enable well-informed decision-making. In addition to adding to the body of knowledge on financial management, this study highlights the strategic significance of accounting ratios and provides useful advice for companies hoping to establish a competitive edge in the current global economy. The main objective of the study is to evaluate the Financial table by using tools of accounting (Ratio analysis) in a Technology based business and in order to examine the effects on Strategic management decisions and to evaluate the contribution of these data on building corporate strategies.

DOI: 10.61137/ijsret.vol.10.issue4.189

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