Machine Learning Algorithms for Identifying Anomalies in SAP Data Streams
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Abstract
In this study, we explore the use of machine learning algorithms to detect anomalies in SAP data streams, crucial for ensuring data integrity and optimizing business operations. Traditional rule-based methods often struggle with the complexity and dynamic nature of SAP data, leading to delays in anomaly detection. This manuscript examines various machine learning techniques—such as supervised and unsupervised learning methods—and assesses their effectiveness in identifying anomalies. The study also reviews the impact of these techniques on data processing time, accuracy, and false positive rates. Our results indicate that machine learning models significantly enhance the detection rate while maintaining accuracy and reducing processing times, ultimately improving decision-making in SAP environments.
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• MURALI MOHANA KRISHNA DANDU, Vishwasrao Salunkhe, Shashwat Agrawal, Prof.(Dr) Punit Goel, & Vikhyat Gupta. (2023). "Knowledge Graphs for Personalized Recommendations." Innovative Research Thoughts, 9(1), 450–479. https://doi.org/10.36676/irt.v9.i1.1497.
• Murali Mohana Krishna Dandu, Siddhey Mahadik, Prof.(Dr.) Arpit Jain, Md Abul Khair, & Om Goel. (2023). "Learning To Rank for E commerce Cart Optimization." Universal Research Reports, 10(2), 586–610. https://doi.org/10.36676/urr.v10.i2.1372.
• Vanitha Sivasankaran Balasubramaniam, Siddhey Mahadik, Md Abul Khair, Om Goel, & Prof.(Dr.) Arpit Jain. (2023). "Effective Risk Mitigation Strategies in Digital Project Management." Innovative Research Thoughts, 9(1), 538–567. https://doi.org/10.36676/irt.v9.i1.1500.
• Vanitha Sivasankaran Balasubramaniam, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, & Prof.(Dr) Punit Goel. (2023). "Leveraging Data Analysis Tools for Enhanced Project Decision Making." Universal Research Reports, 10(2), 712–737. https://doi.org/10.36676/urr.v10.i2.1376.
• Balasubramaniam, Vanitha Sivasankaran, Pattabi Rama Rao Thumati, Pavan Kanchi, Raghav Agarwal, Om Goel, and Er. Aman Shrivastav. 2023. "Evaluating the Impact of Agile and Waterfall Methodologies in Large Scale IT Projects." International Journal of Progressive Research in Engineering Management and Science 3(12): 397-412. DOI: https://www.doi.org/10.58257/IJPREMS32363.
• Archit Joshi, Rahul Arulkumaran, Nishit Agarwal, Anshika Aggarwal, Prof.(Dr) Punit Goel, & Dr. Alok Gupta. (2023). Cross Market Monetization Strategies Using Google Mobile Ads. Innovative Research Thoughts, 9(1), 480–507. https://doi.org/10.36676/irt.v9.i1.1498.
• Archit Joshi, Murali Mohana Krishna Dandu, Vanitha Sivasankaran, A Renuka, & Om Goel. (2023). Improving Delivery App User Experience with Tailored Search Features. Universal Research Reports, 10(2), 611–638. https://doi.org/10.36676/urr.v10.i2.1373.
• Krishna Kishor Tirupati, Murali Mohana Krishna Dandu, Vanitha Sivasankaran Balasubramaniam, A Renuka, & Om Goel. (2023). End to End Development and Deployment of Predictive Models Using Azure Synapse Analytics. Innovative Research Thoughts, 9(1), 508–537. https://doi.org/10.36676/irt.v9.i1.1499.
• Joshi, Archit, Raja Kumar Kolli, Shanmukha Eeti, Punit Goel, Arpit Jain, and Alok Gupta. 2023. "MVVM in Android UI Libraries: A Case Study of Rearchitecting Messaging SDKs." International Journal of Progressive Research in Engineering Management and Science 3(12):444-459. https://doi.org/10.58257/IJPREMS32376.
• Tirupati, Krishna Kishor, Shreyas Mahimkar, Sumit Shekhar, Om Goel, Arpit Jain, and Alok Gupta. 2023. "Advanced Techniques for Data Integration and Management Using Azure Logic Apps and ADF." International Journal of Progressive Research in Engineering Management and Science 3(12):460–475. doi: https://www.doi.org/10.58257/IJPREMS32371.
• Sivaprasad Nadukuru, Archit Joshi, Shalu Jain, Krishna Kishor Tirupati, & Akshun Chhapola. 2023. "Advanced Techniques in SAP SD Customization for Pricing and Billing." Innovative Research Thoughts 9(1):421–449. https://doi.org/10.36676/irt.v9.i1.1496.
• Sivaprasad Nadukuru, Dr S P Singh, Shalu Jain, Om Goel, & Raghav Agarwal. 2023. "Implementing SAP Hybris for E-commerce Solutions in Global Enterprises." Universal Research Reports 10(2):639–675. https://doi.org/10.36676/urr.v10.i2.1374.
• Nadukuru, Sivaprasad, Venkata Ramanaiah Chintha, Vishesh Narendra Pamadi, Punit Goel, Vikhyat Gupta, and Om Goel. 2023. "SAP Pricing Procedures Configuration and Optimization Strategies." International Journal of Progressive Research in Engineering Management and Science 3(12):428–443. doi: https://www.doi.org/10.58257/IJPREMS32370.
• Pagidi, Ravi Kiran, Shashwat Agrawal, Swetha Singiri, Akshun Chhapola, Om Goel, and Shalu Jain. 2023. "Real-Time Data Processing with Azure Event Hub and Streaming Analytics." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.
• Pagidi, Ravi Kiran, Jaswanth Alahari, Aravind Ayyagari, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. "Building Business Intelligence Dashboards with Power BI and Snowflake." International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 3(12):523-541. DOI: https://www.doi.org/10.58257/IJPREMS32316.
• Pagidi, Ravi Kiran, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Arpit Jain, and Punit Goel. 2023. “Real Time Data Ingestion and Transformation in Azure Data Platforms.” International Research Journal of Modernization in Engineering, Technology and Science 5(11):1-12. doi:10.56726/IRJMETS46860.
• Kankanampati, Phanindra Kumar, Santhosh Vijayabaskar, Bipin Gajbhiye, Om Goel, Arpit Jain, and Punit Goel. 2023. "Optimizing Spend Management with SAP Ariba and S4 HANA Integration." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.
• Kshirsagar, Rajas Paresh, Vishwasrao Salunkhe, Pronoy Chopra, Aman Shrivastav, Punit Goel, and Om Goel. 2023. “Enhancing Self-Service Ad Platforms with Homegrown Ad Stacks: A Case Study.” International Journal of General Engineering and Technology 12(2):1–24.
• Kshirsagar, Rajas Paresh, Pagidi, Ravi Kiran, Phanindra Kumar Kankanampati, Raghav Agarwal, Shalu Jain, and Aayush Jain. 2023. “Implementing Advanced Analytics for Real-Time Decision Making in Enterprise Systems.” International Journal of Electronics and Communication Engineering (IJECE).
• Kshirsagar, Rajas Paresh, Venudhar Rao Hajari, Abhishek Tangudu, Raghav Agarwal, Shalu Jain, and Aayush Jain. 2023. “Improving Media Buying Cycles Through Advanced Data Analytics.” International Journal of Progressive Research in Engineering Management and Science (IJPREMS) 3(12):542–558. Retrieved (https://www.ijprems.com).
• Kshirsagar, Rajas Paresh, Jaswanth Alahari, Aravind Ayyagari, Punit Goel, Arpit Jain, and Aman Shrivastav. 2023. “Cross Functional Leadership in Product Development for Programmatic Advertising Platforms.” International Research Journal of Modernization in Engineering Technology and Science 5(11):1-15. doi: https://www.doi.org/10.56726/IRJMETS46861.
• Kankanampati, Phanindra Kumar, Nishit Agarwal, Venkata Ramanaiah Chintha, Aman Shrivastav, Shalu Jain, and Om Goel. (2023). "Ensuring Compliance in Global Procurement with Third Party Tax Solutions Integration." International Journal of Progressive Research in Engineering Management and Science 3(12):488-505. doi: https://www.doi.org/10.58257/IJPREMS32319.
• Kankanampati, Phanindra Kumar, Raja Kumar Kolli, Chandrasekhara Mokkapati, Om Goel, Shakeb Khan, and Arpit Jain. (2023). "Agile Methodologies in Procurement Solution Design Best Practices." International Research Journal of Modernization in Engineering, Technology and Science 5(11). doi: https://www.doi.org/10.56726/IRJMETS46859.
• Vadlamani, Satish, Jaswanth Alahari, Aravind Ayyagari, Punit Goel, Arpit Jain, and Aman Shrivastav. (2023). "Optimizing Data Integration Across Disparate Systems with Alteryx and Informatica." International Journal of General Engineering and Technology 12(2):1–24.
• Vadlamani, Satish, Phanindra Kumar Kankanampati, Punit Goel, Arpit Jain, and Vikhyat Gupta. (2023). “Enhancing Business Intelligence Through Advanced Data Analytics and Real-Time Processing.” International Journal of Electronics and Communication Engineering (IJECE) 12(2):1–20.
• Gannamneni, Nanda Kishore, Siddhey Mahadik, Shanmukha Eeti, Om Goel, Shalu Jain, and Raghav Agarwal. (2023). "Leveraging SAP GTS for Compliance Management in Global Trade Operations." International Journal of General Engineering and Technology (IJGET) 12(2):1–24.
• Vadlamani, Satish, Nishit Agarwal, Venkata Ramanaiah Chintha, Er. Aman Shrivastav, Shalu Jain, and Om Goel. (2023). "Cross Platform Data Migration Strategies for Enterprise Data Warehouses." International Research Journal of Modernization in Engineering, Technology and Science 5(11):1-10. https://doi.org/10.56726/IRJMETS46858.
• Gannamneni, Nanda Kishore, Pramod Kumar Voola, Amit Mangal, Punit Goel, and S. P. Singh. 2023. "Implementing SAP S/4 HANA Credit Management: A Roadmap for Financial and Sales Teams." International Research Journal of Modernization in Engineering Technology and Science, 5(11). DOI: https://doi.org/10.56726/IRJMETS46857