Data mapping is a critical process in data management that integrates and transforms data from different sources into a unified format. Our TUPELO system views data mapping as a search problem, involving critical instances of source and target schemas, exploring the transformation space, and intelligently reducing the number of states visited during the search process. Challenges in data mapping include complex semantic mappings, developing effective search heuristics, and ensuring scalability for large-scale data with multiple relations and attributes. Our TUPELO system implements innovative techniques such as example-driven generation, search algorithms like IDA and RBFS, and cosine similarity to address these challenges. This approach opens avenues for future research and development, including enhanced search heuristics, broadening applicability, and machine learning integration. AI can redefine your way of work by identifying automation opportunities, defining KPIs, selecting an AI solution, and implementing gradually. For AI KPI management advice, connect with us at hello@itinai.com. Our AI Sales Bot from itinai.com/aisalesbot is designed to automate customer engagement 24/7 and manage interactions across all customer journey stages. Discover how AI can redefine your sales processes and customer engagement. Explore solutions at itinai.com. For free consultation, join our AI Lab in Telegram @itinai or follow us on Twitter @itinaicom for continuous insights into leveraging AI.
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