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PhD Project Topics in Data Mining

With the tremendous growth of the available data online and offline, the demand for automatic information extraction has rapidly increased. Data mining is one of the most widely used knowledge discovery methods to support the data analysis and decision-making process in the organization. With the assistance of data mining, the organizations have greatly gained potential benefits in their business in the perspectives of analyzing the customer behaviors and intentions to improve their marketing strategies. Data mining has been widely utilized in commercial and business applications with structured, unstructured, or semi-structured data in the real world. Nowadays, data mining tools and techniques have predicted future trends and behaviors with the enabling of knowledge-driven and proactive decisions in the business fields. The automation in data mining efficiently supports the answering of the business question rather than the traditionally time-consuming process. By integrating the data mining tools with the existing software platforms, the new products and systems have become popular in the real world with their time efficiency and quality. Text mining, web mining, healthcare, finance, retail industry, higher education, and telecommunication applications have increasingly utilized the advantages of data mining. In recent years, sentiment analysis, recommender system, question answering, text summarization, natural language processing, semantic similarity, and social media mining are several popular data mining research areas.