Data Mining Techniques in Web Mining and Multimedia Data Mining
Explore the areas of text mining, information extraction, natural language processing, and data mining in the context of web mining and multimedia data mining. Understand the application of data mining techniques to structured and unstructured data on the web, including web content mining, web structure mining, and web usage mining. Discover the significance of mining multimedia data for uncovering patterns in multimedia databases.
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DWM By Kadiyala Vijaya Kumar Ravindra College of Engineering for Women Kurnool 518452, Andhra Pradesh, India Asst. Professor Dept. of CSE RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
Areas of text mining in data mining: Information Extraction: The automatic extraction of structured data such as entities, entities relationships, and attributes describing entities from an unstructured source is called information extraction. Natural Language Processing: NLP stands for Natural language processing. Computer software can understand human language as same as it is spoken. NLP is primarily a component of artificial intelligence(AI). The development of the NLP application is difficult because computers generally expect humans to "Speak" to them in a programming language that is accurate, clear, and exceptionally structured. Human speech is usually not authentic so that it can depend on many complex variables, including slang, social context, and regional dialects. Data Mining: Data mining refers to the extraction of useful data, hidden patterns from large data sets. Data mining tools can predict behaviors and future trends that allow businesses to make a better data-driven decision. Data mining tools can be used to resolve many business problems that have traditionally been too time-consuming. RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
What is Web Mining? Web mining can widely be seen as the application of adapted data mining techniques to the web, whereas data mining is defined as the application of the algorithm to discover patterns on mostly structured data embedded into a knowledge discovery process. Web mining has a distinctive property to provide a set of various data types. The web has multiple aspects that yield different approaches for the mining process, such as web pages consist of text, web pages are linked via hyperlinks, and user activity can be monitored via web server logs. These three features lead to the differentiation between the three areas are web content mining, web structure mining, web usage mining. There are three types of data mining: RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
Mining Multimedia Data Multimedia data mining is the discovery of interesting patterns from multimedia databases that store and manage large collections of multimedia objects, including image data, video data, audio data, as well as sequence data and hypertext data containing text, text markups, and linkages. Multimedia data mining is an interdisciplinary field that integrates image processing and understanding, computer vision, data mining, and pattern recognition. Issues in multimedia data mining include content-based retrieval and similarity search, and generalization and multidimensional analysis. Multimedia data cubes contain additional dimensions and measures for multimedia information. Other topics in multimedia mining include classification and prediction analysis, mining associations, and video and audio data mining (Section 13.2.3). View chapterPurchase book RCEW, RCEW, Pasupula Pasupula (V), Near Near Venkayapalli (V), Nandikotkur Nandikotkur Road, Venkayapalli, , KURNOOL KURNOOL Road,
