Mining Uncertain and Probabilistic Data: problems, Challenges, Methods, and Applications
Report a problem or upload filesIf you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.
Uncertain data are inherent in some important applications, such as environmental surveillance, market analysis, and quantitative economics research. Uncertain data in those applications are generally caused by factors like data randomness and incompleteness, limitations of measuring equipment, delayed data updates, etc. Due to the importance of those applications and the rapidly increasing amount of uncertain data collected and accumulated, analyzing and mining large collections of uncertain data have become an important task and attracted more and more interest from the data mining community. In this tutorial, we will give a systematic survey on the motivations/applications, the problems, the challenges, the fundamental principles and the state-of-the-art methods of mining uncertain and probabilistic data. We will motivate the survey with several interesting practical applications of uncertain data analysis. To set the stage, we will discuss two major models for uncertain and probabilistic data briefly. We will cover several important data mining tasks on uncertain data, including clustering, classification, frequent pattern mining and online analytical processing (OLAP). For each task, we will analyze the challenges posed by uncertain and probabilistic data and the state-of-the-art solutions.
Link this pageWould you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !
Reviews and comments:
Very good talk and PPT file for researching! :)
Good and helpful
ITS VERY NICE AND SUPER, WE LEARNED MUCH
nice talk but where is PPT???
Very Good Job !! thumb up
please help me
I have C# Code of algorithm Frequent pattern Growth
your video are superb but how to download video
pls tell me how to download this videos
Very good and hot girls for the chat is waiting for you if you visit https://t4mhobart.com
Write your own review or comment: