Decision Trees for Mining Data Streams Based on the Gaussian Approximation - 2014


Since the Hoeffding tree algorithm was proposed in the literature, decision trees became one of the most popular tools for mining data streams. The key point of constructing the decision tree is to determine the best attribute to split the considered node. Several methods to solve this problem were presented so far. However, they are either wrongly mathematically justified (e.g., in the Hoeffding tree algorithm) or time-consuming (e.g., in the McDiarmid tree algorithm). In this paper, we propose a new method which significantly outperforms the McDiarmid tree algorithm and has a solid mathematical basis. Our method ensures, with a high probability set by the user, that the best attribute chosen in the considered node using a finite data sample is the same as it would be in the case of the whole data stream.

Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here

PROJECT TITLE : Usage of Machine Learning for Strategic Decision Making at Higher Educational Institutions ABSTRACT: Higher Educational Institutions (HEIs) make policies, plans, and actions that are influenced by strategic decisions
PROJECT TITLE : An Analytical Model of E-Recruiting Investment Decision: An Economic Employment Approach ABSTRACT: One of the fastest-growing segments of the e-commerce industry is online hiring. Since the mid-1990s, a variety
PROJECT TITLE :Performability Analysis of k-to-l-Out-of-n Computing Systems Using Binary Decision Diagrams - 2018ABSTRACT:Modern computing systems sometimes utilize a large variety of computing nodes to perform coordinated computations
PROJECT TITLE :LLR-based Successive-Cancellation List Decoder for Polar Codes with Multi-bit Decision - 2017ABSTRACT:Due to their capacity-achieving property, polar codes have become one in all the most engaging channel codes.
PROJECT TITLE : New Splitting Criteria for Decision Trees in Stationary Data Streams - 2017 ABSTRACT: The most standard tools for stream knowledge mining are based mostly on call trees. In previous fifteen years, all designed

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry