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Title: :  An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism
PaperId: :  6054
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 3 Issue 4 2017
DUI:    16.0415/IJARIIE-6054
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ms.Priyanka Narayan KambleJSPM,Wagholi
Ms.Sonali Patil.JSPM,Wagholi

Abstract

Computer Engineering
Stream data mining, classification, ensemble learning, spatial indexing, and concept drifting
Ensemble learning is used for data stream classification, as it facing problem to large size of stream data and concept drifting. Direct output of an extensive number of base classifiers in the troupe amid expectation keeping group gaining from being viable for some true time critical data stream applications, e.g. Web traffic. In this data streams usually come at a speed of GBPS, and it is important to order every stream record in a timely manner. That’s why we propose a novel E-tree indexing structure to sort out all bases in an ensemble for fast prediction and using random forest classifier-trees regard groups as spatial databases and utilize an R-tree to less the expected prediction time from direct to sub-straight multifaceted nature. E-trees can be changed by continuously integrating new classifiers and discarding outdated ones, well adjusting to new patterns. Our system works on web traffic stream monitoring to classify web pages and extend work to classify traffic stream data.

Citations

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IJARIIE Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. "An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism" International Journal Of Advance Research And Innovative Ideas In Education Volume 3 Issue 4 2017 Page 589-595
MLA Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. "An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism." International Journal Of Advance Research And Innovative Ideas In Education 3.4(2017) : 589-595.
APA Ms.Priyanka Narayan Kamble, & Ms.Sonali Patil.. (2017). An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism. International Journal Of Advance Research And Innovative Ideas In Education, 3(4), 589-595.
Chicago Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. "An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism." International Journal Of Advance Research And Innovative Ideas In Education 3, no. 4 (2017) : 589-595.
Oxford Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. 'An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism', International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 4, 2017, p. 589-595. Available from IJARIIE, http://ijariie.com/AdminUploadPdf/An_Efficient_Indexing_Structure_for_Ensemble_Classification_of_Data_Streams_Using_Forest_Tree_Mechanism_ijariie6054.pdf (Accessed : 12 March 2024).
Harvard Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. (2017) 'An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism', International Journal Of Advance Research And Innovative Ideas In Education, 3(4), pp. 589-595IJARIIE [Online]. Available at: http://ijariie.com/AdminUploadPdf/An_Efficient_Indexing_Structure_for_Ensemble_Classification_of_Data_Streams_Using_Forest_Tree_Mechanism_ijariie6054.pdf (Accessed : 12 March 2024)
IEEE Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil., "An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism," International Journal Of Advance Research And Innovative Ideas In Education, vol. 3, no. 4, pp. 589-595, Jul-Aug 2017. [Online]. Available: http://ijariie.com/AdminUploadPdf/An_Efficient_Indexing_Structure_for_Ensemble_Classification_of_Data_Streams_Using_Forest_Tree_Mechanism_ijariie6054.pdf [Accessed : 12 March 2024].
Turabian Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. "An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 3 number 4 (12 March 2024).
Vancouver Ms.Priyanka Narayan Kamble, and Ms.Sonali Patil.. An Efficient Indexing Structure for Ensemble Classification of Data Streams Using Forest-Tree Mechanism. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2017 [Cited : 12 March 2024]; 3(4) : 589-595. Available from: http://ijariie.com/AdminUploadPdf/An_Efficient_Indexing_Structure_for_Ensemble_Classification_of_Data_Streams_Using_Forest_Tree_Mechanism_ijariie6054.pdf
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