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Title: :  THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING
PaperId: :  14385
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 7 Issue 3 2021
DUI:    16.0415/IJARIIE-14385
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
Ada ObayiDepartment of Computer Science, University of Nigeria, Nsukka
Asogwa Samuel C1Department of Computer Science. Michael Okpara University of Agriculture Umudike. Abia state
Onwuzo J.C2Department of Computer Science. Michael Okpara University of Agriculture Umudike. Abia state
Chigbundu Kanu Enyioma3Department of Computer Science. Michael Okpara University of Agriculture Umudike. Abia state.

Abstract

Computer science and Engineering
: Personal Computer (PC), Classification, Big data, Machine learning (ML). Apache Spark
One of the most complicated and difficult aspects of machine learning and Artificial Intelligence (AI) application is data mining and parallel data transmission. This necessitates the adoption of methods that demonstrate high process effectiveness and efficiency, as well as the ability to change their structure and manage a large variety of data that arrives on a regular basis. This should lead to the presentation of a new incremental and distributed classifier based on the preferred closest neighbor algorithmic rule. The research employs the K-NN machine learning classifier, which is well-suited to such a demanding setting. This approach, which is implemented in Apache Spark, uses a distributed metric-space ordering to speed up searches. A great deal of live data transmission containing useful data, referred to as big data, is created frequently. For handling such large volume of data, there is a necessity of big data structures, which the Apache Spark resolves in this work. The model will performs up to one hundred circumstances speedier than ancient systems like Hadoop Map reduce and the system will be used for online payment processing and big data search pattern.

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IJARIIE Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. "THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING" International Journal Of Advance Research And Innovative Ideas In Education Volume 7 Issue 3 2021 Page 2013-2021
MLA Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. "THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING." International Journal Of Advance Research And Innovative Ideas In Education 7.3(2021) : 2013-2021.
APA Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, & Chigbundu Kanu Enyioma3. (2021). THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING. International Journal Of Advance Research And Innovative Ideas In Education, 7(3), 2013-2021.
Chicago Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. "THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING." International Journal Of Advance Research And Innovative Ideas In Education 7, no. 3 (2021) : 2013-2021.
Oxford Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. 'THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING', International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, 2021, p. 2013-2021. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/THE_USE_OF_SPARK_FOR_NEAREST_NEIGHBOR_CLASSIFICATION_FOR_HIGH_SPEED_BIG_DATA_STREAMING_ijariie14385.pdf (Accessed : ).
Harvard Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. (2021) 'THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING', International Journal Of Advance Research And Innovative Ideas In Education, 7(3), pp. 2013-2021IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/THE_USE_OF_SPARK_FOR_NEAREST_NEIGHBOR_CLASSIFICATION_FOR_HIGH_SPEED_BIG_DATA_STREAMING_ijariie14385.pdf (Accessed : )
IEEE Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3, "THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING," International Journal Of Advance Research And Innovative Ideas In Education, vol. 7, no. 3, pp. 2013-2021, May-Jun 2021. [Online]. Available: https://ijariie.com/AdminUploadPdf/THE_USE_OF_SPARK_FOR_NEAREST_NEIGHBOR_CLASSIFICATION_FOR_HIGH_SPEED_BIG_DATA_STREAMING_ijariie14385.pdf [Accessed : ].
Turabian Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. "THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 7 number 3 ().
Vancouver Ada Obayi, Asogwa Samuel C1, Onwuzo J.C2, and Chigbundu Kanu Enyioma3. THE USE OF SPARK FOR NEAREST NEIGHBOR CLASSIFICATION FOR HIGH-SPEED BIG DATA STREAMING. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2021 [Cited : ]; 7(3) : 2013-2021. Available from: https://ijariie.com/AdminUploadPdf/THE_USE_OF_SPARK_FOR_NEAREST_NEIGHBOR_CLASSIFICATION_FOR_HIGH_SPEED_BIG_DATA_STREAMING_ijariie14385.pdf
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