Big Data Analytics using Machine Learning Techniques

被引：0

作者：

Mittal, Shweta ^{[1
]}

Sangwan, Om Prakash ^{[1
]}

机构：

[1] Guru Jambeshwar Univ Sci & Technol, Dept Comp Sci & Engn, Hisar, Haryana, India

来源：

2019 9TH INTERNATIONAL CONFERENCE ON CLOUD COMPUTING, DATA SCIENCE & ENGINEERING (CONFLUENCE 2019) | 2019年

关键词：

Big Data; Big Data Analytics; Machine Learning Techniques; Deep Learning;

D O I：

10.1109/confluence.2019.8776614

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Gigabytes of data is being generated now a days on daily basis which may possess some of the characteristics such as high speed, huge volume, uncertainty, non-stationary data, real time data etc. Conventional Machine Learning Techniques cannot be used for analysis of big data due to its above mentioned features. Also, traditional storage and processing techniques fails to meet the requirements. In this paper, we have discussed the various challenges that may occur while using traditional MLT for Big Data Analytics and its possible solutions. As per our survey, Parallel Processing, Dimensionality Reduction techniques, GPUs, Map reduce jobs, Deep learning, Online learning, Incremental learning are some of the possible solution to meet the challenges associated with big data analytics.

引用

页码：203 / 207

页数：5

共 50 条

[21] Big Data Provenance Using Blockchain for Qualitative Analytics via Machine Learning
Khan, Kashif Mehboob
Haider, Warda
Khan, Najeed Ahmed
Saleem, Darakhshan
[J]. JOURNAL OF UNIVERSAL COMPUTER SCIENCE, 2023, 29 (05) : 446 - 469
[22] Big Data Analytics in Healthcare Using Machine Learning Algorithms: A Comparative Study
Akundi, Sai Hanuman
Soujanya, R.
Madhuri, P. M.
[J]. INTERNATIONAL JOURNAL OF ONLINE AND BIOMEDICAL ENGINEERING, 2020, 16 (13) : 19 - 32
[23] Significance in Machine Learning and Data Analytics Techniques on Oceanography Data
Krzak, K.
Abuomar, O.
Fribance, D.
[J]. INTELLIGENT COMPUTING, VOL 1, 2022, 506 : 620 - 629
[24] Privacy-Aware Data Forensics of VRUs Using Machine Learning and Big Data Analytics
Babar M.
Tariq M.U.
Almasoud A.S.
Alshehri M.D.
[J]. Babar, Muhammad (muhammad.babar@aiou.edu.pk), 1600, Hindawi Limited (2021):
[25] Modelling of healthcare data analytics using optimal machine learning model in big data environment
Fancy, Chelladurai
Krishnaraj, Nagappan
Ishwarya, K.
Raja, G.
Chandrasekaran, Shyamala
[J]. EXPERT SYSTEMS, 2024, 42 (01)
[26] Big Data Analytics Using Data Mining Techniques: A Survey
Mittal, Shweta
Sangwan, Om Prakash
[J]. ADVANCED INFORMATICS FOR COMPUTING RESEARCH, ICAICR 2018, PT I, 2019, 955 : 264 - 273
[27] Big data Analytics Using Support Vector Machine
Amudha, P.
Sivakumari, S.
[J]. IEEE INTERNATIONAL CONFERENCE ON SOFT-COMPUTING AND NETWORK SECURITY (ICSNS 2018), 2018, : 63 - +
[28] A review of machine learning for big data analytics: bibliometric approach
El-Alfy, El-Sayed M.
Mohammed, Salahadin A.
[J]. TECHNOLOGY ANALYSIS & STRATEGIC MANAGEMENT, 2020, 32 (08) : 984 - 1005
[29] Machine Learning approaches on Map Reduce for Big Data Analytics
Lakshmi, J. V. N.
Sheshasaayee, Ananthi
[J]. 2015 INTERNATIONAL CONFERENCE ON GREEN COMPUTING AND INTERNET OF THINGS (ICGCIOT), 2015, : 480 - 484
[30] High performance deep learning techniques for big data analytics
Li, Maozhen
[J]. CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE, 2018, 30 (23):

← 1 2 3 4 5 →