PDF eBook
Sample Preview
Size 1099KB
Free
Download a sample of the first 25 pages
Download Preview

Entire PDF eBook
1192KB
$24
Get instant access to an entire eBook
Buy PDF Password Download Complete PDF
eBook editions

Development of New Models Using Machine Learning Methods Combined with Different Time Lags for Network Traffic Forecasting

by Derman Akgol & Mehmet Fatih Akay (advisor)
 Paperback   small ebook icon   eBook PDF
Publisher:  Dissertation
Pub date:  2017
Pages:  112
ISBN-10:  1612334601
ISBN-13:  9781612334608
Categories:  Engineering  Technology  Computers

Abstract

The purpose of this thesis is to forecast the amount of network traffic in Transmission Control Protocol/Internet Protocol (TCP/IP) -based networks by using different time lags and various machine learning methods including Support Vector Machines (SVM), Multilayer Perceptron (MLP), Radial Basis Function (RBF) Neural Network, M5P (a decision tree with linear regression functions at the nodes), Random Forest (RF), Random Tree (RT), and Reduced Error Prunning Error (REPTree), and statistical regression methods including Multiple Linear Regression (MLR) and Holt-Winters and compare the performance of statistical and machine learning methods. Two different Internet Service Providers' (ISPs) traffic data have been utilized to build traffic forecasting models. The first 66% of the data sets has been utilized as training sets and the rest has been used as test sets. The performance of the forecasting models for the data sets has been assessed using Mean Absulote Percentage Error (MAPE). The results show that SVM and M5P based models usually perform better than the ones obtained by the other methods.



PDF eBook
Sample Preview
Size 1099KB
Free
Download a sample of the first 25 pages
Download Preview

Entire PDF eBook
1192KB
$24
Get instant access to an entire eBook
Buy PDF Password Download Complete PDF
eBook editions
Share this book



Relevant events
JAN
7
CES 2025
CES 2025 (Consumer Electronics Show) Las Vegas Why Attend CES 2025 The world’s most powerful tech event is your place to experience the inn...
07 - 10 Jan 2025
Las Vegas, United States
MAY
13
H2EF2025
Hydrogen Economy Forum (H2EF) 2025 The Hydrogen Economy Forum (H2EF) 2025, powered by APGH, is a landmark hydrogen forum designe...
13 - 14 May 2025
Kuching, Malaysia
JUN
23
MATCON-2025
2th World Congress on Materials Science and Engineering (MATCON-2025) Welcome to the 12th World Congress on Materials Science and Engineering..! MATCON-2025 Hea...
23 - 24 Jun 2025
Barcelona, Spain
AUG
18
CASE 2025
2025 IEEE 21st International Conference on Automation Science and Engineering About CASE 2025 The IEEE International Conference on Automation Science and Engineering (CAS...
18 - 21 Aug 2025
Los Angeles, United States
DEC
27
ACMAE 2024
2024 The 15th Asia Conference on Mechanical and Aerospace Engineering (ACMAE 2024) Publication: Accepted and registered papers will be included in the conference proceedings. ...
27 - 29 Dec 2024
Harbin, China
DEC
27
MCVR 2024
2024 International Conference on Measurement, Communication and Virtual Reality (MCVR 2024) Publication: Submitted paper will be peer reviewed by technical committee, and accepted pape...
27 - 29 Dec 2024
Harbin, China
DEC
27
ICMEE 2024
2024 10th International Conference on Mechanical and Electronics Engineering (ICMEE 2024) Proceedings: Submitted papers will be peer reviewed and accepted papers after proper registr...
27 - 29 Dec 2024
Xi'an, China
DEC
28
MEPE 2024
2024 3rd International Conference on Mechanical Engineering and Power Engineering (MEPE 2024) Publication: Accepted and presented papers will be published into MEPE 2024 Conference Proce...
28 - 30 Dec 2024
Wuhan, China
DEC
28
ITCAU 2024
2nd International Conference on Information Technology, Control and Automation (ITCAU 2024) 2nd International Conference on Information Technology, Control and Automation (ITCAU 2024) ...
28 - 29 Dec 2024
, United Arab Emirates
JAN
3
ICIGP 2025
2025 The 8th International Conference on Image and Graphics Processing (ICIGP 2025) Publication: Submitted papers will be peer reviewed by conference committees, and accepted p...
03 - 05 Jan 2025
Macau, China