Protein Structure Prediction Using Support Vector Machine

Anil Kumar Mandle, Pranita Jain and Shailendra Kumar Shrivastava, Samrat Ashok Technological Institute Vidisha, India

ABSTRACT

Support Vector Machine (SVM) is used for predict the protein structural. Bioinformatics method use to protein structure prediction mostly depends on the amino acid sequence. In this paper, work predicted of 1-D, 2-D, and 3-D protein structure prediction. Protein structure prediction is one of the most important problems in modern computation biology. Support Vector Machine haves shown strong generalization ability protein structure prediction. Binary classification techniques of Support Vector Machine are implemented and RBF kernel function is used in SVM. This Radial Basic Function (RBF) of SVM produces better accuracy in terms of classification and the learning results. 

KEYWORDS

Bioinformatics, Support Vector Machine, protein folding, protein structure prediction. 

Original Source URL: https://airccse.org/journal/ijsc/papers/2112ijsc06.pdf

https://airccse.org/journal/ijsc/current2012.html

===========================================

Contact Us: ijscjournal@yahoo.com or ijsc@aircconline.com

Submission System: https://coneco2009.com/submissions/imagination/home.html

This week Top Read Article in Academia....!!!!

International Journal on Soft Computing ( IJSC )

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Classification of Vehicles Based on Audio Signals using Quadratic Discriminant Analysis and High Energy Feature Vectors  

A. D. Mayvan1, S. A. Beheshti1 and M. H. MasoomB2, 1Iran University of Science and Technology, Iran and 2Babol Noshirvani University of Technology, Iran

ABSTRACT 

The focus of this paper is on classification of different vehicles using sound emanated from the vehicles. In this paper, quadratic discriminant analysis classifies audio signals of passing vehicles to bus, car, motor, and truck categories based on features such as short time energy, average zero cross rate, and pitch frequency of periodic segments of signals. Simulation results show that just by considering high energy feature vectors, better classification accuracy can be achieved due to the correspondence of low energy regions with noises of the background. To separate these elements, short time energy and average zero cross rate are used simultaneously.In our method, we have used a few features which are easy to be calculated in time domain and enable practical implementation of efficient classifier. Although, the computation complexity is low, the classification accuracy is comparable with other classification methodsbased on long feature vectors reported in literature for this problem. 

KEYWORD 

Classification accuracy; Periodic segments; Quadratic Discriminant Analysis; Separation criterion; Short time analysis. 

Original Source URL: https://airccse.org/journal/ijsc/papers/6115ijsc05.pdf

https://airccse.org/journal/ijsc/current2015.html

Academia: https://www.academia.edu/11456235/Classification_of_Vehicles_Based_on_Audio_Signals_using_Quadratic_Discriminant_Analysis_and_High_Energy_Feature_Vectors

Call for Articles! May Issue Journal!

#computing #education #cloud #technology #tech #engineering #networking #computer #internet #research #communication #programming

International Journal on Soft Computing ( IJSC )

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Contact Us:  ijscjournal@yahoo.com or ijsc@aircconline.com

Paper Submission URL - https://coneco2009.com/submissions/imagination/home.html

Submission Deadline: April 29, 2023

International Journal on Soft Computing (IJSC)

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Submission Deadline: April 22, 2023

Google scholar Citations

https://scholar.google.co.in/citations?hl=enJ&user=4BpotHUAAAAJ

Contact Us:  ijscjournal@yahoo.com or ijsc@aircconline.com

Paper Submission URL - https://coneco2009.com/submissions/imagination/home.html

12th International Conference on Cryptography and Information Security (CRYPIS 2023)

#cryptorevolution #cryptocurency #cryptoinvesting #cryptocurrencyinviestments #bitcoinnews #ethereum #bitcoinmining #altcoins #coinbase #blockchaintechnology #binaryoptions #cryptosignals #cybersecurity #cryptoart #money #xrp #forex #success #binary #cryptonx #enterpreneur #bitcoinminer #cryptoexplorer #encryption #coinbasewallet #pi

Call for Research Papers!!!

Free – Extended Paper will be published as free of cost.

12th International Conference on Cryptography and Information Security (CRYPIS 2023)

July 29 ~ 30, 2023, London, United Kingdom

https://itcse2023.org/crypis/index

Authors are invited to submit papers through the conference Submission System by April 22, 2023.

Selected papers from CRYPIS 2023, after further revisions, will be published in the special issues of the following journals

International Journal of Network Security & Its Applications (IJNSA) - ERA, WJCI Indexed

International Journal on Cryptography And Information Security (IJCIS)

International Journal of Security, Privacy and Trust Management (IJSPTM)

Information Technology in Industry (ITII)

Contact Us

Here's where you can reach us : crypis@itcse2023.org (or) crypis.conf@yahoo.com

Submission System

https://itcse2023.org/submission/index.php

International Journal on Soft Computing (IJSC)

 

ISSN: 2229 - 6735 [Online]; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

 

Scope & Topics

Soft computing is likely to play an important role in science and engineering in the future. The successful applications of soft computing and the rapid growth suggest that the impact of soft computing will be felt increasingly in coming years. Soft Computing encourages the integration of soft computing techniques and tools into both everyday and advanced applications. This journal serves as a platform that fosters new applications for all scientists and engineers engaged in research and development in this fast growing field

Topics considered include but are not limited to:

 

●        Fuzzy Systems ●        Neural Networks ●        Machine learning ●        Probabilistic Reasoning ●        Evolutionary Computing ●        Pattern recognition ●        Hybrid intelligent systems, ●        Software agents ●        Morphic Computing ●        Image processing, ●        E-commerce, e-medicine

●        Rough Sets ●        Symbolic machine learning, ●        Wavelet ●        Signal or Image Processing ●        Vision Recognition ●        Biomedical Engineering ●        Telecommunications ●        Reactive Distributed AI ●        Nano & Micro-systems ●        Data Visualization

Paper Submission

Authors are invited to submit papers for this journal through E-mail: ijsc@aircconline.com or through Submission System. Submissions must be original and should not have been published previously or be under consideration for publication while being evaluated for this Journal.

Important Dates 

·         Submission Deadline: April 22, 2023

·         Notification                   : May 22, 2023

·         Final Manuscript Due: May 25, 2023

·         Publication Date          : Determined by the Editor-in-Chief

Contact Us

Here's where you can reach us: ijscjournal@yahoo.com or ijsc@aircconline.com Submission System 

https://coneco2009.com/submissions/imagination/home.html

Google scholar: https://scholar.google.co.in/citations?user=4BpotHUAAAAJ&hl=en

Academia: https://independent.academia.edu/IjscJournal

An Optimum Time Quantum Using Linguistic Synthesis for Round Robin Cpu Scheduling Algorithm

Supriya Raheja1, Reena Dhadich2 and Smita Rajpal1, 1ITM University, India and 2Government Engg. College, India

ABSTRACT

In Round Robin CPU scheduling algorithm the main concern is with the size of time quantum and the increased waiting and turnaround time. Decision for these is usually based on parameters which are assumed to be precise. However, in many cases the values of these parameters are vague and imprecise. The performance of fuzzy logic depends upon the ability to deal with Linguistic variables. With this intent, this paper attempts to generate an Optimal Time Quantum dynamically based on the parameters which are treated as Linguistic variables. This paper also includes Mamdani Fuzzy Inference System using Trapezoidal membership function, results in LRRTQ Fuzzy Inference System. In this paper, we present an algorithm to improve the performance of round robin scheduling algorithm. Numerical analysis based on LRRTQ results on proposed algorithm show the improvement in the performance of the system by reducing unnecessary context switches and also by providing reasonable turnaround time. 

KEYWORDS

CPU Scheduling, Round Robin (RR) Scheduling Algorithm, Time Quantum, Turnaround time, Fuzzy Inference System (FIS). 

Original Source URL: https://airccse.org/journal/ijsc/papers/2112ijsc05.pdf

https://airccse.org/journal/ijsc/current2012.html

===========================================

Contact Us: ijscjournal@yahoo.com or ijsc@aircconline.com

Submission System: https://coneco2009.com/submissions/imagination/home.html

Call for Articles! May Issue Journal!

International Journal on Soft Computing ( IJSC )

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Wikicfp: http://wikicfp.com/cfp/servlet/event.showcfp?eventid=159702

Contact Us:  ijscjournal@yahoo.com or ijsc@aircconline.com

Paper Submission URL - https://coneco2009.com/submissions/imagination/home.html

Submission Deadline: April 15, 2023

International Journal on Soft Computing (IJSC)

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Submission Deadline: April 15, 2023

Google Scholar: https://scholar.google.co.in/citations?user=4BpotHUAAAAJ&hl=en

Contact Us:  ijscjournal@yahoo.com or ijsc@aircconline.com

Paper Submission URL - https://coneco2009.com/submissions/imagination/home.html

Call for Research Papers!

9th International Conference on Cryptography and Information Security (CRIS 2023)

May 20 ~ 21, 2023, Zurich, Switzerland

https://cosit2023.org/cris/index

Submission Deadline: April 08, 2023

Contact Us

Here's where you can reach us: cris@cosit2023.org (or) crissecretary@gmail.com

Submission System: https://cosit2023.org/submission/index.php

#Cryptography #Informationsecurity #Keymanagement #Trustmanagement #Fuzzysystems #Dataintegrity #Informationhiding #Softwaresecurity #Securitymanagement

Call for Paper Submission! May Issue!

International Journal on Soft Computing (IJSC)

ISSN: 2229 - 6735 [Online] ; 2229 - 7103 [Print]

https://airccse.org/journal/ijsc/ijsc.html

Important Dates

Submission Deadline : April 08, 2023

Notification                   : May 08, 2023

Final Manuscript Due : May 15, 2023

Publication Date          : Determined by the Editor-in-Chief

Contact Us:  ijscjournal@yahoo.com or ijsc@aircconline.com

Paper Submission URL - https://coneco2009.com/submissions/imagination/home.html