Budget Optimization and Allocation: An Evolutionary Computing Based Model

Sudip Kumar Sahana, Moumita Khowas, Keshav Sinha

• Publisher: Bentham Science Publishers
• Year: 2018
• Print ISBN: 9781681087085
• eBook ISBN: 9781681087078
• Topic: Computer Science
• Subtopic: Artificial Intelligence (AI) & Semantics
• Index: Computer Science

Budget Optimization and Allocation: An Evolutionary Computing Based Model is a guide for computer programmers for writing algorithms for efficient and effective budgeting. It provides a balance of theory and practice.

Result and Discussion

Keshav Sinha, Moumita Khowas, Sudip Kumar Sahana

Abstract

This chapter deals with the result section of budget allocation and optimization of the Secondary Education department of the Republic of India which has many schemes. Plot wise prediction is carried out and compared with the available reports to analyze the accuracy and effectiveness. The output shows that, the developed model has a great potential to allocate and optimize funds and also provides a high agreement for validation of the said mathematical model for budget allocation.

Keywords: Equal Allocation (EA), Genetic Algorithm (GA), Growth Rate, Optimal Computing Budget Allocation (OCBA).

Simulation work has been performed using Eclipse Indigo programming paradigm version 12.1 on Windows 8.1 platform, having a hardware specification: Processor Intel core i5, CPU frequency 1.70GHz Single Core Processor, 4GB RAM on x64-bit operating system. In Table 5, year wise allocated amount has been shown for different schemes in secondary education.

Table 5 The year wise amount allocated in Secondary Education Schemes.

SCHEME	2009	2010	2011	2012	2013	2014	2015
National Council of Education Research and Training (NCERT)	137.41	147.3	170	227.7	243.3	259.72	225
Kendriya Vidyalaya Sangathan (KVS)	2112.8	2002	2235	2436.24	2599.24	3290.8	3278.47
Navodaya Vidyalaya Samiti (NVS)	1641.29	1755.4	1608.8	1701.05	1748.29	2038.4	2061
Rashtriya Madhyamik Shiksha Abhiyan (RMSA)	1700	2423.9	3124	3983	5000	3565	1353.98
Scheme for setting up of 6000 model school at block level	350	425	1200	1080	1000	1200	1
Information and communication Technology in schools	300	400	500	350	350	0	0
Integrated Education for disabled children	0	0	0	0	0	0	0
Inclusive education for the disabled at secondary school (IEDSS)	70	70	100	70	50	0	0
National Institute of open schooling	15	15	15	0.1	0.1	0	0

SCHEME	2009	2010	2011	2012	2013	2014	2015
Access and Equity	0.01	0.5	0.1	0.1	0	0	1
Central Tibetan schools society Administration	38	39.82	45	49	52.14	55.85	50
Vocationalisation of Education	37	25	25	100	80.1	0	0
Scheme for universal access and quality at the secondary stage SUCCESS	0	45	45	0	0	0	0
National Scheme For Incentive To Girls For Secondary Education SUCCESS	50	95	230	100	100	0	0
National Merit Scholarship Scheme	0	0	0	0	0	0	0
New Model School	0	0	0	0	0	0	0
Upgrading 2000 KGBVs residential schools, hostel/girls hostel	0	0	0	0	0	0	0
Scheme for construction and running of girls hostels	60	10	25	450	450	0	0
Appointment of language teacher	16	15	5	6	5.8	0	0
National means-cum merit scholarship for class 9 to 12	75	90.5	60	70	70	0	0
Other programs	3.6	4.08	4	3.8	2.7	2.7	2.7
Total	6606.11	7563.5	9391.9	10626.99	11751.67	10412.47	6973.15

The experimental results for budget allocation have been drawn according to the Growth Rate, Percent Growth Rate, and Mean & Standard Deviation, as a parameter for Optimal Computing Budget Allocation [1], EA and Genetic Algorithm [2].

4.1. TEST CASE 1: GROWTH RATE CALCULATION

Growth Rate is referred to the percentage change in amount, within a period in a particular context. For fund regulation, the growth rates typically represent the compounded annual rate of growth in revenues...

Table of contents

• Welcome
• Table of Contents
• Title
• BENTHAM SCIENCE PUBLISHERS LTD.
• FOREWORD
• PREFACE
• DEDICATION
• SUMMARY
• Introduction
• Literature Review
• Research Methodology
• Result and Discussion
• APPENDIX A
• APPENDIX B
• APPENDIX C
• LIST OF ABBREVIATIONS