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Development of Fuzzy Logic System for Predicting and Managing Inflation

Development of Fuzzy Logic System for Predicting and Managing Inflation

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DEDICATION

This research material, titled “Development of Fuzzy Logic System for Predicting and Managing Inflation” is dedicated to God for His boundless grace and guidance. It is also a tribute to all computer enthusiasts whose contributions made my research journey smoother and enriched my documentation process, making the experience truly fulfilling.




ACKNOWLEDGEMENT

I am profoundly grateful to everyone who contributed to the successful completion of this project. I am especially grateful to my Supervisor (Name), the Head of Department (Name), and the Lecturers in the Department of Computer Science (CS) for their invaluable guidance and support. I also acknowledge the contributions of authors and scholars whose works on Development of Fuzzy Logic System for Predicting and Managing Inflation provided essential insights. Special thanks go to my study area (and any funding organizations, if applicable) for their financial assistance. I am equally thankful to stakeholders, including mentors, teachers, and colleagues, for their encouragement and support. Finally, I deeply appreciate my family and friends for their patience and unwavering support throughout this journey. Your contributions have been instrumental in making this research a reality.




PRELIMINARY PAGES


CHAPTER ONE

INTRODUCTION


    CHAPTER TWO

    LITERATURE REVIEW

    • 2.1 Introduction

    CHAPTER THREE

    SYSTEM ANALYSIS AND DESIGN

    • 3.1 Methodology Adopted
    • 3.1.1 Problem Identification Using SSADM
    • 3.2 Analysis of the Existing System
    • 3.2.1 Dataflow of the Existing System
    • 3.2.2 Disadvantages Of The Existing System
    • 3.2.3 Weakness of the existing System
    • 3.3 Feasibility Study
    • 3.3.1 Economic Feasibility
    • 3.3.2 Technical Feasibility
    • 3.3.3 Operational Feasibility
    • 3.4 Analysis of the Proposed System
    • 3.4.1 Data Flow Diagram of the Proposed System
    • 3.4.2 Advantages of the Proposed System
    • 3.4.3 Justification of the Proposed System
    • 3.5 Functional Requirements
    • 3.5.1 Use Case Diagram Of The Admin / User Privileges
    • 3.6 Data Requirements
    • 3.7 High Level Model of the Proposed System

    CHAPTER FOUR

    SYSTEM DESIGN AND IMPLEMENTATION

    • 4.1 Objectives of the Design
    • 4.2 Cohesion and Decomposition High level Model
    • 4.3 Control Center / Overall Dataflow Diagram
    • 4.3.1 Proposed System Operation Flowchart
    • 4.4 System Specification and Design
    • 4.4.1 Input and Output Specification
    • 4.4.2 Database Specification and Design
    • 4.4.3 Data Dictionary
    • 4.5 Choice and Justification of Programming Language
    • 4.6 Program Documentation
    • 4.7 Implementation Techniques
    • 4.7.1 System Testing
    • 4.8 Programming Module Specification
    • 4.8.1 Installation
    • 4.9 Computer Hardware Minimum Requirement
    • 4.10 Software Requirement
    • 4.11 Personnel / User Training
    • 4.12 File Maintenance Module

    CHAPTER FIVE

    SUMMARY, CONCLUSION AND RECOMMENDATION

    • 5.1 Introduction
    • 5.2 Summary
    • 5.3 Conclusion
    • 5.4 Recommendation

    REFERENCES

    APPENDIX A - “SOURCE CODE”

    APPENDIX B - “OBJECT PROGRAM”



    Development of Fuzzy Logic System for Predicting and Managing Inflation


    1.1 Introduction

    Inflation is an inevitable property of any economy in the world. It influences every country, negatively as well as positively, whether it is developed or developing country as well. Money is a medium of exchange for goods and services and the strength and stability of the purchasing power of money can be affected by inflation which influences the ability of individuals to acquire goods and services (Jacobs, Perera & Williams 2014). Inflation, simply put is the continuous fall in the purchasing value of money such that more money chases fewer goods and services which adversely impacts the economy. Inflation rate can influence the standard of living of the population. Once inflation exceeds its required threshold, regulators deploy policy instruments to control and cushion its effects on the population as part of the broad macroeconomic stabilization objectives.

    As a prelude to other parts of this study, this chapter will discuss the background upon which this study was initiated, the statement of problems that led to this study, the Aim and Objectives of the study. Others are Significance of the study, Scope of work, Limitations of the Study and Definition of technical terms.


    1.2 Background of Study

    Inflation has become a leading topic of discussion in Nigerian families and other countries of the world. The press as its effect penetrates more deeply into the nation’s life. It has become something of a platitude to say that sharp, continuous increase in price is among the serious economic problems of our time. Indeed, the problem is so great that unless it is brought under control, inflation will destroy the very fabric of our societies. Inflation can have positive and negative impact on the economic performance of an economy. Positively, inflation can lead to a higher sustained growth due to the effect it has on capital accumulation. Also, through its negative impact on productivity in an economy, inflation results in adverse effects on economic growth.

    Anyanwu (2011) stated that inflation is an important factor leading to social and economic instability and disorder. It is one of the most largely observed and tested economic variables both theoretically and empirically. Its causes, impacts on other economic variables, and cost to the overall economy are well known and understood. Nigeria, being a developing country, could not overcome the continuously year to year climbing up inflation, and also its causes and consequences.

    After remaining relatively low for quite a long time, the inflation rate in Nigeria started to accelerate in late 2003. The role of money supply appears significant in influencing food price inflation in Nigeria (Anyanwu, 2011).which disturbed family budget as well as consumer's purchasing power. People struggled in order to maintain their living standard but it slumped down gradually. Many authors have written on the impacts of inflation and cost of living on the Nigerian economy, but the authors have different views, nevertheless, one common thing is that all the authors agree that inflation and cost of living have various impacts on the economy of Nigeria.

    The problem created by the rising prices of goods and services leading to higher cost of living has become too difficult for the government to solve. During inflationary period, fixed amounts of money buy less quantity of goods and services. The real value of money is drastically reduced i.e. The purchasing power of consumers are reduced.

    Some researchers advocated that, inflation can lead to uncertainty about the future profitability of investment project. Hence this lead to more conservative investment strategies than would otherwise by the case, ultimately leading to lower levels of investment and economic growth. Khan (2002), concurs that inflation may also reduce a country’s international competitiveness, by making its exports relatively more expensive, thus impacting negatively on the balance of payments. In addition, budget deficits also reduce both capital accumulation and productivity growth. On the contrary, some theories advocated that there is a positive relationship between inflation and economic growth. Various macro-economic policies notably fiscal, monetary and exchange rate had from time to time been adopted to address this problem of inflation. Unfortunately, these measures have met with little or no success and this has hindered the achievement of other macro-economic objectives such as economic growth, increase in employment, satisfactory balance of payments and equitable income distribution.


    1.3 Statement of Problem

    Investigation revealed that the existing Fuzzy Logic System has problem with time-series data in an adequate high accuracy level and prediction related activities. Fuzzy rules are not designed appropriately to produce better accuracy. If the rule is constructed manually, it will need a quite long time. Over work and lack of recreation make them vulnerable particularly of middle class people and they almost fall into lower class. Although, over time work bless money but it causes exertion and lethargic body that charge more expense on health instead upper class people hardly encounter any problem to inflation.

    Muoghalu et al. (2010) found that the inflation brings negative impact while exports and investment brings positive impact on Nigeria economy and suggested that we should encourage a larger scale of export promotion activities to enhance the economic growth. It will create numerous job opportunities which increase the per-capita earnings and standard of living.


    1.4 Aim and Objectives of the Study

    The aim of the study is to design and implement a Fuzzy Logic System for Predicting and Managing Inflation. In achieving this aim, the following specific objectives were laid out as follows to develop an application software that will:

    1. Forecast and manage inflation rate using Fuzzy Logic System;
    2. Analyze the trend of inflation and economic growth in the country over the years;
    3. Examine the effect of inflation on the economic growth of Nigeria;
    4. Investigate the relationship between inflation and economic growth in Nigeria; and
    5. Find out whether inflation targeting would achieve a better economic growth of Nigeria.

    1.5 Significance of Study

    This study is of significance in three respects, namely;

    1. It would assist monetary authorities to appreciate variables that impact on Nigeria inflation, with a view to managing such variables appropriately and effective.
    2. The recommendations, based on the finds are expected to assist the government in finding a lasting solution to the problem of inflation in Nigeria.

    The study when carried out will also be of great benefit to student researchers who have interest in researching more into inflation and cost of living. It will act like a guide to student researchers who may find the recommendations and findings of the study when completed useful.


    1.6 Scope of Study

    The scope of the research is focused on the Development of Fuzzy Logic System for Predicting and Managing Inflation.


    1.9 Limitations of the Study

    During the course of this study, many things militated against its completion, some of which are:

    1. Time Constraint: The time frame given to accomplish this project was very short due to school academic calendar and it was carried out under pressure which made the researcher not to implement some necessary features.
    2. Research material: availability of research material is a major setback to the scope of the study.
    3. Frequent power failure: This made the researcher append more money on fuel to ensure sustainable power.
    4. Financial Constraint: Insufficient fund tends to impede the efficiency of the researcher in sourcing for the relevant materials, literature or information and in the process of data collection (internet).

    1.10 Definition of Terms

    Inflation: It is the continuous fall in the purchasing value of money such that more money chases fewer goods and services which adversely impact the economy.

    Registration: This means to keep records received from the management for reference purposes.

    Management: It is the co-ordination of all the resources of an Organization through the process of planning, Organization, directing and controlling


    CHAPTER TWO

    2.0 Literature Review

    2.1 Introduction

    This chapter focuses on the review of related literature. A literature review includes the current knowledge as well as theoretical and methodological contributions to a particular topic. It documents the state of the art with respect to the topic you are writing. It surveys the literature in the topic selected. In this research work the literature review includes the conceputal review, theoretical framework, the review of related literature …

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