SlideShare a Scribd company logo
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 189
SALES ANALYSIS USING PRODUCT RATING IN DATA MINING
TECHNIQUES
Sushant Bhagwat1
, Vishnu Jethliya2
, Ankit Pandey3
, Lutful Islam4
1
Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India
2
Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India
3
Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India
4
Assistance Professor, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India
Abstract
In this paper a new product rating approach for mathematically and graphically analyzing sales of same type of products from
different manufactures and with most frequent combination of items is proposed. In product sales market there is no specific
rating for product of same type and combination of product purchasing pattern. By this we retrieve the best combination of
products with mathematically rating. By this rating and pattern we can make graphical representation of rating and combination
of product of same type to compare them with other . Data mining provide more abstract knowledge to analyze business
functionalities with retail product data. The purpose of product is to fulfill need of customer , based upon it there are different
company makes product of same type , by analyzing it mathematically best one can be calculated thing such as customer
satisfaction , product efficiency , popularity among them.
Keywords: Data Mining, Sales Report, Product rating, Threshold value.
--------------------------------------------------------------------***----------------------------------------------------------------------
1. INTRODUCTION
This system is useful tool for giving product rating within
same type of products e.g. Camera ( Sony , Canon etc) and
finding the product which are sold together using web
mining. Data mining of sales data gives frequent pattern of
same type of product sales. It is like market basket analysis
within same type of products and by representing this data
graphically we get easily and quickly view type of customer.
So we can target the customers which will increases sales
and profit of organization.
Knowing the rating of product that will attract more
customers to purchase product and make decision quickly to
buy products.
2. MULTIDATABASE
Multidatabase is collection of multiple databases. These
databases are from different location and sources. We
collect these data in the form of sales report. We use
multidatabase mining for knowledge discovery and make
decision according to improve sales .Consider eg. of
shopping mall,Big bazaar etc. There are thousands of data
transactions from different sources and locations, for this
purpose we use multi database.
3. DATA MINING METHODS
3.1 Problem Statement
Suppose a customer A enters into the shop and customer
sees product X,Y.Z. Customer buy product Y, because of
previous frequent buying of product Y by other customers.
But by this we can’t get the knowledge of behavior of
customer A from database.
3.2 Economical Issue
The Indian economy is rely on food and other basic product
consumerism services. As companies product are targeted
by end users the sales data will indicate the variation of food
services and automotive. Better the sale, Better the
economy. So in future there is no recession occurs. The
research is done on retail business and still are going on but
it is not enough to meet the goal of organization and others.
Some companies makes large production of particular based
on customer rating and sales rating.
We are using the following algorithm.
3.2.1 Apriori Algorithm
Apriori algorithm is used for finding frequent patterns in
database. It uses the database and association rule result to
generate patterns.
3.2. Association Rule
It is an important data mining model studied widely by the
database and data mining. Useful for finding frequent
patterns, associations, or casual structures among sets of
items. It searches for interesting relationships among items
in a given data set. To give ratings to the products following
rules are used i.e. finding the confidence level of product
from database.
1. Individual products purchased by total number of
customers.
2. Overall sales of each products.
3. By this get the product sold in increasing manner.
4. Association of pattern of product sold together.
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 190
4. EXISTING SYSTEM
In existing system, the organization only has the production
report. In this report, we get the information about the
quantity of products that are sold on daily basis. But as new
customers come in market, they don’t have an idea of which
product to be picked from the collection of products of the
same type. Thus the customer picks random products and
after using it if person does not find it efficient and this is
the drawback of existing system.
5. PROPOSED SYSTEM
In our System, we takes the rating from the user and also
Generate rating from system by taking this further we
calculate the average mathematical rating for a particular
product.
We also see which product sales more in the particular
categories , by using above both behavior of customer and
sales report we can give recommendation to the future
customers and it will be very helpful to them for buying the
products.
The implementation of our project will be go through
several steps in which there are following entities
5.1 Entities
1. Admin:-Authenticate the user and manages the database.
2. User:- Purchase the product and give the rating.
3. Sales Report:- we get the information about profit or loss
of Company.
4. Product Report:-we get the information about the
behavior of purchasing a product and its rating.
5.2 Entities Working in System
The entities working shows how the information flowing in
system. This system consist of 4 level of system work
which show different functionality of system and we also
get to know about the output coming from the input data.
5.2.1 Admin and Users Relation
In this ,we have two entities namely admin and user. In
which admin manages the user, product and also manages
stores. User first have to register and then login in the
system. Afterwards he can view the products and if he have
interest then he can purchase the products.
5.2.2 Admin Management
In this process, admin manages the product, sales and
inventory tables . Admin can view Product report
monthly/yearly based upon the rating of customers.
5.2.3 Admin Manages Product
In this process, Admin can add or delete products from
product table. and also he can view the products and its
rating .
5.2.3 Admin Manages Sales
In this process, admin can do the work such as add sales
and he can view quantity of sales product purchased by the
customer and get the sales report.
6. CONCLUSION
In this project we provide Product Retail Rating Items
algorithm, to identify the products rating by preprocessing
the sales data with minimum threshold using Association
rule and rank the products. As an illustration, a sample
Apriori operation research problem with customized data
has been illustrated and solved based on the algorithm.
ACKNOWLEDGEMENTS
No project can be completed without the support of a lot of
people. Today when we are concluding our project work by
submitting this report we reflect upon all the times when we
needed support in various forms and we were lucky enough
to receive it. We would like to offer my heartfelt thanks and
gratitude to ER. LUTFUL ISLAM for being such a positive
influence around us. He has been a constant source of
encouragement and guidance through the entire semester.
His helping hand has been instrumental in our achievements.
He has also provided a calming influence over the course of
this hectic schedule and helped us remain in control over the
entire proceedings. Our foremost thanks to our project
partners and help of our well-wishers and colleagues. We
are grateful to all the Non-Teaching staff and all our friends
for giving us the helping hand.
REFERENCES
[1]. Building an Association Rules Framework to Improve
product Assortment Decisions “- Tom Brus etal,
Department of Economic Science, Limburg University
centre, Belgium , Data mining and Knowledge discovery ,
October 2003.
[2]. Data mining for Customer Loyalty” – Richard Bolire –
March 2009 – Direct Marketing.
[3]. Marketing Literature” – Van der sper & Urissen -1993.
[4]. analytics and data mining in retail industry – Groans’
blog.
[5]. Implementation benefit to business intelligence using
data mining techniques” – International Journal of
Computing and Business research – Harvinder singh.
[6]. Integrated solutions for retailers – Feb’2001 – by
Stephen Russel dephere. www.decision craft.com.
BIOGRAPHIES
Name: Mr. Sushant Bhagwat
Designation: Student
Department: Computer Engineering
Qualifications:B.E(comp)Pursuing
IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308
_______________________________________________________________________________________
Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 191
Name: Mr. Vishnu Jethliya
Designation: Student
Department: Computer Engineering
Qualifications:B.E(Comp)Pursuing
Name: Mr. Ankit Pandey
Designation: Student
Department: Computer Engineering
Qualifications:B.E(Comp)Pursuing
Name: Mr. Md.Lutful Islam
Designation: Assistant Professor
Department: Computer Engineering
Qualifications:M.C.A,M.Tech(Comp)

More Related Content

What's hot

Boosting conversion rates on ecommerce using deep learning algorithms
Boosting conversion rates on ecommerce using deep learning algorithmsBoosting conversion rates on ecommerce using deep learning algorithms
Boosting conversion rates on ecommerce using deep learning algorithms
Armando Vieira
 
An impact of knowledge mining on satisfaction of consumers in super bazaars
An impact of knowledge mining on satisfaction of consumers in super bazaarsAn impact of knowledge mining on satisfaction of consumers in super bazaars
An impact of knowledge mining on satisfaction of consumers in super bazaars
IAEME Publication
 
Opinion pattern mining based on probabilistic principle component analysis re...
Opinion pattern mining based on probabilistic principle component analysis re...Opinion pattern mining based on probabilistic principle component analysis re...
Opinion pattern mining based on probabilistic principle component analysis re...
eSAT Journals
 
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD Editor
 
IRJET - Hyper Local Delivery Application
IRJET - Hyper Local Delivery ApplicationIRJET - Hyper Local Delivery Application
IRJET - Hyper Local Delivery Application
IRJET Journal
 
Using AI to Enhance the Quality of Retail Product Metadata
Using AI to Enhance the Quality of Retail Product MetadataUsing AI to Enhance the Quality of Retail Product Metadata
Using AI to Enhance the Quality of Retail Product Metadata
Cognizant
 
Customer Clustering Based on Customer Purchasing Sequence Data
Customer Clustering Based on Customer Purchasing Sequence DataCustomer Clustering Based on Customer Purchasing Sequence Data
Customer Clustering Based on Customer Purchasing Sequence Data
IJERA Editor
 
Predicting online user behaviour using deep learning algorithms
Predicting online user behaviour using deep learning algorithmsPredicting online user behaviour using deep learning algorithms
Predicting online user behaviour using deep learning algorithms
Armando Vieira
 
IRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
IRJET- Spotting and Removing Fake Product Review in Consumer Rating ReviewsIRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
IRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
IRJET Journal
 
A Study on Customer Perception on Retail Services in Select Organized Retail ...
A Study on Customer Perception on Retail Services in Select Organized Retail ...A Study on Customer Perception on Retail Services in Select Organized Retail ...
A Study on Customer Perception on Retail Services in Select Organized Retail ...
Sunil Krishna
 
Ijmet 10 01_035
Ijmet 10 01_035Ijmet 10 01_035
Ijmet 10 01_035
IAEME Publication
 

What's hot (11)

Boosting conversion rates on ecommerce using deep learning algorithms
Boosting conversion rates on ecommerce using deep learning algorithmsBoosting conversion rates on ecommerce using deep learning algorithms
Boosting conversion rates on ecommerce using deep learning algorithms
 
An impact of knowledge mining on satisfaction of consumers in super bazaars
An impact of knowledge mining on satisfaction of consumers in super bazaarsAn impact of knowledge mining on satisfaction of consumers in super bazaars
An impact of knowledge mining on satisfaction of consumers in super bazaars
 
Opinion pattern mining based on probabilistic principle component analysis re...
Opinion pattern mining based on probabilistic principle component analysis re...Opinion pattern mining based on probabilistic principle component analysis re...
Opinion pattern mining based on probabilistic principle component analysis re...
 
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
 
IRJET - Hyper Local Delivery Application
IRJET - Hyper Local Delivery ApplicationIRJET - Hyper Local Delivery Application
IRJET - Hyper Local Delivery Application
 
Using AI to Enhance the Quality of Retail Product Metadata
Using AI to Enhance the Quality of Retail Product MetadataUsing AI to Enhance the Quality of Retail Product Metadata
Using AI to Enhance the Quality of Retail Product Metadata
 
Customer Clustering Based on Customer Purchasing Sequence Data
Customer Clustering Based on Customer Purchasing Sequence DataCustomer Clustering Based on Customer Purchasing Sequence Data
Customer Clustering Based on Customer Purchasing Sequence Data
 
Predicting online user behaviour using deep learning algorithms
Predicting online user behaviour using deep learning algorithmsPredicting online user behaviour using deep learning algorithms
Predicting online user behaviour using deep learning algorithms
 
IRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
IRJET- Spotting and Removing Fake Product Review in Consumer Rating ReviewsIRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
IRJET- Spotting and Removing Fake Product Review in Consumer Rating Reviews
 
A Study on Customer Perception on Retail Services in Select Organized Retail ...
A Study on Customer Perception on Retail Services in Select Organized Retail ...A Study on Customer Perception on Retail Services in Select Organized Retail ...
A Study on Customer Perception on Retail Services in Select Organized Retail ...
 
Ijmet 10 01_035
Ijmet 10 01_035Ijmet 10 01_035
Ijmet 10 01_035
 

Similar to Sales analysis using product rating in data mining techniques

Ad4301161166
Ad4301161166Ad4301161166
Ad4301161166
IJERA Editor
 
IRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
IRJET- Online Sequential Behaviour Analysis using Apriori AlgorithmIRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
IRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
IRJET Journal
 
IJSRED-V2I3P40
IJSRED-V2I3P40IJSRED-V2I3P40
IJSRED-V2I3P40
IJSRED
 
Intelligent Shopping Recommender using Data Mining
Intelligent Shopping Recommender using Data MiningIntelligent Shopping Recommender using Data Mining
Intelligent Shopping Recommender using Data Mining
IRJET Journal
 
IRJET- Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
IRJET-  	  Survey Paper on E-Mandi a Market Exhange between Farmers and EnduserIRJET-  	  Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
IRJET- Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
IRJET Journal
 
A Survey on Customer Analytics Techniques for the Retail Industry
A Survey on Customer Analytics Techniques for the Retail IndustryA Survey on Customer Analytics Techniques for the Retail Industry
A Survey on Customer Analytics Techniques for the Retail Industry
IRJET Journal
 
Design of recommender system based on customer reviews
Design of recommender system based on customer reviewsDesign of recommender system based on customer reviews
Design of recommender system based on customer reviews
eSAT Journals
 
IRJET-Recommendation in E-Commerce using Collaborative Filtering
IRJET-Recommendation in E-Commerce using Collaborative FilteringIRJET-Recommendation in E-Commerce using Collaborative Filtering
IRJET-Recommendation in E-Commerce using Collaborative Filtering
IRJET Journal
 
IRJET- E-Commerce Recommender System using Data Mining Algorithms
IRJET-  	  E-Commerce Recommender System using Data Mining AlgorithmsIRJET-  	  E-Commerce Recommender System using Data Mining Algorithms
IRJET- E-Commerce Recommender System using Data Mining Algorithms
IRJET Journal
 
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A SurveyIRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
IRJET Journal
 
IRJET- Product Aspect Ranking and its Application
IRJET-  	  Product Aspect Ranking and its ApplicationIRJET-  	  Product Aspect Ranking and its Application
IRJET- Product Aspect Ranking and its Application
IRJET Journal
 
Recommender System- Analyzing products by mining Data Streams
Recommender System- Analyzing products by mining Data StreamsRecommender System- Analyzing products by mining Data Streams
Recommender System- Analyzing products by mining Data Streams
IRJET Journal
 
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUESDEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
IRJET Journal
 
IRJET-User Profile based Behavior Identificaton using Data Mining Technique
IRJET-User Profile based Behavior Identificaton using Data Mining TechniqueIRJET-User Profile based Behavior Identificaton using Data Mining Technique
IRJET-User Profile based Behavior Identificaton using Data Mining Technique
IRJET Journal
 
Agile Shopping of Grocery Items in a Mart
Agile Shopping of Grocery Items in a MartAgile Shopping of Grocery Items in a Mart
Agile Shopping of Grocery Items in a Mart
theijes
 
Online Shopping project report
Online Shopping project report Online Shopping project report
Online Shopping project report
Surjeet Art
 
Recommending the Appropriate Products for target user in E-commerce using SBT...
Recommending the Appropriate Products for target user in E-commerce using SBT...Recommending the Appropriate Products for target user in E-commerce using SBT...
Recommending the Appropriate Products for target user in E-commerce using SBT...
IRJET Journal
 
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
IRJET Journal
 
BI
BIBI
Finger Gesture Based Rating System
Finger Gesture Based Rating SystemFinger Gesture Based Rating System
Finger Gesture Based Rating System
IRJET Journal
 

Similar to Sales analysis using product rating in data mining techniques (20)

Ad4301161166
Ad4301161166Ad4301161166
Ad4301161166
 
IRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
IRJET- Online Sequential Behaviour Analysis using Apriori AlgorithmIRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
IRJET- Online Sequential Behaviour Analysis using Apriori Algorithm
 
IJSRED-V2I3P40
IJSRED-V2I3P40IJSRED-V2I3P40
IJSRED-V2I3P40
 
Intelligent Shopping Recommender using Data Mining
Intelligent Shopping Recommender using Data MiningIntelligent Shopping Recommender using Data Mining
Intelligent Shopping Recommender using Data Mining
 
IRJET- Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
IRJET-  	  Survey Paper on E-Mandi a Market Exhange between Farmers and EnduserIRJET-  	  Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
IRJET- Survey Paper on E-Mandi a Market Exhange between Farmers and Enduser
 
A Survey on Customer Analytics Techniques for the Retail Industry
A Survey on Customer Analytics Techniques for the Retail IndustryA Survey on Customer Analytics Techniques for the Retail Industry
A Survey on Customer Analytics Techniques for the Retail Industry
 
Design of recommender system based on customer reviews
Design of recommender system based on customer reviewsDesign of recommender system based on customer reviews
Design of recommender system based on customer reviews
 
IRJET-Recommendation in E-Commerce using Collaborative Filtering
IRJET-Recommendation in E-Commerce using Collaborative FilteringIRJET-Recommendation in E-Commerce using Collaborative Filtering
IRJET-Recommendation in E-Commerce using Collaborative Filtering
 
IRJET- E-Commerce Recommender System using Data Mining Algorithms
IRJET-  	  E-Commerce Recommender System using Data Mining AlgorithmsIRJET-  	  E-Commerce Recommender System using Data Mining Algorithms
IRJET- E-Commerce Recommender System using Data Mining Algorithms
 
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A SurveyIRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
IRJET- Customer Buying Prediction using Machine-Learning Techniques: A Survey
 
IRJET- Product Aspect Ranking and its Application
IRJET-  	  Product Aspect Ranking and its ApplicationIRJET-  	  Product Aspect Ranking and its Application
IRJET- Product Aspect Ranking and its Application
 
Recommender System- Analyzing products by mining Data Streams
Recommender System- Analyzing products by mining Data StreamsRecommender System- Analyzing products by mining Data Streams
Recommender System- Analyzing products by mining Data Streams
 
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUESDEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
DEMOGRAPHIC DIVISION OF A MART BY APPLYING CLUSTERING TECHNIQUES
 
IRJET-User Profile based Behavior Identificaton using Data Mining Technique
IRJET-User Profile based Behavior Identificaton using Data Mining TechniqueIRJET-User Profile based Behavior Identificaton using Data Mining Technique
IRJET-User Profile based Behavior Identificaton using Data Mining Technique
 
Agile Shopping of Grocery Items in a Mart
Agile Shopping of Grocery Items in a MartAgile Shopping of Grocery Items in a Mart
Agile Shopping of Grocery Items in a Mart
 
Online Shopping project report
Online Shopping project report Online Shopping project report
Online Shopping project report
 
Recommending the Appropriate Products for target user in E-commerce using SBT...
Recommending the Appropriate Products for target user in E-commerce using SBT...Recommending the Appropriate Products for target user in E-commerce using SBT...
Recommending the Appropriate Products for target user in E-commerce using SBT...
 
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
Providing Highly Accurate Service Recommendation over Big Data using Adaptive...
 
BI
BIBI
BI
 
Finger Gesture Based Rating System
Finger Gesture Based Rating SystemFinger Gesture Based Rating System
Finger Gesture Based Rating System
 

More from eSAT Journals

Mechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavementsMechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavements
eSAT Journals
 
Material management in construction – a case study
Material management in construction – a case studyMaterial management in construction – a case study
Material management in construction – a case study
eSAT Journals
 
Managing drought short term strategies in semi arid regions a case study
Managing drought    short term strategies in semi arid regions  a case studyManaging drought    short term strategies in semi arid regions  a case study
Managing drought short term strategies in semi arid regions a case study
eSAT Journals
 
Life cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangaloreLife cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangalore
eSAT Journals
 
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materialsLaboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
eSAT Journals
 
Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...
eSAT Journals
 
Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...
eSAT Journals
 
Influence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizerInfluence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizer
eSAT Journals
 
Geographical information system (gis) for water resources management
Geographical information system (gis) for water resources managementGeographical information system (gis) for water resources management
Geographical information system (gis) for water resources management
eSAT Journals
 
Forest type mapping of bidar forest division, karnataka using geoinformatics ...
Forest type mapping of bidar forest division, karnataka using geoinformatics ...Forest type mapping of bidar forest division, karnataka using geoinformatics ...
Forest type mapping of bidar forest division, karnataka using geoinformatics ...
eSAT Journals
 
Factors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concreteFactors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concrete
eSAT Journals
 
Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...
eSAT Journals
 
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
eSAT Journals
 
Evaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabsEvaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabs
eSAT Journals
 
Evaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in indiaEvaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in india
eSAT Journals
 
Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...
eSAT Journals
 
Estimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn methodEstimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn method
eSAT Journals
 
Estimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniquesEstimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniques
eSAT Journals
 
Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...
eSAT Journals
 
Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...
eSAT Journals
 

More from eSAT Journals (20)

Mechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavementsMechanical properties of hybrid fiber reinforced concrete for pavements
Mechanical properties of hybrid fiber reinforced concrete for pavements
 
Material management in construction – a case study
Material management in construction – a case studyMaterial management in construction – a case study
Material management in construction – a case study
 
Managing drought short term strategies in semi arid regions a case study
Managing drought    short term strategies in semi arid regions  a case studyManaging drought    short term strategies in semi arid regions  a case study
Managing drought short term strategies in semi arid regions a case study
 
Life cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangaloreLife cycle cost analysis of overlay for an urban road in bangalore
Life cycle cost analysis of overlay for an urban road in bangalore
 
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materialsLaboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
Laboratory studies of dense bituminous mixes ii with reclaimed asphalt materials
 
Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...Laboratory investigation of expansive soil stabilized with natural inorganic ...
Laboratory investigation of expansive soil stabilized with natural inorganic ...
 
Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...Influence of reinforcement on the behavior of hollow concrete block masonry p...
Influence of reinforcement on the behavior of hollow concrete block masonry p...
 
Influence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizerInfluence of compaction energy on soil stabilized with chemical stabilizer
Influence of compaction energy on soil stabilized with chemical stabilizer
 
Geographical information system (gis) for water resources management
Geographical information system (gis) for water resources managementGeographical information system (gis) for water resources management
Geographical information system (gis) for water resources management
 
Forest type mapping of bidar forest division, karnataka using geoinformatics ...
Forest type mapping of bidar forest division, karnataka using geoinformatics ...Forest type mapping of bidar forest division, karnataka using geoinformatics ...
Forest type mapping of bidar forest division, karnataka using geoinformatics ...
 
Factors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concreteFactors influencing compressive strength of geopolymer concrete
Factors influencing compressive strength of geopolymer concrete
 
Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...Experimental investigation on circular hollow steel columns in filled with li...
Experimental investigation on circular hollow steel columns in filled with li...
 
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...Experimental behavior of circular hsscfrc filled steel tubular columns under ...
Experimental behavior of circular hsscfrc filled steel tubular columns under ...
 
Evaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabsEvaluation of punching shear in flat slabs
Evaluation of punching shear in flat slabs
 
Evaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in indiaEvaluation of performance of intake tower dam for recent earthquake in india
Evaluation of performance of intake tower dam for recent earthquake in india
 
Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...Evaluation of operational efficiency of urban road network using travel time ...
Evaluation of operational efficiency of urban road network using travel time ...
 
Estimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn methodEstimation of surface runoff in nallur amanikere watershed using scs cn method
Estimation of surface runoff in nallur amanikere watershed using scs cn method
 
Estimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniquesEstimation of morphometric parameters and runoff using rs & gis techniques
Estimation of morphometric parameters and runoff using rs & gis techniques
 
Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...Effect of variation of plastic hinge length on the results of non linear anal...
Effect of variation of plastic hinge length on the results of non linear anal...
 
Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...Effect of use of recycled materials on indirect tensile strength of asphalt c...
Effect of use of recycled materials on indirect tensile strength of asphalt c...
 

Recently uploaded

Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
abbyasa1014
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
Yasser Mahgoub
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
Victor Morales
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
Rahul
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
Mahmoud Morsy
 
Material for memory and display system h
Material for memory and display system hMaterial for memory and display system h
Material for memory and display system h
gowrishankartb2005
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
IJECEIAES
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
JamalHussainArman
 
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELDEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
gerogepatton
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
co23btech11018
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
jpsjournal1
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
bijceesjournal
 
john krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptxjohn krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptx
Madan Karki
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
171ticu
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 
Casting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdfCasting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdf
zubairahmad848137
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Sinan KOZAK
 
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURSCompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
RamonNovais6
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
Madan Karki
 

Recently uploaded (20)

Engineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdfEngineering Drawings Lecture Detail Drawings 2014.pdf
Engineering Drawings Lecture Detail Drawings 2014.pdf
 
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
2008 BUILDING CONSTRUCTION Illustrated - Ching Chapter 02 The Building.pdf
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
 
ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024ACEP Magazine edition 4th launched on 05.06.2024
ACEP Magazine edition 4th launched on 05.06.2024
 
Certificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi AhmedCertificates - Mahmoud Mohamed Moursi Ahmed
Certificates - Mahmoud Mohamed Moursi Ahmed
 
Material for memory and display system h
Material for memory and display system hMaterial for memory and display system h
Material for memory and display system h
 
Embedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoringEmbedded machine learning-based road conditions and driving behavior monitoring
Embedded machine learning-based road conditions and driving behavior monitoring
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
 
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELDEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
 
Computational Engineering IITH Presentation
Computational Engineering IITH PresentationComputational Engineering IITH Presentation
Computational Engineering IITH Presentation
 
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
 
Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...Comparative analysis between traditional aquaponics and reconstructed aquapon...
Comparative analysis between traditional aquaponics and reconstructed aquapon...
 
john krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptxjohn krisinger-the science and history of the alcoholic beverage.pptx
john krisinger-the science and history of the alcoholic beverage.pptx
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 
Casting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdfCasting-Defect-inSlab continuous casting.pdf
Casting-Defect-inSlab continuous casting.pdf
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
 
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURSCompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
CompEx~Manual~1210 (2).pdf COMPEX GAS AND VAPOURS
 
Manufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptxManufacturing Process of molasses based distillery ppt.pptx
Manufacturing Process of molasses based distillery ppt.pptx
 

Sales analysis using product rating in data mining techniques

  • 1. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 189 SALES ANALYSIS USING PRODUCT RATING IN DATA MINING TECHNIQUES Sushant Bhagwat1 , Vishnu Jethliya2 , Ankit Pandey3 , Lutful Islam4 1 Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India 2 Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India 3 Student, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India 4 Assistance Professor, Computer, M.H Saboo Siddik College of Engineering, Maharashtra, India Abstract In this paper a new product rating approach for mathematically and graphically analyzing sales of same type of products from different manufactures and with most frequent combination of items is proposed. In product sales market there is no specific rating for product of same type and combination of product purchasing pattern. By this we retrieve the best combination of products with mathematically rating. By this rating and pattern we can make graphical representation of rating and combination of product of same type to compare them with other . Data mining provide more abstract knowledge to analyze business functionalities with retail product data. The purpose of product is to fulfill need of customer , based upon it there are different company makes product of same type , by analyzing it mathematically best one can be calculated thing such as customer satisfaction , product efficiency , popularity among them. Keywords: Data Mining, Sales Report, Product rating, Threshold value. --------------------------------------------------------------------***---------------------------------------------------------------------- 1. INTRODUCTION This system is useful tool for giving product rating within same type of products e.g. Camera ( Sony , Canon etc) and finding the product which are sold together using web mining. Data mining of sales data gives frequent pattern of same type of product sales. It is like market basket analysis within same type of products and by representing this data graphically we get easily and quickly view type of customer. So we can target the customers which will increases sales and profit of organization. Knowing the rating of product that will attract more customers to purchase product and make decision quickly to buy products. 2. MULTIDATABASE Multidatabase is collection of multiple databases. These databases are from different location and sources. We collect these data in the form of sales report. We use multidatabase mining for knowledge discovery and make decision according to improve sales .Consider eg. of shopping mall,Big bazaar etc. There are thousands of data transactions from different sources and locations, for this purpose we use multi database. 3. DATA MINING METHODS 3.1 Problem Statement Suppose a customer A enters into the shop and customer sees product X,Y.Z. Customer buy product Y, because of previous frequent buying of product Y by other customers. But by this we can’t get the knowledge of behavior of customer A from database. 3.2 Economical Issue The Indian economy is rely on food and other basic product consumerism services. As companies product are targeted by end users the sales data will indicate the variation of food services and automotive. Better the sale, Better the economy. So in future there is no recession occurs. The research is done on retail business and still are going on but it is not enough to meet the goal of organization and others. Some companies makes large production of particular based on customer rating and sales rating. We are using the following algorithm. 3.2.1 Apriori Algorithm Apriori algorithm is used for finding frequent patterns in database. It uses the database and association rule result to generate patterns. 3.2. Association Rule It is an important data mining model studied widely by the database and data mining. Useful for finding frequent patterns, associations, or casual structures among sets of items. It searches for interesting relationships among items in a given data set. To give ratings to the products following rules are used i.e. finding the confidence level of product from database. 1. Individual products purchased by total number of customers. 2. Overall sales of each products. 3. By this get the product sold in increasing manner. 4. Association of pattern of product sold together.
  • 2. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 190 4. EXISTING SYSTEM In existing system, the organization only has the production report. In this report, we get the information about the quantity of products that are sold on daily basis. But as new customers come in market, they don’t have an idea of which product to be picked from the collection of products of the same type. Thus the customer picks random products and after using it if person does not find it efficient and this is the drawback of existing system. 5. PROPOSED SYSTEM In our System, we takes the rating from the user and also Generate rating from system by taking this further we calculate the average mathematical rating for a particular product. We also see which product sales more in the particular categories , by using above both behavior of customer and sales report we can give recommendation to the future customers and it will be very helpful to them for buying the products. The implementation of our project will be go through several steps in which there are following entities 5.1 Entities 1. Admin:-Authenticate the user and manages the database. 2. User:- Purchase the product and give the rating. 3. Sales Report:- we get the information about profit or loss of Company. 4. Product Report:-we get the information about the behavior of purchasing a product and its rating. 5.2 Entities Working in System The entities working shows how the information flowing in system. This system consist of 4 level of system work which show different functionality of system and we also get to know about the output coming from the input data. 5.2.1 Admin and Users Relation In this ,we have two entities namely admin and user. In which admin manages the user, product and also manages stores. User first have to register and then login in the system. Afterwards he can view the products and if he have interest then he can purchase the products. 5.2.2 Admin Management In this process, admin manages the product, sales and inventory tables . Admin can view Product report monthly/yearly based upon the rating of customers. 5.2.3 Admin Manages Product In this process, Admin can add or delete products from product table. and also he can view the products and its rating . 5.2.3 Admin Manages Sales In this process, admin can do the work such as add sales and he can view quantity of sales product purchased by the customer and get the sales report. 6. CONCLUSION In this project we provide Product Retail Rating Items algorithm, to identify the products rating by preprocessing the sales data with minimum threshold using Association rule and rank the products. As an illustration, a sample Apriori operation research problem with customized data has been illustrated and solved based on the algorithm. ACKNOWLEDGEMENTS No project can be completed without the support of a lot of people. Today when we are concluding our project work by submitting this report we reflect upon all the times when we needed support in various forms and we were lucky enough to receive it. We would like to offer my heartfelt thanks and gratitude to ER. LUTFUL ISLAM for being such a positive influence around us. He has been a constant source of encouragement and guidance through the entire semester. His helping hand has been instrumental in our achievements. He has also provided a calming influence over the course of this hectic schedule and helped us remain in control over the entire proceedings. Our foremost thanks to our project partners and help of our well-wishers and colleagues. We are grateful to all the Non-Teaching staff and all our friends for giving us the helping hand. REFERENCES [1]. Building an Association Rules Framework to Improve product Assortment Decisions “- Tom Brus etal, Department of Economic Science, Limburg University centre, Belgium , Data mining and Knowledge discovery , October 2003. [2]. Data mining for Customer Loyalty” – Richard Bolire – March 2009 – Direct Marketing. [3]. Marketing Literature” – Van der sper & Urissen -1993. [4]. analytics and data mining in retail industry – Groans’ blog. [5]. Implementation benefit to business intelligence using data mining techniques” – International Journal of Computing and Business research – Harvinder singh. [6]. Integrated solutions for retailers – Feb’2001 – by Stephen Russel dephere. www.decision craft.com. BIOGRAPHIES Name: Mr. Sushant Bhagwat Designation: Student Department: Computer Engineering Qualifications:B.E(comp)Pursuing
  • 3. IJRET: International Journal of Research in Engineering and Technology eISSN: 2319-1163 | pISSN: 2321-7308 _______________________________________________________________________________________ Volume: 04 Issue: 02 | Feb-2015, Available @ http://www.ijret.org 191 Name: Mr. Vishnu Jethliya Designation: Student Department: Computer Engineering Qualifications:B.E(Comp)Pursuing Name: Mr. Ankit Pandey Designation: Student Department: Computer Engineering Qualifications:B.E(Comp)Pursuing Name: Mr. Md.Lutful Islam Designation: Assistant Professor Department: Computer Engineering Qualifications:M.C.A,M.Tech(Comp)