This document summarizes a research paper that proposes using machine learning techniques and data stream processing to improve security when mining databases. The paper describes challenges with current database mining approaches related to security, privacy, memory usage and costs. It then presents an approach using a debit/credit card with an embedded chip that can integrate membership rewards programs from multiple retailers into a single "MultiFare Card". The card would use sensors to detect where it is swiped and update rewards balances. It would leverage an H2 database for security and Oxy Eclipse software to process payments in a lightweight way. The goal is to address database mining challenges through this banking concept and single card while providing benefits to customers and retailers.

1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 10 | Oct -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 780
An approach of Machine Learning with the help of Data Stream to
control the security of Database
Mr. Hrituresh Singh1, Mr. Pradeep Kumar2
1Student of Master of Technology, Department of Computer science & Engineering, APJKTU, Lucknow, India
2Assistant professor, Department of Computer science & Engineering, APJKTU, Lucknow, India
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Abstract - In this day and age part of information is
available which can be close to home or open, however that
information must be overseen. Part of information which is
available is really the information distribution center where
the mining of information is finished utilizing machine
learning ideas and alongside that the information spilling is
likewise done and in this manner security is being overcome
for information mining i.e. information wellbeing isn't much,
trustworthiness issues are available, part of memory is being
utilized and costing is additionally more. So considering the
keeping money idea the check card (pay at the present time
idea) having a chip is more secure than ordinary cards
accessible in banks. That chip is embedded inside the card
which experiences programminglanguagelikeJava, C, C++, C#
etc being introduced thus it will conquer the difficulties of
information mining. As individuals nowadays are confronting
many issues conveying the credit/charge or money and
alongside that numerous cards are being conveyedforvarious
places so to conquer this and convey just single card is the
advantage to beat open or clients issues alongside that
information mining challenges.
Individuals select having one card as innovation is there and
everything is electronic nowadays at that point there is no
utilization of conveying such a significant number of trade or
various cards out your pocket subsequentlymaking utilization
of the innovation only a solitary card is all that could possibly
be needed for the prizes or focuses holding alongside the
platinum card for installment. Along these lines, there is no
utilization of conveying diverse distinctive participationcards
of various shops.
Accordingly, this paper focuses on the managing an account
idea as by what method can a solitary check card be sufficient
to coordinate on every one of the highlights together i.e.
having all brands information or enrollment cards in a single
card alongside keeping the refreshed focuses, rewards
reclaimed and so forth alongside the general working of the
charge card i.e. can utilized for installments, can be utilizedas
a part of ATMs etc. It will likewise adapt to few highlights of
Data stream and have the calculations i.e. managed,
unsupervised or fortification in machinelearningand withthe
consolidated idea ofinformationstreamandmachinelearning
we can without much of a stretch focus on the information
mining difficulties to be overwhelmed by the utilization of
saving money idea in check cards.
Key Words: Debit Card, Membership Card, Platinum
Unifare Debit Card, MultiFare Card.
1. INTRODUCTION
To conquer the difficulties of the information mining as its
security issues are it is getting all the more expensive,
memory is likewise utilized a considerablemeasureandthat
too it essentially focuses on governmentdisabilitynotonthe
person. Taking the managing anaccountidea thechargecard
is only the card which conveys the cash close by implies at
whatever point we do some shopping and so on cash is
required that time. Check card it part more than an ATM
machine for client don't need to convey any money and can
be utilized anyplace. Alongside that couple of more cards
(enrollment cards) are available in the market which says
that alongside check card on the off chance that we have
particular merchants cards(membershipcards)atthatpoint
those prizes or cash back, or reclaimed focuses are given in
that card itself toadditionallyreducedshopping.Accordingly
this paper gives the study on how might we change over a
check card and different cards (enrollment card) into one
single card.
1.1 Debit Cards
A card which will help in conveying no money and along
these lines more secure for a person for security reason
purported as Debit card. This cards not helps ininstallments
of numerous things like bill installment, Irjet template
sample energize, shopping and so on yetinadditionhelpsin
conquering fakes as though wearenotconveyinganymoney
there are less odds of cash or money being stolen and if by
chance the card is lost we can without much of a stretch get
it obstructed by called separate banks clientmindtherecord
has a place with and re-issue anothercardtothatsameclient
who got the card lost.
Debit cards are the cards conveyingthecashalongsideitsoif
the client wish to do shopping he will do it as indicated by
his pocket by then thus don't need to consider paying it last
which occurs in Master card.
1.2 Membership Cards
Cards which are given by the shops/brands for their
particular focuses or recovering those picked up focuses
alongside some markdown while doing shopping next time
from that same brand, subsequently a kind of card which is
utilized to make a club with client who is doing standard
shopping from that brand just so that in the wake of doing

2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 04 Issue: 10 | Oct -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 781
certain utmost or measure of shopping from their shop
he/she ought to get some rebate and be profited.
Along these lines this card is called as participation card of
that shop like for instance we get huge bazaar enrollment
card, pantaloons cards and so forth and they give particular
measure of rebates, a few influences at different stores too.
These cards helps in getting profited for both client and
merchant as though the client is the individual from that
brand and is enticed to over and over do shopping from that
same brand keeping in mind the end goal to get more rebate
and so forth while the seller is likewiseprofitedashemaking
more money from that same client under the front of
participation cards.
In any case, we so as to enroll we have to login or make
another record with particular telephone numbers and fill
the frame on the web and after that we connect with this
card. Furthermore, this card must be conveyed
independently to update with the focuses at whatever point
the exchange has been finished with the concerned store. In
this manner these enrollment cards are being incorporated
into a similar plastic which is being given by the bank to
simple to convey the cards issue.
1.3. Unifare Platinum ICICI Card
Here in ICICI new card has been propelled naming the
Unifare Card this card is the card being given to the ICICI
clients just, it is a plastic alongside the advantages of having
the metro card in it. Means no compelling reason to convey
any metro card or token for going in metro we simply need
to swipe that metro cum check card just on the machine and
sum will naturally deducted from our platinum card it is
having 200Rs adjust in it the minute it is going to complete
we can consequently tap on the machine while swiping on
the machine of metro and those 200Rs sum will be
exchanged or credited to the metro database whichhasbeen
charged from your ICICI ledger.
The photo underneath indicates how that Platinum Unifare
Debit card of ICICI resembles:
Fig 1: Unifare Debit Card
1.4 Multi Fare Card
Here we are attempting to make another card wherein it
isn't determined for ICICI clients i.e.it ought to be given by
each bank and furthermore having an indistinguishable
highlights from of ICICI bank card is having. All Metro (i.e.
not just for Delhi it ought to be legitimate for the every one
of the states), pantaloons, huge bazaar and so forth every
one of the sellers are being incorporated into similar cards
and when we swipe that solitary card and get the focuses or
reclaimed offers in that same card from which we are
endeavoring to charge the measure ofthe buy.Sensor will be
there to detect that where precisely the card has been
swiped and what correct subtle elements or focuses need to
refresh.
This card can be named as MultiFare Card, which is
endeavoring to defeat the information mining challengesi.e.
Security, concentrating on the social open, assortment of
data, shopping designs.
In this way, the card MultiFare Card is only the mix of above
clarified distinctive cards. Here database is utilized as H2 as
this the utilizing the 3Level of security so the information
mining test of information security is expelled and
furthermore for the front we have utilized Oxy Eclipse
wherein the information is embedded i.e. the card number
and so forth to traverse the installment techniques in this
way this product is utilized on the grounds that it is thelight
programming and won't hang regardless of the possibility
that the network access gave is as a rule moderate.
2. EXPERIMENT AND IMPLEMENTATION:
2.1 H2 Database:
For backend we have utilized H2 database this database
utilizes less simple to learn and if furnished with some
direction it will work consequently not all that the regulated
learning is likewise present additionally the information is
being removed subsequently information stream islikewise
present.
In addition the information is secure asthisdatabaseutilizes
3-level security technique where already banksusedtohave
reflecting idea however not they have synchronizing idea.
Where the reflecting idea characterizes that if the
information is refreshed at one place and inquiry is
conferred yet we have two records in same bank one is
inside India and other outside it will just refresh atoneplace
however the Synchronizing idea refreshes at all spots and
consequently information mining challenges are defeated
utilizing this keeping money concept.H2 is a social database
administration framework written in Java. It can beinserted
in Java applications or keep running in the customer server
mode. The plate impression (size of the jug document) is
around 1.5 MB. The product is accessible as open source
programming Mozilla Public License 2.0 or the first Eclipse
Public License.

3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
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The advancement of the H2 database motor began in May
2004, and first distributed in December 2005. The database
motor was composed by Thomas Mueller. He likewise built
up the Java database motor Hypersonic SQL.
In 2001, the Hypersonic SQL venture was halted, and the
HSQLDB Group was framed to proceed with chipawayatthe
Hypersonic SQL code. The name H2 remains for Hypersonic
2, however H2 does not impart code to Hypersonic SQL or
HSQLDB. H2 is worked sans preparation.
2.2 OXY Eclipse
An application or programming utilized along the H2
database and created a java program which is anything but
difficult to utilize and run.
Eclipse is an integrated development environment (IDE)use
in computer programming, and is the most widely used Java
IDE. It contains a base workspace and an extensible module
framework for redoing the earth.
Eclipse is written mostly in Java and its primary use is for
developing Java applications, inanycase,itmightlikewise be
utilized to create applicationsinotherprogrammingdialects
using modules, including: C, C++, COBOL, D, Fortran,
JavaScript and Prolog. The Eclipse software development kit
(SDK), which includes the Java development tools, is meant
for Java developers. Users can extend its abilities by
installing plug-ins written for the Eclipse Stage, for example,
improvement toolboxs for other programming dialects, and
can compose and contribute their own particular module
modules.
Eclipse uses plug-ins to provide all the functionality within
and on top of the runtime system. Its runtime framework
depends on Equinox, a usage of the OSGi center structure
determination. Except for a little run-time bit, everything in
Eclipse is a module. This means thateveryplug-indeveloped
integrates with Eclipse in exactly the same way as other
plug-in in this respect, all features are "created equal".
Eclipse gives modules to a wide assortment of highlights,
some of which are through outsiders utilizing both free and
business models. Cases of modules incorporate for UML, for
Sequence and other UML charts, a module for DB Explorer,
and numerous others. Shroud underpins advancement for
Tomcat, Glassfish and numerous different servers and is
regularly fit for introducing the required server (for
improvement) specifically fromtheIDE.Itunderpinsremote
troubleshooting, enabling the client to watch factors and
venture through the code of an applicationthatisrunningon
the connected server.
2.3 Table Creation
CREATE TABLE TaAccount(CoSNo INT PRIMARY KEY
auto_increment ,CoCardNo BIGINT not null,CoVaildDate
varchar(20) not null,CoExpDate varchar(4) not null,CoCvv
int not null,CoFirstName Varchar(max) not null,
CoMiddleName varchar(50) ,CoLastName Varchar(50)not
null)
 Table with TaAcountiscreatedwhichcarriesdetails
all those which are present on the card.
2.4 Database Details
InsertintoTaAccount(CoCardNo,CoValidDate,CoExpDate,CoC
vv,CoFirstName,CoMiddleName,CoLastName)Values(664552
4855784440,'08-16','08-20',2883,'Manoj','kumar','Sinha')
 Database is created when a card gets swiped on the
machine the details which will be extracted and
those data will be sent to respective banks for
crediting the amount from customer’sbank andwill
be debited into the merchants bank.
Table below shows the details stored:
Table -1: Database Created while entering the data
from above queries.
Here the table is containing the Account numbers
alongside the approval date exhibit on the card and the CVV
numbers forthe security reason and furthermore theclient's
name who is doing the exchange.
Along these lines this card gives those points of interest and
makes a database for the individual trader like whosoever
swipes card on his shop he is having the database for the
entire exchange for additionally subtle elements to be
extricated or data picking up utilizing information stream
strategy.
3. CONCLUSIONS
Hence to over the difficulties of information mining utilizing
the machine learning calculations i.e. Administered,
unsupervised and Reinforcement techniques and alongside
that attempting to adapt to information stream points of
interest wherein the information is being removed which is
useful for the present time alongside float idea hypothesis
this together is being endeavoredtofinishandmakeanother

4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
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© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 783
plastic indicating the idea in just managing an account
division and in this way came up the idea of platinumcardto
beat the difficulties of information mining utilizing the
machine learning calculations and information steam ideas
and coordinate all elements of the diverse cards into one
single card and spread into the entire world for simple
accommodation of the clients and furthermore helps in
conquering the misrepresentation alongside that the
abnormal state security is available and memory is spared
and taken a toll cutting is likewise there as less cost is
incorporated: rather than growing excessively numerous
cards costing is done just for one card and thisisconceivable
utilizing the H2 database, oxy obscuration, sensors and a
chip. Consequently this idea is simply to defeat the
difficulties and give a superior living.
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BIOGRAPHIES
Mr. Hrituresh Singh,Department of
Computer science & Engineering,,
Greater Noida, UP, India
Mr.Pradeep Kumar,Department of
Computer science & Engineering,
Greater Noida, UP, India