A COLLABARATIVE AGENT IN E-COMMERCE

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A COLLABARATIVE AGENT IN E-COMMERCE

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Abstract

The Internet is the primary means of trade in current eshopping models. E-commerce has grown in popularity over the years, mostly because people believe it is beneficial and straightforward to acquire various items calmly from their workplace or home. To improve the automation and efficiency of the online shopping process, the authors of this study offer a customised e-shopping framework that makes use of specialised innovation in the field. Customers' accessibility, response speed, and efficacy are all improved because to the use of expert innovation. eShopping specialists are available at any time, from any location, using any device, to provide the specific product requested by the customer, based on exchange cost efficiency and flexibility. Regulator data is controlled by the regulator expert, which is linked to the customer service specialist by way of an association. The regulator expert provides the data to the customer specialist, and the client selects and puts items in the shopping cart. In the end, the framework works well and saves customers a lot of time as they buy online.

1. Introduction

The e-shopping is characterized as the utilization of PCs and electronic organizations to sort out shopping with clients over the web or some other electronic organization. People believe that online shopping is convenientandeasytousesincetheydon'thavetoleave the comfort of their homes or workplaces to buy a variety of products. Internet shopping, particularly duringtheChristmasseason,eliminatestheneedtowait inlengthylinesorhuntforacertainiteminmanystores. ItwastheunusualgrowthofInternetclientsaroundthe world that opened up a whole new world of business opportunities. Over the last several years, online shopping has taken off in a big manner. E-shopping, where a customer may delegate the responsibility of buying and selling to the professionals rather than perusingthee-shoppinghimself,isonesuchsituationin which the specialists have an unmistakable vocation. There might be no legal tools to interact with electronic exchange and automate the shopping procedure for customers. So, a human buyer is still responsible for gathering social affair item data from several Internet sources, making selections regarding each product, and

finally executing the e-installation. Purchasing anything ontheInternetwillcostyoumoney.Asaresult,amultispecialist environment is used to reduce the time and improvetheautomationofthee-shoppingframework.

Related Work Software expert improvements supply another circumstance that is used to nurture the new generationweb-basedcompanyframework,inwhichthe most laborious segments of the customers purchasing cyclewillbeautomated.Inaddition,therearenowmany purchasing locations on the Internet; nevertheless, the majority of these destinations do not have a user pleasant interface design, which is crucial for the accomplishmentofonlineprogramming.Theinterfaceof e-shopping frameworks should be pleasing to the sight, straightforward to master and simple to employ. Any otherway,folksoverallwill probablyturnouttobeless fond on e-shopping apps. The JADE innovation might be employed to construct an easy to use, simple to understandandfascinating.

Literature survey

Online business is business cooperation over the web, whichcanbringdowncostsdrasticallyandworkingwith newsortsofbusinessexchanges.AstheInternetengages residents and democratizes social orders, it is likewise changingexemplarymonetarystandards.Newmodelsof business connection are creating as organizations and purchasers take part in an electronic commercial center and receive the resultant rewards. The Internet can possibly alter trade and different regions. The Internet will alter retail advertising. Trade on the Internet could add up to huge number of dollars by the turn of the century.

Trade has developed throughout the long term. Before thedevelopmentofcash,itwasthestraightforward“deal process” where things could be traded, say milk for grains.Thedevelopmentofcashcarriedwithit,theidea of a "commercial center" in a commercial center, Commerce is capacity of 4 P’s Product, Price, Place and Promotions.

Thislarge number offour partsassumea crucial part in anexchangetooccurAtthepointwhenthePostalSystem appeared the merchants chose to take advantage of the new open door and began utilizing mailers giving

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4Research scholar, Acharya Nagarjuna University, Guntur, Andhra Pradesh, India
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depiction of their items. It prompted the idea of “Mail Order Cataloging”. From here, the advancement of the “Online shopping” networks was along these lines unavoidable with the improvement of media vehicles. The most recent age of business is one that should be possible over the web. Web gives a virtual stage where venders and purchasers can come in touch available to be purchased and acquisition of labor and products. Theycanbehugenumberofmilesseparated,mayhavea place with various areas of the planet, could communicate in various dialects, E-Commerce arose as thelimitlessexchangemediumthetimeofglobalization

2. Related Work

Electronic commerce is the practice of doing business through the internet, which may reduce prices and facilitate new sorts of transactions. When people have more access to information, they are more likely to participate in the democratic process. New models of commercialinteractionaredevelopingasbusinessesand consumers participate in an electronic marketplace and reap the resultant benefits. The Internet has the potential to transform a wide range of industries, including commerce and government services. Retail marketingisabouttoundergoaparadigmshiftthanksto the Internet. By the turn of the century, Internet commercemightbeworthtensofbillionsofdollars.

Over time, commerce has developed. It was a basic "barter procedure" prior to the development of money, suchasexchangingmilkforgrain.Commerceisbasedon the four Ps: product, price, place, and promotion. The evolution of money brought with it this concept of a "marketplace."

Allfouroftheseelementsarenecessaryforatransaction to go through. Different combinations of 4Ps determine different forms of Commerce. For a few pioneers, it became clear that customers were willing to pay more for things that could be delivered directly to their doorsteps. The ease of having things delivered to their doorsteps was made possible by a little adjustment in pricing and location. "Street Vendors" were created as a result of this concept's success. When the postal service was established, retailers took advantage of the new opportunity and began sending out mailers that describedtheiritemsinmoredetail.Thenotionof"Mail Order Cataloguing" was born as a result of this. Because ofthis,itwasonlyamatteroftimeuntil"Tele-shopping" networks were born. Online commerce is now the most common kind of trade in today's world. The Internet serves as a virtual marketplace where merchants and buyers may meet and conduct business. They may live on opposite sides of the globe, speak a different language, or be thousands of miles apart. In the age of globalization, e-commerce evolved as a boundary-less tradingchannel.

3. The Framework High Level Architecture

The framework's creation necessitates the creation of three separate communicative agents. This includes developingtheagents,thecommunicationprotocols,and the graphical user interfaces (GUIs). All the agents built using generic and reusable architecture (Bellota et al., 2004), (Bartolini et al., 2005). In the system, each agent has a profile-based local database. Customers' preferences are stored on the BA's profile, whereas things to be provided are stored on the SA profile. It is necessaryfortheBAtosubmitaquerytotheMAwhenit is looking for a certain product. The MA will then respond by providing a list of SAs that match the one it has received. Upon the satisfaction of the buyer, the BA maybegindirectnegotiationswiththeSA.

Figure 1: Overall system architecture

The Buyer/Seller Agent Architecture

Agents all have similar design, but each has a unique architecture that reflects the specific functions it does. Main components of the BA/SA architecture in the proposed framework are as follows (Figure 2). In order to enter into talks with the consumer, the BA brings the requested goods and interacts with the MA (if they do not have a pre-known SAs with a relevancy to the currentrequest).OncetheBAhasbeengivenadmission, they continue to negotiate with a SA of their choice (Figure 1). The BA notifies the client of the outcome of the discussions. A SA provides BA with items and services that they have to offer (directly or through a MA). The SA replies to enquiries regarding its owner's goods or services, reacts to XML messages, and negotiateswithBAs.

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Profiler Database

For all customer transactions, the profile module is responsible. In addition, the consumer may recover and modify his or her own profile. The local database contains all of the user profiles. It is necessary for a profiletointeractwiththeresponsibleagentinorderto store or retrieve it. Pictured in Figure 4 are the BA and SA databases used to store the historical items (s/he purchased) and their associated keywords. Figure 5 depicts the system's common database, which contains alloftherelevantdataaboutproductsandagents.

all BAs and SAs in a group. Messages may be disseminated by any BA/SA in the community by contacting the MA. This paradigm is implemented using the agent middleware. Agent communication protocol is used by both BA and MA to get in touch with one another,andtheBAthenreactsbygettingintouchwith its MA counterpart. The MA replies to the BA's contact with the agent middleware. Responses are accepted or rejectedbytheMAwhentheBAis recognized.•TheBA communicates to the MA the original/refined request of the consumer. • The MA distributed the task to registered SAs in order to meet the customer's needs. SAsattempttocomprehendrequestsontheirownwhen they get them. The SA will offer the MA with a certainty value for their report if they successfully interpret the data. An SA will provide a report with a 0% confidence score if it cannot comprehend a request. The SA returns theresulttotheMA.

Request Routing by the MA

Inorder totakeinto account, thechangingpopularityof each SA, the MA builds its own characteristics database and updates it on-the-fly when new SAs are added. For routingpurposes,theseSA'scharacteristicswillbetaken into consideration. The MA will do the routing based on the

depending on the customer's prior replies (how much theSAhasservicedthisBA'spreviousdemands),theMA learnsabouteachSAandformsacommunityofSAs.

5. Results

PAYMENTGATEWAYINE-COMMERCESYSTEM:

4. System Implementation

A functioning prototype of the system is currently available.Threeseparatetypesofagentsareincludedin this prototype, as previously mentioned. The role of the agents is determined by whether they are working for the buyer or the seller. The agents are written and run using a Java Virtual Machine (JVM) JDK 1.4 with Windows XP. Accessing and manipulating tables in relational databases is possible via the use of agents. XML technology, which was previously mentioned, may be used to encode and deliver data and services in an intelligibleformat.Inhierarchicalcommunitiesofagents, a portal-agent model is used. The MA performs the role of a gateway agent in this scenario. Instead of acting independently,theMArepresentstheinterestsofallBAs andSAsinthecommunityasawhole.Anotherhigh-level portalagent(MA)mayberesponsibleforoverseeingthe MA in a community. A MA may broadcast a message to

Herethecustomerneedstoenterthecarddetailsforthe payment.

International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 Volume: 10 Issue: 01 | Jan 2023 www.irjet.net p-ISSN:2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page527
Figure 2: BA/SA module view Figure 4: Buyer/Seller agent’s local databases

USERADDRESSINE-COMMERCESYSTEM:

OUTLINE-COMMERCESYSTEMTHELOGINPAGE:

Thisslotforbillingaddressisaddedtoknowtheaddress tobeprintedonthebill.

USERREVIEWPAGE:

Thisistheoutlineoftheloginpage SIGNUPPAGEFORNEWUSER:

User reviews whether all the information is correct beforeheproceedswiththefinalconfirmation.

If it is a new customer. They need to sign up into the Ecommercepage.

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PRODUCTPAGEIN E COMMERCESYSTEM:

by consumers will be served by a multi-agent system in this study. The system uses a multi-attribute decisionmaking process to propose the best items based on a combination of the system's own expert knowledge and the current demands of the consumer. Customer-based collaboration filtering is used by the system to propose items that are less time-consuming for customers. In addition, the commodity ontology is used to allow the sharing of information format and representation in ordertocontinueasemanticdiscussionwithsellers.

REFERENCES

[1] Zhang Yuheng and N.Ch.S.N. Iyengar, "Agent Based Architecture Media On Demand With Service Continuity "International Journal of Advances in Science and Technology,Vol.2,No.1,(2011)

All the products available will be displayed to the customerinanorder.

PURCHASEOFTHEPRODUCTS:

[2]ZimingZeng,"AnAgentbasedOnlineShoppingSystem in Ecommerce", Computer and Information Science, Vol.2,No.4,November(2009)

[3] Michał Drozdowicz, Maria Ganzha, MaciejGawinecki, Paweł Kobzdej, Marcin Paprzycki, “DESIGNING AND IMPLEMENTING DATAMARTFOR ANAGENT-BASED ECOMMERCE SYSTEM", IADIS International Journal, Vol 6,No.1,pp.37-49,ISSN:1645–7641,(2008)

[4] Zeng Zi-ming and Meng Bo," An Intelligent Shopping System Based on Multi agent Collaborative Working Model", CCECE/CCGEI,Saskatoon,May2005,0-78038886-0/05,©2005IEEE

[5]Braz, Christina, cho, Ambroise, "MBAOS: A Mobile Bargain Agent for Online Shopping", IFT6862ARTIFICIALINTELLIGENCE(WINTER2003)

[6]Kwang HyounJOO, Tessuo KINOSHITA, Nario SHIRATORI, "Design and Implementation of an Agent Based Grocery Shopping System", IEICE, Vol.E83D, NO.11,November2000

Customeraddstherequireditemsasperthewishtobuy. Andfinallyhasachancetoreviewalltheitems.

6. Conclusion

Onlineshoppingande-commerceingeneralhavegrown tremendously in recent years, making the demand for moretailoredinformationservicesforclientsevenmore critical. Agent-based e-shopping systems outperform those that don't use agent technology, according to the results of this study. In terms of execution time, it outperforms the conventional web-based e-shopping system.Anintelligentshoppingsystemmight bebuiltin thefuture.Commoditiesthatarenotregularlypurchased

[7]Courtney Mc Tavish, Suresh Sankaranarayanan, "Intelligent Agent based Hotel Search & Booking System", Proceedings of the 9th WSEAS International Conference on Telecommunications and INFORMATICS, 2009

[8]HeshamM.Kamel, MozaAl-Nasseri, MaryamAlary any, HamdaAlwar, "The Smart Shopping System (SSS): An AdaptiveEshoppingApplicationforReflectingtheUser’s Personal Model", ftp: //amd64gcc.dyndns.org/WORLDCOMP06/EEE4609.pdf

[9] A. Madhavi V. Surya Narayana Reddy, “Automated detectionoffakeprofilesusingsimpleframework:SVM”, International Journal of Advance Computing Technique andApplications,Vol4,Issue1,June2016

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[10] Tan Xueqing, Zeng Ziming"A Shopping Modelin Agent mediated Electronic Commerce" http://www.seiofbluemountain.com/upload/product/2 00911/2006zxqyhy09a1.pdf

[11]Developing Multi-Agent Systems with JADE Fabio Bellifemine, Giovanni Caire, Dominic Greenwood Copyright©2007JohnWiley&Sons,Ltd

[12] Javier Bajo, Ana de Luis, Angelica Gonzalez, Alberto Saavedra and Juan M. Corchado, "A Shopping Mall Multi agent System: Ambient Intelligence in Practice", http://bisite.usal.es/webisite/archivos/publicaciones/o trosCongresos/2006/wucami06shoppingmallambientint elligencev2.pdf

[13]http://trichy.quikr.com/study-on- intelligent-e shopping system- based-on- data-mining- EducationLearning/study-onintelligent-e-

[14] Ganesan, T., Anuradha, S., Harika, A., Nikitha, N., & Nalajala, S. (2021). Analyzing Social Media Data for Better Understanding Students’ Learning Experiences. In Intelligent Data Communication Technologies and Internet of Things: Proceedings of ICICI 2020 (pp. 523533).SpringerSingapore.

International Research Journal of Engineering and Technology (IRJET) e-ISSN:2395-0056 Volume: 10 Issue: 01 | Jan 2023 www.irjet.net p-ISSN:2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page530

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