Danh sach de tai tieu luan Agent

download Danh sach de tai tieu luan Agent

of 25

description

Danh sach de tai tieu luan mon Cong nghe phan mem huong Agent. GV: Nguyen Manh Hung, PhD - Ptit

Transcript of Danh sach de tai tieu luan Agent

  • Danh sch ti tiu lunMn hc: Cng ngh phn mm hng agent

    Lu : - hc vin, sinh vin c khuyn khch t xut ti tiu lun nm ngoi phm vi danh sch ny, vi s chp thun ca ging vin!- hc vin, sinh vin c khuyn khch tm ti liu tham kho ngoi nhng ti liu trch dn trong ti liu ny!

    Table of Contents1. Cc ti hng thc hnh..............................................................................................................3

    ti s 1.1: Pht trin mt h a agent da trn nn JADE: ng dng mua bn online 3 ti s 1.2: Pht trin mt h a agent da trn nn JADE: ng dng lp thi kha biu chung ................................................................................................................................3 ti s 1.3: Pht trin mt h a agent da trn nn JADE: ng dng t vn khch hng online ................................................................................................................................3 ti s 1.4: Pht trin mt h a agent da trn nn JADE: ng dng game n gin. 4 ti s 1.5: Xy dng mt ontology da trn Protg...................................................4 ti s 1.6: Dng h a agent m phng ngi tham gia giao thng da trn GAMA 1.5.....4 ti s 1.7: Dng h a agent m phng ngi chy thot him trong m chy ti cc ta nh ln da trn GAMA 1.5..............................................................................................5 ti s 1.8: Dng h a agent m phng m chy rng da trn GAMA 1.5..............5

    2. Cc ti hng phng php lun.................................................................................................7 ti s 2.1: Khi no nn p dng cng ngh a agent?..................................................7 ti s 2.2: Phn tch thit k h a agent theo phng php MaSE v agentTool.......7 ti s 2.3: Phn tch thit k h a agent theo phng php Gaia...............................7 ti s 2.4: Phn tch thit k h a agent theo phng php SODA............................8 ti s 2.5: Phn tch thit k h a agent theo phng php AALAADIN.................8 ti s 2.6: Phn tch thit k h a agent theo phng php Tropos............................8 ti s 2.7: Phn tch thit k h a agent theo phng php AUML..........................9 ti s 2.8: Phn tch thit k h a agent theo phng php MASSIVE.....................9 ti s 2.9: Phn tch thit k h a agent theo phng php CoMoMAS...................9 ti s 2.10: Phn tch thit k h a agent theo phng php MAS-Common KADS10 ti s 2.11: Phn tch thit k h a agent theo phng php MESSAGE................10

    1

  • ti s 2.12: Phn tch thit k h a agent theo phng php ZEUS.........................10 ti s 2.13: Phn tch thit k h a agent theo phng php Prometheus................11 ti s 2.14: Phn tch thit k h a agent theo phng php OPM/MAS ................11 ti s 2.15: Phn tch thit k h a agent theo phng php ODAM ......................12 ti s 2.16: Phn tch thit k h a agent theo phng php ASPECS ...................12 ti s 2.17: Phn tch thit k h a agent theo phng php SONIA.......................12

    3. Cc ti hng kin trc bn trong ca agent ............................................................................14 ti s 3.1: Tm hiu cc kin trc n gin ca agent ..............................................14 ti s 3.2: Agent BDI (Belief - Desire - Intention).....................................................14 ti s 3.3: Agent di ng (Mobile agent)...................................................................14 ti s 3.4: So snh agent v object.............................................................................15

    4. Cc ti hng tng tc gia cc agent ....................................................................................16 ti s 4.1: Ngn ng giao tip agent ACL..................................................................16 ti s 4.2: Ngn ng x l v truy vn tri thc ca agent KQML ............................16 ti s 4.3: Cc m hnh tng tc trong h a agent..................................................16

    5. Cc ti lin quan n h a agent m........................................................................................18 ti s 5.1: Tm hiu cc h a agent m.....................................................................18 ti s 5.2: Vai tr (role) ca agent trong cu trc t chc h a agent ......................18 ti s 5.3: agent trong cu trc h a agent t t chc...............................................19 ti s 5.4: Ti u ha phn tn trong h a agent......................................................19

    6. Cc ti lin quan n cc ng dng v k thut nng cao ca h a agent................................20 ti s 6.1: Chin lc u gi cho agent trong thng mi in t...........................20 ti s 6.2: Chin lc u thu cho agent trong thng mi in t.........................20 ti s 6.3: Chin lc thng lng t ng cho agent trong thng mi in t....21 ti s 6.4: Agent trong web ng ngha.......................................................................21 ti s 6.5: Agent h tr con ngi ra quyt nh........................................................21 ti s 6.6: Agent la chn i tc tng tc da trn tin cy (trust).....................22 ti s 6.7: Agent la chn i tc da trn danh ting (reputation)...........................22 ti s 6.8: Agent tng tc vi con ngi..................................................................23 ti s 6.9: Agent suy lun thng minh........................................................................23 ti s 6.10: Agent hc - thut ton k-NN...................................................................24 ti s 6.11: Agent hc - thut ton Naive Bayes........................................................24 ti s 6.12: Agent hc - thut ton Support Vector Machine (SVM).........................24 ti s 6.13: Agent hc - thut ton n-gram.................................................................25

    2

  • 1. Cc ti hng thc hnh

    ti s 1.1: Pht trin mt h a agent da trn nn JADE: ng dng mua bn online

    Ni dung: Tm hiu v JADE framework, cc bc phn tch, thit k v code h a agent da trn nn tng JADE. p dng vo phn tch, thit k v code mt ng dng n gin v h a agent (ch trng phn code da trn JADE): xy dng h a agent i din cho ngi bn v ngi mua mc c mua/bn c sn phm

    Ti liu tham kho:1, http://jade.tilab.com/2, Fabio L. Bellifemine, Giovanni Caire, and Dominic Greenwood. Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology). Wiley, April 2007.

    **********************************

    ti s 1.2: Pht trin mt h a agent da trn nn JADE: ng dng lp thi kha biu chung

    Ni dung: Tm hiu v JADE framework, cc bc phn tch, thit k v code h a agent da trn nn tng JADE. p dng vo phn tch, thit k v code mt ng dng n gin v h a agent (ch trng phn code da trn JADE): xy dng h a agent, trong mi agent i din cho mt gio vin (c s trng dy mn ring, rng buc thi gian ring) trao i vi agent gio vin khc thng nht thi kha biu chung ca tt c gio vin

    Ti liu tham kho:1, http://jade.tilab.com/2, Fabio L. Bellifemine, Giovanni Caire, and Dominic Greenwood. Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology). Wiley, April 2007.

    **********************************

    ti s 1.3: Pht trin mt h a agent da trn nn JADE: ng dng t vn khch hng online

    Ni dung: Tm hiu v JADE framework, cc bc phn tch, thit k v code h a agent da trn nn tng JADE. p dng vo phn tch, thit k v code mt ng dng n gin v h a agent (ch trng phn code da trn JADE): xy dng h a agent i din cc ngi dng la chn cc nh t vn trong h thng c nhiu nh t vn v cc gent ngi dng c kh nng nh gi li ngi t

    3

  • vn theo mc hi lng ca thn ch mnh.

    Ti liu tham kho:1, http://jade.tilab.com/2, Fabio L. Bellifemine, Giovanni Caire, and Dominic Greenwood. Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology). Wiley, April 2007.

    **********************************

    ti s 1.4: Pht trin mt h a agent da trn nn JADE: ng dng game n gin

    Ni dung: Tm hiu v JADE framework, cc bc phn tch, thit k v code h a agent da trn nn tng JADE. p dng vo phn tch, thit k v code mt ng dng n gin v h a agent (ch trng phn code da trn JADE): xy dng h a agent i din cho cc i th chi tr chi vi ngi hoc chi vi nhau trong cc game i khng n gin nh c caro.

    Ti liu tham kho:1, http://jade.tilab.com/2, Fabio L. Bellifemine, Giovanni Caire, and Dominic Greenwood. Developing Multi-Agent Systems with JADE (Wiley Series in Agent Technology). Wiley, April 2007.

    **********************************

    ti s 1.5: Xy dng mt ontology da trn Protg

    Ni dung:Protg l mt cng c h tr vic xy dng ontology. ti ny nhm mc ch tm hiu cc bc xy dng ontology. Sau , p dng cc bc ny xy dng mt ontology n gin, da trn cng c Protg.

    Ti liu tham kho:1, http://protege.stanford.edu/2,http://protege.stanford.edu/publications/ontology_development/ontology101-noy-mcguinness.html3, http://protege.stanford.edu/amia2003/AMIA2003Tutorial.ppt

    *******************************************

    ti s 1.6: Dng h a agent m phng ngi tham gia giao thng da trn GAMA 1.5

    4

  • Ni dung:M hnh ha cc phng tin tham gia giao thng nh cc agent vi cc thuc tnh: vn tc, kch c phng tin, hng i,... v cc hnh ng nh: tng tc, gim tc, i thng, r tri, r phi,... v m phng di chuyn ti mt ng t theo tn hiu n .C th nng cao h thng bng cch nh gi v ti u thi gian n sao cho thi gian ch do n hoc do tc ng ti ng t ca mt ngi tham gia giao thng l thp nht.

    Ti liu tham kho:1, http://code.google.com/p/gama-platform/2, http://code.google.com/p/gama-platform/wiki/GAMAIntro1513, Manh Hung Nguyen, Tuong-Vinh Ho, Tan Hiep Nguyen. On the Dynamic Optimization of Traffic Lights. In Proceedings of the 4th Conference in Asia Simulation and Modelling (ASIMMOD 2013), Bangkok, Thailand. p.35-42. Janurary 19-21, 2013.

    *******************************************

    ti s 1.7: Dng h a agent m phng ngi chy thot him trong m chy ti cc ta nh ln da trn GAMA 1.5

    Ni dung:M hnh ha ngi thot him nh cc agent vi cc thuc tnh: vn tc, hng chy, tm quan st, sc khe, sc chu ng, mc bnh tnh,... v cc hnh ng nh: tng tc, gim tc, i thng, r tri, r phi,... v m phng thot him trong mt ta nh cng cng (siu th, vn phng, trung tm thng mi - ch lm vi 1 tng) khi c chy.C th nng cao h thng bng cch nh gi v ti u chin lc thot him l chy theo mi ngi, chy tho mnh, hay chy theo tn hiu ch dn l thot him nhanh nht.

    Ti liu tham kho:1, http://code.google.com/p/gama-platform/2, http://code.google.com/p/gama-platform/wiki/GAMAIntro1513, Manh Hung Nguyen, Tuong Vinh Ho and Jean-Daniel Zucker. A Simulation Model for Optimise the Fire Evacuation Configuration in the Metro supermarket of Hanoi. Proceedings of the Ninth International Conference on Simulated Evolution And Learning (SEAL2012), Hanoi, Vietnam, 16-19 December 2012. L.T. Bui et al. (Eds.): SEAL 2012, LNCS 7673, pp. 470479, Springer-Verlag Berlin Heidelberg 2012.4, Manh Hung Nguyen, Tuong Vinh Ho, Thi Ngoc Anh Nguyen and Jean-Daniel Zucker. Which Behavior is best in a Fire Evacuation: Simulation with the Metro supermarket of Hanoi. Proceedings of The 9th IEEE - RIVF International Conference on Computing and Communation Technology. Ho Chi Minh city, Viet Nam, p.183 -- 188, February 27 - March 1, 2012

    *******************************************

    ti s 1.8: Dng h a agent m phng m chy rng da trn GAMA 1.5

    Ni dung:M hnh ha cy rng nh cc agent vi cc thuc tnh: mc bt la, thi gian chy, v tr,... v cc agent ngi/my bay cu h vi cc hnh ng nh: bay i phun nc dp m chy, i xc nc v nguyn liu t cc trm bm,... v m phng hot ng cu h rng khi c chy.C th nng cao h thng bng cch nh gi v ti u chin lc cu h dp tt m chy nhanh nht.

    5

  • Ti liu tham kho:1, http://code.google.com/p/gama-platform/2, http://code.google.com/p/gama-platform/wiki/GAMAIntro151

    ******************************************

    6

  • 2. Cc ti hng phng php lun

    ti s 2.1: Khi no nn p dng cng ngh a agent?

    Ni dung: ti ny tp trung tm hiu tr li cu hi: khi no, vi h thng c c im nh th no th nn p dng cng ngh a agent, khi no th khng nn p dng cng ngh ny. Ni cch khc, ti ny tm hiu c trng ca lp cc ng dng ph hp vi h a agent.

    Ti liu tham kho:1, http://www.springerlink.com/index/H62T52556041X1W3.pdf2, http://www.springer.com/computer/ai/book/978-3-540-78581-13, http://www.springerlink.com/index/fe2qpgk81mupvwul.pdf

    **********************************************

    ti s 2.2: Phn tch thit k h a agent theo phng php MaSE v agentTool

    Ni dung:MaSE v agentTool l b phng php lun - cng c h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun MaSE. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.21.2907&rep=rep1&type=pdf2, http://www.pa.icar.cnr.it/cossentino/al3tf1/docs/mase4agentlink.pdf3, http://oai.dtic.mil/oai/oai?verb=getRecord&metadataPrefix=html&identifier=ADA4481914, http://www.springerlink.com/index/0pc24utnubkm51u1.pdf

    **********************************************

    ti s 2.3: Phn tch thit k h a agent theo phng php Gaia

    Ni dung:Gaia l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun Gaia. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.csc.liv.ac.uk/~mjw/pubs/jaamas2000b.pdf2, http://www.auml.org/auml/documents/Gaia.pdf

    7

  • 3, http://jade.tilab.com/papers/AT2AI4_Moraitis_final.pdf

    **********************************************

    ti s 2.4: Phn tch thit k h a agent theo phng php SODA

    Ni dung:SODA l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun SODA. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.springerlink.com/index/0pw8rqj5kpbdnflx.pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.126.7619&rep=rep1&type=pdf3, http://lia.deis.unibo.it/Staff/AmbraMolesini/Homepage/talk_pdf/SODA2007.pdf

    **********************************************

    ti s 2.5: Phn tch thit k h a agent theo phng php AALAADIN

    Ni dung:AALAADIN l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun AALAADIN. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1,http://academic.research.microsoft.com/Publication/155444/aalaadin-a-meta-model-for-the-analysis-and-design-of-organizations-in-multi-agent-systems2, http://www.auml.org/auml/documents/MADKit.pdf

    **********************************************

    ti s 2.6: Phn tch thit k h a agent theo phng php Tropos

    Ni dung:Tropos l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun Tropos. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.cs.toronto.edu/km/tropos/Fossil.pdf

    8

  • 2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.100.8689&rep=rep1&type=pdf3, http://www.dis.uniroma1.it/~seminf/seminars/giorgini.pdf4, http://troposproject.org/files/UML01.pdf

    **********************************************

    ti s 2.7: Phn tch thit k h a agent theo phng php AUML

    Ni dung:AUML l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun AUML. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.11.998&rep=rep1&type=pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.2.4519&rep=rep1&type=pdf3, http://www.dbd.puc-rio.br/depto_informatica/07_21_gatti.pdf

    **********************************************

    ti s 2.8: Phn tch thit k h a agent theo phng php MASSIVE

    Ni dung:MASSIVE l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun MASSIVE. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.wseas.us/e-library/conferences/malta2001/papers/126.pdf2, http://www.miv.t.u-tokyo.ac.jp/papers/etienne-AAMAS06-WS.pdf3, http://www.springerlink.com/index/3u415c93aw7f277a.pdf

    **********************************************

    ti s 2.9: Phn tch thit k h a agent theo phng php CoMoMAS

    Ni dung:CoMoMAS l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun CoMoMAS. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    9

  • Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.56.1898&rep=rep1&type=pdf2, http://www.springerlink.com/index/m2q022314u6440n8.pdf

    **********************************************

    ti s 2.10: Phn tch thit k h a agent theo phng php MAS-Common KADS

    Ni dung:MAS-Common KADS l mt b phng php lun - cng c h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun MAS-Common KADS. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://portal.acm.org/citation.cfm?id=7494302, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.99.4499&rep=rep1&type=pdf

    **********************************************

    ti s 2.11: Phn tch thit k h a agent theo phng php MESSAGE

    Ni dung:MESSAGE l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun MESSAGE. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1,http://citeseer.ist.psu.edu/viewdoc/download;jsessionid=3905344C4384F3839EEC75DDCD8C0CB0?doi=10.1.1.21.1262&rep=rep1&type=pdf2, http://www.igi-global.com/bookstore/chapter.aspx?TitleId=5060

    **********************************************

    ti s 2.12: Phn tch thit k h a agent theo phng php ZEUS

    Ni dung:ZEUS l b phng php lun - cng c h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun ZEUS. p dng

    10

  • phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.wseas.us/e-library/conferences/skiathos2002/papers/447-173.pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.99.4499&rep=rep1&type=pdf3, http://moe.ecrc.nsysu.edu.tw/Chinese/workshopC/2003/12.pdf

    **********************************************

    ti s 2.13: Phn tch thit k h a agent theo phng php Prometheus

    Ni dung:Prometheus l b phng php lun - cng c h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun Prometheus. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.84.8307&rep=rep1&type=pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.19.8721&rep=rep1&type=pdf3, http://www.auml.org/auml/documents/Prometheus030402.pdf4, http://www.igi-global.com/bookstore/chapter.aspx?titleid=5057

    **********************************************

    ti s 2.14: Phn tch thit k h a agent theo phng php OPM/MAS

    Ni dung:OPM/MAS l b phng php lun - cng c h tr vic phn tch v thit k mt h a agent da trn nn tng hng i tng. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun OPM/MAS. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://manor.homeip.net/docs/AnObjectProcessBasedModelingLanguageForMultiAgentSystems.pdf2, http://www.opcat.com/docs/AnObject-Process-Based%20ModelingLanguage-tsmcc-sturm-2037133.pdf3, http://www.auml.org/auml/documents/OPM.pdf

    **********************************************

    11

  • ti s 2.15: Phn tch thit k h a agent theo phng php ODAM

    Ni dung:ODAM l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun ODAM. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.springerlink.com/index/174l553346841763.pdf2, http://portal.acm.org/citation.cfm?id=15340273, http://en.cnki.com.cn/Article_en/CJFDTOTAL-JFYZ200811011.htm

    **********************************************

    ti s 2.16: Phn tch thit k h a agent theo phng php ASPECS

    Ni dung:ASPECS l b phng php lun - cng c h tr vic phn tch v thit k mt h a agent da trn nn tng hng i tng. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun ASPECS. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.108.5046&rep=rep1&type=pdf2,http://www.aosd-europe.net/allPublications/Applications/concerns/Aspects_in_AOSE_Lessons_Learned.pdf3, http://portal.acm.org/citation.cfm?id=1713756

    **********************************************

    ti s 2.17: Phn tch thit k h a agent theo phng php SONIA

    Ni dung:SONIA l mt phng php lun h tr vic phn tch v thit k mt h a agent. ti nhm tm hiu cc bc ca cc pha phn tch, thit k theo phng php lun SONIA. p dng phng php ny vo phn tch thit k mt h a agent n gin.

    Ti liu tham kho:1, http://www.irit.fr/ESAW04/PAPERS/ESAW04_Paper9.pdf2, http://www-lt.ls.fi.upm.es/~sfrutos/papers/mates04.pdf

    12

  • **********************************************

    13

  • 3. Cc ti hng kin trc bn trong ca agent

    ti s 3.1: Tm hiu cc kin trc n gin ca agent

    Ni dung:Tm hiu mt s kin trc bn trong n gin ca agent: agent phn ng n thun, agent phn ng c k hoch, agent phn ng hng ch, agent phn ng hng hiu qu...

    Ti liu tham kho:1, http://www.eecs.berkeley.edu/~russell/aima1e/chapter02.pdf2, http://www.intelligentagent.com/

    **********************************************

    ti s 3.2: Agent BDI (Belief - Desire - Intention)

    Ni dung:BDI agent l mt kin trc agent da trn ba thnh phn chnh: Bilief - tri thc v nhng g agent nhan bit th gii xung quanh; Desire - nhng mong mun, mc ch mun t c ca agent; v Intention - nhng g agent c nh thc hin. Ba thnh phn ny quan h vi nhau theo nhng rng buc v c ch khc nhau, chng to nn nn tng ca agent, c bit trong quan im logic v agent. ti tm hiu kin trc BDI ca agent v cc ng dung ca n.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.93.104&rep=rep1&type=pdf2, http://studia.complexica.net/Art/RI030302.pdf3, http://www.cs.umbc.edu/~finin/talks/sisce97/sld021.htm4, http://www.tmrfindia.org/ijcsa/V2I15.pdf5, http://sourceforge.net/projects/jadex/

    **********************************************

    ti s 3.3: Agent di ng (Mobile agent)

    Ni dung:Mt kh nng c bit ca agent l kh nng di ng: agent c th di chuyn t my ch ny sang my ch khc v tip tc hot ng t c mc ch ca mnh. Kh nng di ng ca agent em li nhiu u im nh tn dng ti nguyn, tit kim chi ph trao i thng tin trn mng, linh hot... Tuy nhin cng c vn v an ninh h thng! ti ny tp trung tm hiu khi nim agent di ng, c ch cho kh nng di ng, cc u nhc im v tnh kh thi ca loi agent ny.

    14

  • Ti liu tham kho:1, http://satoh-lab.ex.nii.ac.jp/users/ledduy/pub/MobileAgent-Overview-Final.pdf2, http://www.hpl.hp.com/personal/Dejan_Milojicic/MA.pdf3, http://csrc.nist.gov/publications/nistpubs/800-19/sp800-19.pdf

    **********************************************

    ti s 3.4: So snh agent v object

    Ni dung:Mc d c k tha t mt s t tng khi phn tch thit k hng i tng, Agent vn c mt s c trung khc bit so vi i tng, t cu trc bn trong, phng thc hot ng v cch thc tng tc vi nhau. ti ny tp trung phn tch cc im khc bit ca cng ngh agent so vi cng ngh hng i tng.

    Ti liu tham kho:1, http://www.lifl.fr/SMAC/dea/2003-2004/cours/Agents_and_Objects.pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.3.1798&rep=rep1&type=pdf3, http://www.isi.edu/nsnam/ns/doc/node119.html

    **********************************************

    15

  • 4. Cc ti hng tng tc gia cc agent

    ti s 4.1: Ngn ng giao tip agent ACL

    Ni dung:ACL (agent communication language) l mt ngn ng c pht trin cho agent c th giao tip vi nhau. ti ny tp trung nghin cu nhng c trng c bn ca ACL v ng dng ca n trong h a agent. ti hng ti minh ha s dng ACL bng mt ng dng n gin ca h a agent.

    Ti liu tham kho:1, http://www.fipa.org/repository/aclspecs.html2, http://www.infoloom.com/gcaconfs/WEB/ts1273/tp1273.HTM3, http://jade.tilab.com/papers/EXP/Sergi.pdf4, http://onlinelibrary.wiley.com/doi/10.1111/1467-8640.00185/pdf

    **********************************************

    ti s 4.2: Ngn ng x l v truy vn tri thc ca agent KQML

    Ni dung:KQML (Knowledge Query and Manipulation Language) l mt ngn ng cho php agent x l v quy vn tri thc, d liu, thng tin t agant khc. ti tp trung tm hiu cu trc, c trng v cch s dng ngn ng ny. ti hng n minh ha s dng KQML bng mt ng dng n gin ca h a agent.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.2.6275&rep=rep1&type=pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.48.5669&rep=rep1&type=pdf3, http://www.flacp.fujitsulabs.com/~yannis/publications/lnai95.pdf4, http://www.jstor.org/stable/27750961

    **********************************************

    ti s 4.3: Cc m hnh tng tc trong h a agent

    Ni dung:C nhiu m hnh tng tc khc nhau trong h a agent: m hnh ngang hng, m hnh c ngi trung gian iu phi, m hnh ngi mi gii... ti ny tm hiu nguyn l v so snh hot ng ca cc m hnh tng tc ny. Hng n ci t minh ha mt m hnh tng tc bng mt h a

    16

  • agent n gin.

    Ti liu tham kho:1, http://web.info.uvt.ro/~synasc07/invited_talks/gorodetsky.pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.35.6032&rep=rep1&type=pdf3, http://www.csc.liv.ac.uk/~lad/pubs/csp-ail.pdf4, http://ideas.repec.org/p/rom/confkm/20.html

    ***********************************************

    17

  • 5. Cc ti lin quan n h a agent m

    ti s 5.1: Tm hiu cc h a agent m

    Ni dung:Bn cht ca h a agent l a chng, phn tn v m. ti ny tp trung vo tm hiu kin trc t chc x hi trong h a agent.

    Ti liu tham kho:1,http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=343F67A28FEA7A7D03B58992BD9027D7?doi=10.1.1.78.5030&rep=rep1&type=pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.103.2869&rep=rep1&type=pdf3, http://www-kasm.nii.ac.jp/papers/takeda/pdf/ijicis.pdf4, http://gabbai.com/files/ICNNB%2005.pdf5, http://www.lirmm.fr/~ferber/publications/papers/AOSE03_FerbGutMich.pdf6, http://users.dsic.upv.es/grupos/ia/sma/publications/articulos/OrganizationsENTCS.pdf7, http://ftp.rta.nato.int/public//PubFullText/RTO/EN/RTO-EN-022///EN-022-05.pdf

    **********************************************

    ti s 5.2: Vai tr (role) ca agent trong cu trc t chc h a agent

    Ni dung:H a agent lun c t chc cht ch tng t nh mt cu trc x hi con ngi, trong , mi agent ng mt vai tr khc nhau, ti nhng thi im v v tr khc nhau. ti ny tp trung vo tm hiu quan h gia vai tr v agent trong cu trc t chc h a agent. ng thi tm hiu cc k thut p dng xy dng cc m hnh role trong h a agent.

    Ti liu tham kho:1, http://www.nipissingu.ca/faculty/haibinz/research/CODS07.pdf2, http://www.iadis.net/dl/final_uploads/200501L053.pdf3, http://www2.informatik.hu-berlin.de/~lindeman/masho01_contr_ps/linmue.ps4, http://portal.acm.org/citation.cfm?id=18382375, http://www.lirmm.fr/~ferber/publications/papers/AOSE03_FerbGutMich.pdf6, http://users.dsic.upv.es/grupos/ia/sma/publications/articulos/OrganizationsENTCS.pdf7, http://ftp.rta.nato.int/public//PubFullText/RTO/EN/RTO-EN-022///EN-022-05.pdf

    **********************************************

    18

  • ti s 5.3: agent trong cu trc h a agent t t chc

    Ni dung:Tm hiu th no l t chc h a agent Tm hiu th no l cu trc t t chc (self - organisation) ca h a agent Nhng c trng v phng php xy dng cc cu trc t t chc cu h a gent

    Ti liu tham kho:1,http://pdf.aminer.org/000/056/269/self_organization_in_multi_agent_systems_a_middleware_approach.pdf2, http://www.ics.forth.gr/_publications/Maniadakis_NN2012.pdf3, http://www0.cs.ucl.ac.uk/staff/ucacres/ICANN.pdf

    **********************************************

    ti s 5.4: Ti u ha phn tn trong h a agent

    Ni dung:H a agent bn cht l mt h phn tn. Do , bi ton ti u ha phn tn, hay p dng h a agent vo cc bi ton ti u ha phn tn l mt vn c quan tm nghin cu. ti ny tp trung tm hiu cc k thut ti u ha h phn tn p dng cho h a agent.

    Ti liu tham kho:1, http://jmas.us.es/doc/2010/jmas2010.Vinyals.pdf2, http://lia.deis.unibo.it/confs/lads/papers/6.3%20paper_29%20(gaspari).pdf3, http://masplan.isr.ist.utl.pt/papers/Ottens.pdf

    **********************************************

    19

  • 6. Cc ti lin quan n cc ng dng v k thut nng cao ca h a agent

    ti s 6.1: Chin lc u gi cho agent trong thng mi in t

    Ni dung:u gi (auction) l mt hnh thc bn hng kh ph bin trong giao dch thng mi, trong ch c mt hoc mt s mt hng, v c nhiu ngi mua. Cho nn ngi mua phi u gi vi nhau c quyn mua sn phm. Hin nay ngi ta xy dng cc h a agent cho php agent thay mt con ngi t ng u gi sn phm trong thng mi in t. Mt s giao thc chun cho u gi cng c xy dng nh FIPA- English aution, FIPA- Dutch auction... ti ny tp trung tm hiu cc thut ton, cc chin luwocj c thit k cho agent u gi vi nhiu giao thc u gi khc nhau.

    Ti liu tham kho:1, http://www.docstoc.com/docs/3595308/Multi-Agent-System-for-Online-Auctions2, http://ieeexplore.ieee.org/iel5/4604641/4620480/04620532.pdf?arnumber=46205323, http://doi.ieeecomputersociety.org/10.1109/IAT.2003.12411334, http://web.uvic.ca/econ/research/papers/pdfs/ddp0706.pdf

    **********************************************

    ti s 6.2: Chin lc u thu cho agent trong thng mi in t

    Ni dung:u thu (reverse auction) cng l mt hnh thc quen thuc trong giao dch thng mi, trong ch c mt ngi mua, nhng li c nhiu ngi bn. Do , nhng ngi bn phi tin hnh cho gi u thu bn c sn phm ca mnh cho ngi mua. Hin nay ngi ta cng pht trin cc h a agent cho cc giao thc u thu trong thng mi in t. ti ny tp trung tm hiu c ch ca u thu, cc chin lc v k thut c p dng cho cc agent bn nhanh chng thng thu, bn c hng.

    Ti liu tham kho:1, http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=47554532, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.82.1038&rep=rep1&type=pdf3, http://linkinghub.elsevier.com/retrieve/pii/S092054890400128X4, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.78.8172&rep=rep1&type=pdf

    **********************************************

    20

  • ti s 6.3: Chin lc thng lng t ng cho agent trong thng mi in t

    Ni dung:Thng lng (negotiation) cng l mt hnh thc quen thuc trong giao dch thng mi, trong ngi mua thng lng trc tip vi ngi bn tha thun cc iu khon ca giao dch nh gi c, s lng, cht lng... C ngi bn ln ngi mua u phi c chin lc cho ring mnh bn (hoc mua) c sn phm. Hin nay ngi ta cng pht trin cc h a agent cho cc giao thc thng lng t ng trong thng mi in t. ti ny tp trung tm hiu c ch ca hnh thc thng lng song phng (bilateral negotiation), cc chin lc v k thut c p dng cho cc agent bn v mua nhanh chng bn (mua) c hng.

    Ti liu tham kho:1, http://www.duongnt.net/wp-content/miscfiles/2006/11/dexa03.pdf2, http://portal.acm.org/citation.cfm?id=7509913, http://eprints.ecs.soton.ac.uk/3858/1/ker99-2.pdf4, http://ieeexplore.ieee.org/iel5/10055/32248/01504111.pdf

    **********************************************

    ti s 6.4: Agent trong web ng ngha

    Ni dung:Web ng ngha (semantic web) c coi l wen th h tip theo cho web hin nay, trong cc my ch, trnh duyt v con ngi x l thng tin trn cc trang web bng ng ngha thay v text nh hin nay. t c kh nng x l ng ngha cao nh vy, ngi ta cn n cc k nng ca agent x l thng tin ti cc site v giao tip vi ngi s dng web. ti ny tp trung vo tm hiu vai tr ca agent trong web ng ngha, cc k thut c p dng cho agent trong web ng ngha.

    Ti liu tham kho:1, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.133.5418&rep=rep1&type=pdf2, http://www.cs.rpi.edu/~hendler/AgentWeb.html3, http://semanticweb.com/agent-based-semantic-web_b10710

    **********************************************

    ti s 6.5: Agent h tr con ngi ra quyt nh

    Ni dung:Kh nng thng minh v t ch ca agent c s dng trong nhiu lnh vc, trong c lnh vc h tr con ngi ra quyt nh. ti ny tp trung tm hiu cc h agent ra quyt nh, v cc chin lc ra quyt nh ca agent.

    21

  • Ti liu tham kho:1, http://upcommons.upc.edu/pfc/bitstream/2099.1/7723/1/Master%20Thesis%20-%20Thania%20Rendon%20Sallard.pdf2, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.94.3625&rep=rep1&type=pdf3, http://www.tdx.cat/TESIS_UdG/AVAILABLE/TDX-0716108-122001/tsim.pdf4, http://www.igi-global.com/bookstore/article.aspx?titleid=27985, http://scholar.lib.vt.edu/theses/available/etd-04282004-110741/unrestricted/LoPinto_ETD.pdf6, http://scialert.net/qredirect.php?doi=jas.2008.1125.1137&linkid=pdf

    **********************************************

    ti s 6.6: Agent la chn i tc tng tc da trn tin cy (trust)

    Ni dung:Trong mi trng mng m, phn tn v a chng, mt c nhn agent khng th c ton b thng tin v cc agent khc trn ton h thng. Do , vic la chn i tc tht s l vn khng n gin cho agent. Tin cy (trust) t lu c s dng nh mt tiu ch cn bn nh gi mc tin cy ca mt c nhn. y, tin cy c agent s dng lm c s nh gi cc i tc ca mnh, theo , i tc c tin cy cng cao th cng c kh nng c la chn. ti ny tp trung vo tm hiu nguyn l xy dng tin cy ca cc agent trong mt h thng: da trn kinh nghim tng tc c nhn

    Ti liu tham kho:1, http://journals.cambridge.org/article_S02698889040001162, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.149.7376&rep=rep1&type=pdf3, http://www.aaai.org/Papers/IJCAI/2007/IJCAI07-250.pdf4, http://doi.ieeecomputersociety.org/10.1109/WETICE.2007.130

    **********************************************

    ti s 6.7: Agent la chn i tc da trn danh ting (reputation)

    Ni dung:Trong mi trng mng m, phn tn v a chng, mt c nhn agent khng th c ton b thng tin v cc agent khc trn ton h thng. Do , vic la chn i tc tht s l vn khng n gin cho agent. Danh ting (reputation) cng l mt tiu ch cn bn nh gi mc tin cy ca mt c nhn, theo nh gi cu mt tp th. y, danh ting c agent s dng lm c s nh gi cc i tc ca mnh, theo , i tc c danh ting cng cao th cng c kh nng c la chn. ti ny tp trung vo tm hiu nguyn l xy dng danh ting ca cc agent trong mt h thng: da trn nh gi ca cc agent khc trong h thng.

    Ti liu tham kho:1, http://josepmpujol.net/public/papers/pujolReputationCCIA01.pdf

    22

  • 2, http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=46095453, http://madmuc.usask.ca/trust.htm4, http://eprints.ecs.soton.ac.uk/12759/5, http://citeseer.ist.psu.edu/viewdoc/download;jsessionid=CB6ABE7922D17D7EEB932BFCB5760059?doi=10.1.1.8.1102&rep=rep1&type=pdf

    **********************************************

    ti s 6.8: Agent tng tc vi con ngi

    Ni dung:Agent khng ch tng tc vi nhau trong cc h a agent t c mc ch ca mnh, agent cn cn tng tc vi con ngi thu thp thng tin, cung cp dch v, hay l cng tc hon hnh nhim v... ti ny tp trung tm hiee lp cc ng dng ca tng tc gia con ngi v agent, c ch v cc hng tip cn cho thit k cc h thng c tng tc gia con ngi vi agent.

    Ti liu tham kho:1, http://www.hpl.hp.com/techreports/98/HPL-98-130.pdf2, http://www.sics.se/mappa/D3-95W97-final.doc3, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.58.547&rep=rep1&type=pdf4, http://www.iiisci.org/journal/CV$/sci/pdfs/I333EKB.pdf

    **********************************************

    ti s 6.9: Agent suy lun thng minh

    Ni dung:Agent c kh nng thng minh v t ch l v n c kh nng t suy lun thng minh. ti ny tp trung tm hiu cc h agent c kh nng suy lun thng minh, cc cch biu din tri thc v c ch suy lun thng minh ca agent.

    Ti liu tham kho:1, http://www.springerlink.com/index/72x1111rj8g61812.pdf2, http://portal.acm.org/citation.cfm?id=14277053, http://aura.abdn.ac.uk/bitstream/2164/1132/1/259.pdf4, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.155.2569&rep=rep1&type=pdf5, http://www.facebook.com/pages/Distributed-Multi-Agent-Reasoning-System/126601420716764

    **********************************************

    23

  • ti s 6.10: Agent hc - thut ton k-NN

    Ni dung:Agent c kh nng hc v t hc. ti ny tp trung nghin cu kh nng hc ca agent vi thut ton k-NN. p dng vo xy dng mt ng dng agent t ng pht hin mail rc: ban u dy cho agent mt s mu mail v ch r mail no mail rc, mail no mail thng, sau agent t ng rt ra c trng ca cc mail rc v mail thng thng qua thut ton k-NN. T , nu a mt mail mi vo agent s t ng nhn ra c mail y l mail thng hay mail rc.

    Ti liu tham kho:1, http://cseweb.ucsd.edu/~elkan/250B/nearestn.pdf

    **********************************************

    ti s 6.11: Agent hc - thut ton Naive Bayes

    Ni dung:Agent c kh nng hc v t hc. ti ny tp trung nghin cu kh nng hc ca agent vi thut ton Naive Bayes. p dng vo xy dng mt ng dng agent t ng la chn qung co theo ng cnh: Ban u dy cho agent mt s on text c th s lin quan n cc ch no, sau agent t tng hp li cc t trng ca cc vn bn theo tng ch - da vo thut ton Naive Bayes. T khi ngi dng ang xem mt bi bo no c on text bt k, agent s t ng nhn ra n thuc ch no gi cc loi qung co c cng ch ln hin th thu ht ngi c

    Ti liu tham kho:1, http://www.cs.waikato.ac.nz/~eibe/pubs/FrankAndBouckaertPKDD06new.pdf2, http://www.stanford.edu/class/cs124/lec/naivebayes.pdf3, http://www.dis.uniroma1.it/~leon/didattica/webir/IR11.pdf

    **********************************************

    ti s 6.12: Agent hc - thut ton Support Vector Machine (SVM)

    Ni dung:Agent c kh nng hc v t hc. ti ny tp trung nghin cu kh nng hc ca agent vi thut ton SVM. p dng vo xy dng mt ng dng agent t ng phn loi kin ngi dng thng qua text: Ban u dy cho agent mt s on text c th v ch r cc on text ny c quan im tch cc, tiu cc hay trung tnh. Sau agent t tng hp li cc t trng ca cc vn bn theo tng quan im - da vo thut ton SVM. T agent c kh nng t ng tng hp quan im ca ngi dng trn mt din n hay mt trang nh gi sn phm xem mt sn phm c bao nhiu phn trm kin tch cc, bao nhiu tiu cc v bao nhiu trung tnh.

    Ti liu tham kho:

    24

  • 1, http://www.cs.cornell.edu/People/tj/publications/joachims_98a.pdf2, http://conf.uni-obuda.hu/mtn2005/Pilaszy.pdf3, http://www.cs.cornell.edu/people/tj/publications/joachims_01a.pdf

    **********************************************

    ti s 6.13: Agent hc - thut ton n-gram

    Ni dung:Agent c kh nng hc v t hc. ti ny tp trung nghin cu kh nng hc ca agent vi thut ton n-gram. p dng vo xy dng mt ng dng agent t ng phn loi kin ngi dng thng qua text: Ban u dy cho agent mt s on text c th v ch r cc on text ny c quan im tch cc, tiu cc hay trung tnh. Sau agent t tng hp li cc t trng ca cc vn bn theo tng quan im - da vo thut ton SVM. T agent c kh nng t ng tng hp quan im ca ngi dng trn mt din n hay mt trang nh gi sn phm xem mt sn phm c bao nhiu phn trm kin tch cc, bao nhiu tiu cc v bao nhiu trung tnh.

    Ti liu tham kho:1, http://lvk.cs.msu.su/~bruzz/articles/classification/Ng-based-tc.pdf2, http://ww2.cs.mu.oz.au/~mlui/pdf/BIOTALA_cavnar_trenkle.pdf

    **********************************************

    25

    1. Cc ti hng thc hnh ti s 1.1: Pht trin mt h a agent da trn nn JADE: ng dng mua bn online ti s 1.2: Pht trin mt h a agent da trn nn JADE: ng dng lp thi kha biu chung ti s 1.3: Pht trin mt h a agent da trn nn JADE: ng dng t vn khch hng online ti s 1.4: Pht trin mt h a agent da trn nn JADE: ng dng game n gin ti s 1.5: Xy dng mt ontology da trn Protg ti s 1.6: Dng h a agent m phng ngi tham gia giao thng da trn GAMA 1.5 ti s 1.7: Dng h a agent m phng ngi chy thot him trong m chy ti cc ta nh ln da trn GAMA 1.5 ti s 1.8: Dng h a agent m phng m chy rng da trn GAMA 1.5

    2. Cc ti hng phng php lun ti s 2.1: Khi no nn p dng cng ngh a agent? ti s 2.2: Phn tch thit k h a agent theo phng php MaSE v agentTool ti s 2.3: Phn tch thit k h a agent theo phng php Gaia ti s 2.4: Phn tch thit k h a agent theo phng php SODA ti s 2.5: Phn tch thit k h a agent theo phng php AALAADIN ti s 2.6: Phn tch thit k h a agent theo phng php Tropos ti s 2.7: Phn tch thit k h a agent theo phng php AUML ti s 2.8: Phn tch thit k h a agent theo phng php MASSIVE ti s 2.9: Phn tch thit k h a agent theo phng php CoMoMAS ti s 2.10: Phn tch thit k h a agent theo phng php MAS-Common KADS ti s 2.11: Phn tch thit k h a agent theo phng php MESSAGE ti s 2.12: Phn tch thit k h a agent theo phng php ZEUS ti s 2.13: Phn tch thit k h a agent theo phng php Prometheus ti s 2.14: Phn tch thit k h a agent theo phng php OPM/MAS ti s 2.15: Phn tch thit k h a agent theo phng php ODAM ti s 2.16: Phn tch thit k h a agent theo phng php ASPECS ti s 2.17: Phn tch thit k h a agent theo phng php SONIA

    3. Cc ti hng kin trc bn trong ca agent ti s 3.1: Tm hiu cc kin trc n gin ca agent ti s 3.2: Agent BDI (Belief - Desire - Intention) ti s 3.3: Agent di ng (Mobile agent) ti s 3.4: So snh agent v object

    4. Cc ti hng tng tc gia cc agent ti s 4.1: Ngn ng giao tip agent ACL ti s 4.2: Ngn ng x l v truy vn tri thc ca agent KQML ti s 4.3: Cc m hnh tng tc trong h a agent

    5. Cc ti lin quan n h a agent m ti s 5.1: Tm hiu cc h a agent m ti s 5.2: Vai tr (role) ca agent trong cu trc t chc h a agent ti s 5.3: agent trong cu trc h a agent t t chc ti s 5.4: Ti u ha phn tn trong h a agent

    6. Cc ti lin quan n cc ng dng v k thut nng cao ca h a agent ti s 6.1: Chin lc u gi cho agent trong thng mi in t ti s 6.2: Chin lc u thu cho agent trong thng mi in t ti s 6.3: Chin lc thng lng t ng cho agent trong thng mi in t ti s 6.4: Agent trong web ng ngha ti s 6.5: Agent h tr con ngi ra quyt nh ti s 6.6: Agent la chn i tc tng tc da trn tin cy (trust) ti s 6.7: Agent la chn i tc da trn danh ting (reputation) ti s 6.8: Agent tng tc vi con ngi ti s 6.9: Agent suy lun thng minh ti s 6.10: Agent hc - thut ton k-NN ti s 6.11: Agent hc - thut ton Naive Bayes ti s 6.12: Agent hc - thut ton Support Vector Machine (SVM) ti s 6.13: Agent hc - thut ton n-gram