Adaptive Decision Support System (ADSS) for ... - ACM Digital Library

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Aug 14, 2006 - Adaptive Decision Support System (ADSS) for B2C E-. Commerce. Faisal Al-Qaed. School of Informatics. University of Manchester. Manchester ...
Adaptive Decision Support System (ADSS) for B2C ECommerce Faisal Al-Qaed

Alistair Sutcliffe

School of Informatics University of Manchester Manchester, UK +447887972257

School of Informatics University of Manchester Manchester, UK +441613063315

[email protected]

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! Figure 2: Conceptual Framework of ADSS [$42)(! K! %#+
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4. REQUIREMENTS ANALYSIS STUDY "#$%! %(*-$+3! )(&+)-%! '! .)$(1! &)(/$0$3');! %-26;! +1! 2%()! )(E2$)(0(3-%! 1+)! ?@AA! ! %(/(*-$,$-;! +1! $31+)0'-$+3>! 6(1$3$34!-#)(%#+/6%>!(/$0$3'-$+3>!%'-$%1$*$34>!(-*D!"#$)6!')(!-++/%! )(*+00(36'-$+3%! '**+)6$34! -+! -#(! b%()! a+6(/! '36! _)+62*-! a+6(/! $3! 6(*$%$+3! )2/(%! -'./(! B%((! [$42)(! e! 1+)! (='0&/(CD! A((! [$42)(!X!1+)!'3!?,'-')!'6,$*(!(='0&/(!2%$34!a$*)+%+1-!?4(3-%! -(*#3+/+4;!! "'./(! 1$/-()$34>!l++63(%%9+191$->!@(*$%$+3!-)((>!F($4#-(6!0'-)$=C!! -#(! (11(*-! +1! '6,$*(! !')(!#$4#/;!0+-$,'-(6!-+!(=&/+)(!-#(!&)+62*-!%&'*(!'36!;+2! #',(! 3+! 6(1$3(6! &)(1()(3*(%h!
Figure 10: Decision Tool Selection in Four Different Scenarios!

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! Figure 11: ADSS High-Level Architecture "#(!1+//+! 6$11()(3-! /(,(/%! +1! '6,$*(! %#+2/6! .(! &)+,$6(6! -+! -#(! 2%()%! $3! 6$11()(3-! %*(3')$+%! -+! %'-$%1;! -#($)! )(E2$)(0(3-%D! "#(! 6(*$%$+3! -++/%! %(/(*-(6! .;! -#(! %2.^(*-%! $3! ('*#! %*(3')$+! $0&/;! -#'-! -#(;! &)(1()! '! &')-$*2/')! 6(*$%$+3! -++/! '**+)6$34! -+! -#(! %*(3')$+%`! )(E2$)(0(3-%D! "#(%(! 6$11()(3-! 6(*$%$+3! -++/%! '36! '6,$*(! *+2/6! %2&&+)-!2%()%!$3!0'7$34!-#($)!6(*$%$+3!0+)(!(11(*-$,(/;D!

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"#(!3(=-!%-(&!$%!-+!(,'/2'-(!-#(!%;%-(0!$3!2%'.$/$-;!(=&()$0(3-%! -+! (=&/+)(! -#(! 2%()! )(E2$)(0(3-%>! &)+./(0%! '36! 6$11$*2/-$(%>! '%! !iDdD!'36!"DdD!a$-*#(//>!A Contingency Model for the Selection of Decisions Strategies.!"#(!?*'6(0;!+1! a'3'4(0(3-!d(,$(!UX]eD!vol. 3B3+DVCN!&&D!JVX9JJXD! JD! Q(--0'3>!gDdD>!aDdD!i2*(>!'36!gDFD!_';3(>!Constructive Consumer Choice Processes.!g+2)3'/!+1!:+3%20()! d(%(')*#>!UXXeD!vol. 25B3+D!VCN!&&D!Ue]9KU]D! ZD! Q$*70+)(>!"D!'36!gD!:'%%(//D!Relational agents: a model and implementation of building user trustD!$3!Proceedings of the SIGCHI conference on Human factors in computing systemsD!KYYUD!F'%#$34-+3>!bA?N!?:a!_)(%%D! TD! Q$*70+)(>!"D!'36!gD!:'%%(//D!Social Dialogue with Embodied Conversational AgentsD!$3!Natural, Intelligent and Effective Interaction with Multimodal Dialogue SystemsD!KYYJD!W(!bA?N!P/2!UXXTD! eD! Q+3#')6>!_D!'36!aD?D!A'%%(D!"I thought it was terrible and everyone else loved it" - A New Perspective for Effective Recommender System DesignD!$3!Proceedings of HCI 2005D!KYYZD!86$3.2)4#>!A*+-/'36N!A&)$34()D! XD! Q)2%$/+,%7;>!_D>!Methods and Techniques of Adaptive Hypermedia.!b%()!a+6(/$34!'36!b%()9?6'&-(6! R3-()'*-$+3>!UXXTD!vol. 6B3+D!K9VCN!&&!e]9UKXD! UYD! :')6>!AD>!gD!a'*7$3/';>!'36!QD!A#3($6()0'3>!Readings in Information Visualization: Using Vision to ThinkD!UXXXN! a+)4'3!P'210'33!_2./$%#()%>!:?D!

5.4 Scenarios of Use of the Decision Tools "'./(! K! %200')$G(%! %*(3')$+%! +1! 2%(! +1! -#(! 6(*$%$+3! -++/%! '36! (='0&/(%!+1!('*#!6(*$%$+3!-++/!%2&&+)-D! Table 2: Decision Tools Scenarios of Use Tool Name

Motivation

Defined Preferences

Tool Support Examples

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6. CONCLUSION AND FUTURE WORK "#$%! &'&()! &)(%(3-(6! '! 3+,(/! *+3*(&-! +1! ?@AA! 2%$34! '! *+0.$3'-$+3! +1! 6(*$%$+3! -++/%! '36! '6,$*(! 6$'/+42(%! -+! %2&&+)-! 89:+00()*(! *+3%20()%! $3! -#($)! 6(*$%$+3! 0'7$34! &)+*(%%D! R3! '66$-$+3>! '! &)(/$0$3');! )(E2$)(0(3-%! $3,(%-$4'-$+3! #'%! .((3! 6(%*)$.(6!!?/.()-'N!A&)$34()D! KeD! a'//'*#>!8DlD>!Decision Support and Data Warehouse SystemsD!KYYY>!bA?N!a*l)'!UXX]D!vol. 7B3+D! VCN!&&D!UJU9U]eD! VVD! H5P((1(>!dDaD!'36!"D!a*8'*#()3!Web-Based Customer Decision Support Systems>!$3!Communications of the ACMD!UXXeD!&&D!]U!9!]eD! VJD! _'2/>!AD!'36!cD!a'D!A Discussion of Web-Based Consumer Decision Support Systems (WCDSS) and Their EffectivenessD!$3!Ninth Americas Conference on Information SystemsD!KYYVD!bA?N!?a:RAD! VZD! _';3(>!gDFD>!gDdD!Q(--0'3>!'36!8DgD!g+#3%+3>!The Adaptive Decision MakerD!UXXV>!:'0.)$64(>!834/'36N!:'0.)$64(! b3$,()%$-;!_)(%%D! VTD! _(6()%(3>!_D8D>!Behavioral Effects of Using Software Agents for Product and Merchant Brokering: An Experimental Study of Consumer Decision Making.! R3-()3'-$+3'/!g+2)3'/!+1!8/(*-)+3$*!:+00()*(>!KYYYD!vol. 5N!&&D!UKZ9UJUD! V]D! _(/'*#'26>!:D!'36!aD!Q$/,$D!Computational Model of Believable Conversational AgentsD!$3!Communication in MAS: background, current trends and futureD!KYYVN! A&)$34()9k()/'4D! VeD! _2>!_D!'36!iD!:#(3D!Integrating Tradeoff Support in Product Search Tools for E-Commerce SitesD!$3! Proceedings of the 6th ACM conference on Electronic commerceD!KYYZD!k'3*+2,()>!Q:>!:'3'6'N!?:a!_)(%%D! VXD! _2>!_D!'36!_D!P20')D!Evaluating Example-based Search ToolsD!$3!Proceedings of the 5th ACM conference on Electronic commerceD!KYYJD!W(!Wr>!bA?N!?:a! _)(%%D! JYD! d((,(%>!QD!'36!:D!W'%%>!The Media Equation. How people treat computers, television and new media like real people and placesD!UXXT>!A-'31+)6>!:?N!:'0.)$64(!b3$,()%$-;! _)(%%D! JUD! d$*#')0(>!aD>!Consumer Decision-Making Models, Strategies, and Theories, Oh My!!KYYJ>!@(*$%$+3!?3'/;%-D! JKD! d$(4(/%.()4()>!gD>!aD?D!A'%%(>!'36!gD@D!a*:')-#;D!Rich Media, Poor Judgement? A Study of Media Effects on Users' Trust in ExpertiseD!$3!Proceedings of HCI 2005D! KYYZD!86$3.2)4#>!A*+-/'36N!A&)$34()D! JVD! d+.(;>!@D!'36!FD!"'44')->!Human Information Processing in Information and Decision Support Systems.! aRA!c2')-()/;>!UXeKD!vol. 6B3+D!KCN!&&D!TU9]VD! JJD! d+%%+3>!aDQD!'36!gDaD!:'))+//>!Usability Engineering: Scenario-Based Development of Human Computer InteractionD!KYYKN!a+)4'3!P'210'33!_2./$%#()%D! JZD! A#')6'3'36>!bD!'36!_D!a'(%D!Social Information Filtering: Algorithms for Automating 'Word of Mouth'D!$3!

UUD! :'%%(//>!gD>!:D!_(/'*#'26>!WD!Q'6/()>!aD!A-((60'3>!QD! ?*#+)3>!"D!Q(*7(->!QD!@+2,$//(>!AD!_)(,+%->!'36!aD!A-+3(D! ANIMATED CONVERSATION: Rule-based Generation of Facial Expression, Gesture & Spoken Intonation for Multiple Conversational AgentsD!$3!In Proceedings of ACM SIGGRAPHD!UXXJN!?:a!_)(%%D! UKD! :#2'34>!"D9"D!'36!?DADQD!r'6',>!The Development of an Adaptive Decision Support System.!@(*$%$+3!A2&&+)-! A;%-(0%>!UXXeD!vol. 24B3+D!KCN!&&D!]V9e]D! UVD! 8$%(3.()4>!QD>!Benchmarking an Average Conversion RateD!KYYJ>!:/$*7f!8=&()-%D! UJD! 8)'%02%>!?D:D>!8D!Q+%#+11>!'36!lD!d+2%%('2>!Consumer Decision-Making Models with the Discipline of Consumer Science: A Critical Approach.!g+2)3'/!+1!['0$/;!8*+/+4;! '36!:+3%20()!A*$(3*(%>!KYYUD!vol. 29N!&&D!eK9XYD! UZD! [$37>!gD!'36!?D!P+.%'>!A Review and Analysis of Commercial User Modeling Servers for Personalization on the World Wide Web.!b%()!a+6(/$34!'36!b%()9 ?6'&-(6!R3-()'*-$+3>!KYYYD!vol. 10B3+D!K!9!VCN!&&D!KYX9KJXD! UTD! [$%#7$3>!PD!'36!aD:D!A-+3(D!Enhanced Dynamic Queries via Movable FiltersD!$3!In Readings in Information Visualization: Using Vision to ThinkD!UXXXN!a+)4'3! P'210'33!_2./$%#()%D! U]D! [/+)>!lD@DiD>!User Modeling & Adaptive User InterfacesD! KYYJ>!Rid"!d(%(')*#>!b3$,()%$-;!+1!Q)$%-+/N!bPD! UeD! [+44>!QDgD>!Persuasive Technology, Using Computers to Change What We Think and DoD!KYYV>!bA?N!a+)4'3! P'210'33D! UXD! I'2./>!lD!'36!kD!")$1-%>!Consumer Decision Making in Online Shopping Environments: The Effects of Interactive Decision Aids.!a')7(-$34!A*$(3*(>!KYYYD!vol. 19B3+D!UCN! &&D!J9KUD! KYD! I+34>!FD>!gDrDiD!"#+34>!'36!PDrD!"'0>!The Effects of Information Format and Shopping Task on Consumers' Online Shopping Behavior: A Cognitive Fit Perspective.! g+2)3'/!+1!a'3'4(0(3-!R31+)0'-$+3!A;%-(0%>!KYYZD!vol. 21B3+D!VCN!&&D!UJX9UeJD! KUD! I234>!iD9_D>!A Personalized Recommendation System Based on Product Taxonomy for One-to-One Marketing Online.!8=&()-!A;%-(0%!!'36!:D!r(+>!How Web Site Decision Technology Affects Consumers.!R888!R3-()3(-! :+0&2-$34>!KYYKD!vol. 6B3+D!KCN!&&D!]K9]XD! KVD! g(--0')>!8D>!Adaptive Interfaces: Effects on User PerformanceD!KYYY>!b3&2./$%#(6!a'32%*)$&->!@(&')-0(3-! +1!:+0023$*'-$+3>!A-'31+)6!b3$,()%$-;D! KJD! P'#3(0'3>!@D!'36!?D!",()%7;>!Prospect Theory: An Analysis of Decision Under Risk.!8*+3+0(-)$*'>!UX]XD!vol. 47B3+D!KCN!&&D!KTV9KXKD! KZD! P'0$%>!?D!'36!aDgD!@',()3D!Personalizing to Product Category Knowledge: Exploring the Mediating Effect of Shopping Tools on Decision ConfidenceD!$3!Proceedings of the 37th Hawaii International Conference on System SciencesD!KYYJN!R888!:+0&2-()!A+*$(-;D! KTD! P((/$34>!PD>!AD!Q('--;>!_D!a*l+/6)$*7>!'36!iD!a'*'2/';D! Face Value? Customer Views of Appropriate Formats for Embodied Conversational Agents (ECAs) in Online RetailingD!$3!37th Hawaii International Conference on System SciencesD!KYYJD!I'!QD!Dynamic Queries for Visual Information SeekingD!$3!In Readings in Information Visualization: Using Vision to ThinkD!UXXXN!a+)4'3!P'210'33! _2./$%#()%D! A$0+3>!ID?D>!A Behavioral Model of Rational Choice.! c2')-()/;!g+2)3'/!+1!8*+3+0$*%>!UXZZD!vol. 69B3+D!UCN!&&D! XX9UUeD! A0$-#>!gDcD>!Decision Analysis: A Bayesian Approach. Chapman and HallD!UXeeN!:#'&0'3!'36!I'//D! "!iD>!QD!A&(3*(>!@D!F$//$'0%>!'36!dD!Q#+4'/D!The Attribute ExplorerD!$3!CHI '94D!UXXJD! F'()3>!?D>!User Involvement in Automatic Filtering: An Experimental Study.!b%()!a+6(/$34!'36!b%()9?6'&-(6! R3-()'*-$+3>!KYYJD!vol. 14B3+D!K!9!VCN!&&D!KYU9KV]D! F'/'%#>!lD>!"D!I(33$49"#2)'2>!'36!kDFD!a$-*#(//D! Conceptualizing Consumer ConfusionD!$3!Proceedings of !

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