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Course Recommender Course Recommender Presentation Transcript

  • COURSE RECOMMENDER Mechanism for recommendation of choice of courses at IIT Mandi  Choose the best combination and secure your future  Make the right choice using Multi-attribute Decision Making
  • INTRODUCTION Why is this a Managerial Decision Problem? 1. Deliberative Decision Making 2. Complex Decision Making 3. Important Decision MakingOn the idea of which courses should you register for at the beginning of the semester?
  • • How many courses and credit hours should you opt for?• What electives should you choose for this semester?• How do you fill up course baskets?• Should you go for a minor?• Should you consider taking an online course on audit?
  • • How many courses and credit hours should you opt for?• What electives should you choose for this semester?• How do you fill up course baskets?• Should you go for a minor?• Should you consider taking an online course on audit?
  • • What courses and how many credit hours should you opt for in this semester? • Go for 7 courses as everyone does (21 credits) • Take overload courses (>21 credits) • Go for less number of credits for this semester • Drop the semester and go on an internship abroad
  • • What courses and how many credit hours should you opt for in this semester? • Go for 7 courses as everyone does (21 credits) • Take discipline electives for most of the slots • Take more humanities / basic sciences electives and finish the required basket credits as soon as possible • Equally distribute amongst all disciplines • Take overload courses (>21 credits) • Go for less number of credits for this semester • Drop the semester and go on an internship abroad
  • • What courses and how many credit hours should you opt for in this semester? • Go for 7 courses as everyone does (21 credits) • Take overload courses (>21 credits) • Take a discipline overload • Take a basic science overload and aim for a minor • Take an online course on audit • Go for less number of credits for this semester • Drop the semester and go on an internship abroad
  • • What courses and how many credit hours should you opt for in this semester? • Go for 7 courses as everyone does (21 credits) • Take overload courses (>21 credits) • Go for less number of credits for this semester • Try to clear backlogs, if any, and enjoy life • Work on an external project or startup • Drop the semester and go on an internship abroad
  • • What courses and how many credit hours should you opt for in this semester? • Go for 7 courses as everyone does (21 credits) • Take overload courses (>21 credits) • Go for less number of credits for this semester • Drop the semester and go on an internship abroad
  • Discipline Electives Prefer one of Humanities / Basic 7 courses (21 Sciences credits) Equal Discipline preference overloadWhich courses? Howmany credit hours? Minor Overload courses Overload (>21 credits) Online / Audit course Clear Backlogs Lesser credits Project / Go on an Startup internship abroad
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref.Overload (>21 Disciplinecredits) Overload Minor Overload AuditLightweight Clear backlogs,Semester Enjoy life Project, StartupAbroad Internship/Exchan ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M  ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H H Lightweight Clear backlogs, L H L HSemester Enjoy life Project, StartupAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref.Overload (>21 Disciplinecredits) Overload Minor Overload Audit H M H HLightweight Clear backlogs, L H L H Semester Enjoy life Project, StartupAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Feasible Choices Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 4 7 3 7(21credits) Electives Humanities/Basic 8 4 6 4 Sciences Equal Pref. 7 5 8 2Overload (>21 Discipline 3 9 2 9credits) Overload Minor Overload 5 8 4 6 Audit 6 6 1 3Lightweight Clear backlogs, 9 2 9 1Semester Enjoy life Project, Startup 2 3 5 8Abroad Internship/Exchan 1 1 7 5 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Rank - Sum Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 4 7 3 7 21(21credits) Electives Humanities/Basic 8 4 6 4 22 Sciences Equal Pref. 7 5 8 2 22Overload (>21 Discipline 3 9 2 9 23credits) Overload Minor Overload 5 8 4 6 23 Audit 6 6 1 3 16Lightweight Clear backlogs, 9 2 9 1 21Semester Enjoy life Project, Startup 2 3 5 8 18Abroad Internship/Exchan 1 1 7 5 14 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L HOverload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref. M M L HOverload (>21 Disciplinecredits) Overload Minor Overload Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, StartupAbroad Internship/Exchan ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref. M M L HOverload (>21 Disciplinecredits) Overload Minor Overload Audit H M H HLightweight Clear backlogs, L H L HSemester Enjoy life Project, StartupAbroad Internship/Exchan ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref. M M L HOverload (>21 Disciplinecredits) Overload Minor Overload Audit H M H HLightweight Clear backlogs,Semester Enjoy life Project, StartupAbroad Internship/Exchan ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Rank Opportunities college life one’s interests achieving a good CGPA7 courses Discipline(21credits) Electives Humanities/Basic Sciences Equal Pref. M M L H 2Overload (>21 Disciplinecredits) Overload Minor Overload Audit H M H H 1Lightweight Clear backlogs,Semester Enjoy life Project, StartupAbroad Internship/Exchan ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Best Choice Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H L(21credits) Electives Humanities/Basic M M H M Sciences Equal Pref. M M L H 2Overload (>21 Discipline H L H Lcredits) Overload Minor Overload H L H M Audit H M H H 1Lightweight Clear backlogs, L H L HSemester Enjoy life Project, Startup H H M LAbroad Internship/Exchan H H M M ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H 40(21credits) Electives Humanities/Basic M M H 70 Sciences Equal Pref. M M L 90Overload (>21 Discipline H L H 20credits) Overload Minor Overload H L H 50 Audit H M H 80Lightweight Clear backlogs, L H L 100Semester Enjoy life Project, Startup H H M 30Abroad Internship/Exchan H H M 60 ge
  • Even Swaps Trade-off adjusting rules :• High = Medium + 25• Low = Medium - 25
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H 40(21credits) Electives Humanities/Basic M M H 70 Sciences Equal Pref. M M L 90Overload (>21 Discipline H L H 20credits) Overload Minor Overload H L H 50 Audit H M H 80Lightweight Clear backlogs, L H L 100Semester Enjoy life Project, Startup H H M 30Abroad Internship/Exchan H H M 60 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H L H 40(21credits) Electives Humanities/Basic M M H 70 Sciences Equal Pref. M M L 90Overload (>21 Discipline H L H 20credits) Overload Minor Overload H L H 50 Audit H M H 80Lightweight Clear backlogs, L H L 100Semester Enjoy life Project, Startup H H M 30Abroad Internship/Exchan H H M 60 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Leaving : Quality Opportunities college life one’s interests achieving a of college life good CGPA7 courses Discipline H L H 40 15(21credits) Electives Humanities/Basic M M H 70 70 Sciences Equal Pref. M M L 90 90Overload (>21 Discipline H L H 20 -5credits) Overload Minor Overload H L H 50 25 Audit H M H 80 80Lightweight Clear backlogs, L H L 100 125Semester Enjoy life Project, Startup H H M 30 55Abroad Internship/Exchan H H M 60 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H H 15(21credits) Electives Humanities/Basic M H 70 Sciences Equal Pref. M L 90Overload (>21 Discipline H H -5credits) Overload Minor Overload H H 25 Audit H H 80Lightweight Clear backlogs, L L 125Semester Enjoy life Project, Startup H M 55Abroad Internship/Exchan H M 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H H 15(21credits) Electives Humanities/Basic M H 70 Sciences Equal Pref. M L 90Overload (>21 Discipline H H -5credits) Overload Minor Overload H H 25 Audit H H 80Lightweight Clear backlogs, L L 125Semester Enjoy life Project, Startup H M 55Abroad Internship/Exchan H M 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Leaving : Opportunities college life one’s interests achieving a Exposure good CGPA7 courses Discipline H H 15 40(21credits) Electives Humanities/Basic M H 70 95 Sciences Equal Pref. M L 90 75Overload (>21 Discipline H H -5 20credits) Overload Minor Overload H H 25 50 Audit H H 80 105Lightweight Clear backlogs, L L 125 100Semester Enjoy life Project, Startup H M 55 55Abroad Internship/Exchan H M 85 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H 40(21credits) Electives Humanities/Basic M 95 Sciences Equal Pref. M 75Overload (>21 Discipline H 20credits) Overload Minor Overload H 50 Audit H 105Lightweight Clear backlogs, L 100Semester Enjoy life Project, Startup H 55Abroad Internship/Exchan H 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline H 40(21credits) Electives Humanities/Basic M 95 Sciences Equal Pref. M 75Overload (>21 Discipline H 20credits) Overload Minor Overload H 50 Audit H 105Lightweight Clear backlogs, L 100Semester Enjoy life Project, Startup H 55Abroad Internship/Exchan H 85 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Leaving : Career Opportunities college life one’s interests achieving a Opportunities good CGPA7 courses Discipline H 40 65(21credits) Electives Humanities/Basic M 95 95 Sciences Equal Pref. M 75 75Overload (>21 Discipline H 20 45credits) Overload Minor Overload H 50 75 Audit H 105 130Lightweight Clear backlogs, L 100 75Semester Enjoy life Project, Startup H 55 80Abroad Internship/Exchan H 85 110 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Best Choices Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 65(21credits) Electives Humanities/Basic 95 Sciences Equal Pref. 75Overload (>21 Discipline 45credits) Overload Minor Overload 75 Audit 130 1Lightweight Clear backlogs, 75Semester Enjoy life Project, Startup 80Abroad Internship/Exchan 110 2 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 62.5 25 75 25(21credits) Electives Humanities/Basic 12.5 62.5 37.5 62.5 Sciences Equal Pref. 25 50 12.5 87.5Overload (>21 Discipline 75 0 87.5 0credits) Overload Minor Overload 50 12.5 62.5 37.5 Audit 37.5 37.5 100 75Lightweight Clear backlogs, 0 87.5 0 100Semester Enjoy life Project, Startup 87.5 75 50 12.5Abroad Internship/Exchan 100 100 25 50 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Best Choices Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 62.5 25 75 25 187.5(21credits) Electives Humanities/Basic 12.5 62.5 37.5 62.5 175 Sciences Equal Pref. 25 50 12.5 87.5 175Overload (>21 Discipline 75 0 87.5 0 162.5credits) Overload Minor Overload 50 12.5 62.5 37.5 162.5 Audit 37.5 37.5 100 75 250Lightweight Clear backlogs, 0 87.5 0 100 187.5Semester Enjoy life Project, Startup 87.5 75 50 12.5 225Abroad Internship/Exchan 100 100 25 50 275 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 62.5 25 75 25(21credits) Electives Humanities/Basic 12.5 62.5 37.5 62.5 Sciences Equal Pref. 25 50 12.5 87.5Overload (>21 Discipline 75 0 87.5 0credits) Overload Minor Overload 50 12.5 62.5 37.5 Audit 37.5 37.5 100 75Lightweight Clear backlogs, 0 87.5 0 100Semester Enjoy life Project, Startup 87.5 75 50 12.5Abroad Internship/Exchan 100 100 25 50 ge
  • The preference weights considered are :• Chances of achieving a good CGPA ( 0.4 )• Career Opportunities ( 0.3 )• Exposure to one’s interests ( 0.2 )• Quality of College life ( 0.1 )
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 62.5 25 75 25(21credits) Electives Humanities/Basic 12.5 62.5 37.5 62.5 Sciences Equal Pref. 25 50 12.5 87.5Overload (>21 Discipline 75 0 87.5 0credits) Overload Minor Overload 50 12.5 62.5 37.5 Audit 37.5 37.5 100 75Lightweight Clear backlogs, 0 87.5 0 100Semester Enjoy life Project, Startup 87.5 75 50 12.5Abroad Internship/Exchan 100 100 25 50 ge
  • ALTERNATIVES ATTRIBUTES Career Quality of Exposure to Chances of Best Choices Opportunities college life one’s interests achieving a good CGPA7 courses Discipline 62.5 25 75 25 46.25(21credits) Electives Humanities/Basic 12.5 62.5 37.5 62.5 42.5 Sciences Equal Pref. 25 50 12.5 87.5 50Overload (>21 Discipline 75 0 87.5 0 40credits) Overload Minor Overload 50 12.5 62.5 37.5 30.25 Audit 37.5 37.5 100 75 65Lightweight Clear backlogs, 0 87.5 0 100 48.75Semester Enjoy life Project, Startup 87.5 75 50 12.5 48.75Abroad Internship/Exchan 100 100 25 50 65 ge
  • Rule 1 Rule 2 Rule 3 Rule 4 Rule 5 Rule 67 courses Discipline(21credits) Electives Humanities/Bas ic Sciences Equal Pref.Overload (>21 Disciplinecredits) Overload Minor Overload AuditLightweight Clear backlogs,Semester Enjoy life Project, StartupAbroad Internship/Exch ange
  • CONCLUSIONMulti-attribute Decision Making methods clearly report thattaking an overloaded semester with an online course on audit ,is apparently the best choice when faced with a decision onchoosing courses.The decision optimally takes care of one’s preferred attributesof CGPA, Career, Exposure and Quality of life.