Novel Recommendation based on Personal Popularity Tendency
Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH 		Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000
Toy Story (1995) 133,344,903 Contact (1997) 149,887,543 Apollo 13 (1995) 94,378,651
Schindler's List (1993) 140,409,248 Silence of the Lambs, The (1991) 137,332,208 Dead Man Walking (1995) 39,025,000
Shawshank Redemption, The (1994) 28,341,469 Scream (1996) 103,001,286 Shawshank Redemption, The (1994) 28,341,469
Godfather, The (1972) 291,702,411 Twelve Monkeys (1995) 82,512,000 Return of the Jedi (1983) 500,773,409
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Chasing Amy (1997) 12,006,514
Twelve Monkeys (1995) 82,512,000 Schindler's List (1993) 140,409,248 Usual Suspects, The (1995) 1,120,000
Average 156,570,181 Average 167,499,011 Average 114,565,541

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Multiplicity (1996) 20,101,861
Pallbearer, The (1996) 5,612,586
Leaving Las Vegas (1995) 31,968,347
I.Q. (1994) 26,372,663
Monty Python's Life of Brian (1979) 646,124
Ace Ventura: Pet Detective (1994) 106,217,000
Reality Bites (1994) 20,982,557
Private Parts (1997) 59,339,346
Trees Lounge (1996) 673,269
When Harry Met Sally... (1989) 134,613,546
Fish Called Wanda, A (1988) 93,259,712
Cable Guy, The (1996) 93,754,431
Monty Python and the Holy Grail (1974) 1,821,082
Independence Day (ID4) (1996) 483,359,255
Sgt. Bilko (1996) 30,356,793
Beautiful Girls (1996) 20,837,000
Get Shorty (1995) 103,619,110
Pulp Fiction (1994) 84,022,201
So I Married an Axe Murderer (1993) 11,585,483
Jerry Maguire (1996) 228,557,864
Sense and Sensibility (1995) 62,493,774
Four Weddings and a Funeral (1994) 75,888,832
Tin Cup (1996) 77,003,584
Boomerang (1992) 104,100,000
Clerks (1994) 3,151,130
She's the One (1996) 9,449,219
Mr. Holland's Opus (1995) 119,078,097
Better Off Dead... (1985) 10,297,601
Back to the Future (1985) 303,398,294
Brothers McMullen, The (1995) 10,246,600
Trainspotting (1996) 16,501,785
Men in Black (1997) 367,992,228
Liar Liar (1997) 277,327,280
Indiana Jones and the Last Crusade (1989) 312,671,806
Primal Fear (1996) 80,646,667
How to Make an American Quilt (1995) 23,574,130
Up in Smoke (1978) 69,890,893
Heat (1995) 97,783,000
Star Wars (1977) 731,853,665
Princess Bride, The (1987) 21,277,649
Average 108,308,161
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