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
Empire Strikes Back, The (1980) 225,554,189 Godfather, The (1972) 291,702,411 Empire Strikes Back, The (1980) 225,554,189
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Twelve Monkeys (1995) 82,512,000 Psycho (1960) 43,200,000
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 Twelve Monkeys (1995) 82,512,000
Schindler's List (1993) 140,409,248 Empire Strikes Back, The (1980) 225,554,189 Princess Bride, The (1987) 21,277,649
Twelve Monkeys (1995) 82,512,000 English Patient, The (1996) 111,415,132 Usual Suspects, The (1995) 1,120,000
Usual Suspects, The (1995) 1,120,000 Titanic (1997) 600,779,824 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Forrest Gump (1994) 485,691,196
Casablanca (1942) 5,806,467 Princess Bride, The (1987) 21,277,649 Casablanca (1942) 5,806,467
Average 101,807,784 Average 184,489,240 Average 109,159,053

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
Clueless (1995) 75,525,013
Rear Window (1954) 6,759,601
Some Kind of Wonderful (1987) 18,553,948
Fargo (1996) 24,611,975
Aliens (1986) 121,385,096
Stealing Beauty (1996) 4,573,330
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Clear and Present Danger (1994) 176,112,710
Toy Story (1995) 133,344,903
Truth About Cats & Dogs, The (1996) 34,073,143
Indiana Jones and the Last Crusade (1989) 312,671,806
Return of the Jedi (1983) 500,773,409
Ghost (1990) 226,931,306
Blade Runner (1982) 1,445,283
Delicatessen (1991) 1,794,187
Long Kiss Goodnight, The (1996) 33,328,051
Alien (1979) 42,285,739
Reality Bites (1994) 20,982,557
Adventures of Pinocchio, The (1996) 15,091,542
Primal Fear (1996) 80,646,667
Basic Instinct (1992) 126,227,000
Evita (1996) 73,298,979
Terminator 2: Judgment Day (1991) 207,064,802
Star Wars (1977) 731,853,665
Pretty Woman (1990) 260,311,268
Babe (1995) 66,600,000
Shall We Dance? (1996) 9,676,677
Belle de jour (1967) 4,037,017
City of Lost Children, The (1995) 1,513,028
Fantasia (1940) 49,310,882
While You Were Sleeping (1995) 119,964,016
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Air Force One (1997) 250,384,803
Beauty and the Beast (1991) 94,902,028
Dirty Dancing (1987) 89,171,578
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
When the Cats Away (Chacun cherche son chat) (1996) 1,652,472
Average 107,854,428
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