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
Casablanca (1942) 5,806,467 Star Wars (1977) 731,853,665 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Star Wars (1977) 731,853,665 Godfather, The (1972) 291,702,411 Big Night (1996) 11,881,039
Schindler's List (1993) 140,409,248 Sense and Sensibility (1995) 62,493,774 Wings of Desire (1987) 3,806,540
Sense and Sensibility (1995) 62,493,774 English Patient, The (1996) 111,415,132 Secrets & Lies (1996) 13,417,292
Citizen Kane (1941) 1,640,769 Schindler's List (1993) 140,409,248 Monty Python and the Holy Grail (1974) 1,821,082
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Burnt By the Sun (1994) 2,616,503
Piano, The (1993) 40,158,000 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Godfather, The (1972) 291,702,411 Full Monty, The (1997) 45,857,453 Pather Panchali (1955) 536,364
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Silence of the Lambs, The (1991) 137,332,208 Piano, The (1993) 40,158,000
Average 138,777,313 Average 177,958,561 Average 10,972,988

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
Madness of King George, The (1994) 15,238,994
Clockwork Orange, A (1971) 38,589,355
Unbearable Lightness of Being, The (1988) 10,006,806
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Queen Margot (Reine Margot, La) (1994) 2,017,346
Cinema Paradiso (1988) 392,045
Diva (1981) 108,372
Richard III (1995) 2,600,000
Tie Me Up! Tie Me Down! (1990) 4,087,361
Four Weddings and a Funeral (1994) 75,888,832
Belle de jour (1967) 4,037,017
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Othello (1995) 2,112,951
Hear My Song (1991) 4,313,173
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Tin Drum, The (Blechtrommel, Die) (1979) 3,963,773
Much Ado About Nothing (1993) 22,551,000
Stonewall (1995) 616,248
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Jean de Florette (1986) 4,940,939
Boot, Das (1981) 11,433,134
Mediterraneo (1991) 4,532,791
Enchanted April (1991) 13,200,170
Henry V (1989) 10,161,099
My Left Foot (1989) 14,743,391
Delicatessen (1991) 1,794,187
Cyrano de Bergerac (1990) 5,820,020
Remains of the Day, The (1993) 22,954,968
Raise the Red Lantern (1991) 2,603,061
Average 10,742,617
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