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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Fargo (1996) 24,611,975
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Rear Window (1954) 6,759,601
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Casablanca (1942) 5,806,467
Return of the Jedi (1983) 500,773,409 Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824
Rear Window (1954) 6,759,601 Air Force One (1997) 250,384,803 Boot, Das (1981) 11,433,134
Silence of the Lambs, The (1991) 137,332,208 Scream (1996) 103,001,286 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Sense and Sensibility (1995) 62,493,774 Lone Star (1996) 13,269,963
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Candidate, The (1972) 82,274
Average 175,248,935 Average 192,318,461 Average 96,882,616

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
Vertigo (1958) 7,024,928
Eat Drink Man Woman (1994) 7,294,403
Star Wars (1977) 731,853,665
Cat on a Hot Tin Roof (1958) 26,355,486
Contact (1997) 149,887,543
Chinatown (1974) 42,400,000
Everyone Says I Love You (1996) 9,714,482
Princess Bride, The (1987) 21,277,649
English Patient, The (1996) 111,415,132
Rosewood (1997) 13,104,494
To Kill a Mockingbird (1962) 20,629,846
Godfather, The (1972) 291,702,411
Frankie Starlight (1995) 78,168
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Little Princess, A (1995) 10,019,307
Average 96,798,362
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