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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 North by Northwest (1959) 19,977,527
Rear Window (1954) 6,759,601 Boot, Das (1981) 11,433,134 To Kill a Mockingbird (1962) 20,629,846
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Independence Day (ID4) (1996) 483,359,255
Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977 Silence of the Lambs, The (1991) 137,332,208
Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
North by Northwest (1959) 19,977,527 Titanic (1997) 600,779,824 Monty Python and the Holy Grail (1974) 1,821,082
Vertigo (1958) 7,024,928 Casablanca (1942) 5,806,467 Aladdin (1992) 328,782,825
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Dead Man Walking (1995) 39,025,000 Dead Man Walking (1995) 39,025,000
To Kill a Mockingbird (1962) 20,629,846 Rear Window (1954) 6,759,601 Rear Window (1954) 6,759,601
Average 102,713,642 Average 144,774,041 Average 112,751,601

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
Singin' in the Rain (1952) 7,665,000
Princess Bride, The (1987) 21,277,649
Sunset Blvd. (1950) 7,500,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
English Patient, The (1996) 111,415,132
Sling Blade (1996) 24,475,416
Annie Hall (1977) 57,253,791
Men in Black (1997) 367,992,228
Return of the Jedi (1983) 500,773,409
Citizen Kane (1941) 1,640,769
Postino, Il (1994) 20,681,301
Philadelphia Story, The (1940) 3,000,000
It Happened One Night (1934) 2,000,000
Fargo (1996) 24,611,975
Star Wars (1977) 731,853,665
Sense and Sensibility (1995) 62,493,774
Amadeus (1984) 23,401,401
Toy Story (1995) 133,344,903
Forrest Gump (1994) 485,691,196
Air Force One (1997) 250,384,803
Full Monty, The (1997) 45,857,453
Average 137,739,609
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