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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975 Casablanca (1942) 5,806,467
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Casablanca (1942) 5,806,467 Return of the Jedi (1983) 500,773,409 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 Empire Strikes Back, The (1980) 225,554,189
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Shawshank Redemption, The (1994) 28,341,469 Terminator 2: Judgment Day (1991) 207,064,802
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Contact (1997) 149,887,543 Monty Python's Life of Brian (1979) 646,124
Usual Suspects, The (1995) 1,120,000 Empire Strikes Back, The (1980) 225,554,189 Godfather: Part II, The (1974) 87,973,000
Average 152,086,911 Average 259,457,161 Average 92,931,314

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
Big Lebowski, The (1998) 17,439,163
Full Metal Jacket (1987) 69,057,676
Maverick (1994) 151,131,272
Annie Hall (1977) 57,253,791
Get Shorty (1995) 103,619,110
Apt Pupil (1998) 8,838,938
Amadeus (1984) 23,401,401
Hunt for Red October, The (1990) 179,209,868
Godfather, The (1972) 291,702,411
Six Degrees of Separation (1993) 6,410,676
Indiana Jones and the Last Crusade (1989) 312,671,806
Gandhi (1982) 77,737,889
Killing Fields, The (1984) 50,509,720
To Kill a Mockingbird (1962) 20,629,846
Bridge on the River Kwai, The (1957) 50,495,000
Cool Hand Luke (1967) 7,300,000
Schindler's List (1993) 140,409,248
When Harry Met Sally... (1989) 134,613,546
Return of the Pink Panther, The (1974) 37,170,000
Murder at 1600 (1997) 25,826,788
Forrest Gump (1994) 485,691,196
GoodFellas (1990) 67,336,394
True Lies (1994) 226,261,000
Die Hard 2 (1990) 120,083,665
Dead Poets Society (1989) 144,288,116
Die Hard: With a Vengeance (1995) 147,009,359
Boot, Das (1981) 11,433,134
Die Hard (1988) 116,707,729
Apocalypse Now (1979) 42,606,290
Hour of the Pig, The (1993) 667,078
Searching for Bobby Fischer (1993) 7,266,383
Patton (1970) 89,800,000
Clear and Present Danger (1994) 176,112,710
Garden of Finzi-Contini, The (Giardino dei Finzi-Contini, Il) (1970) 596,694
Air Force One (1997) 250,384,803
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Average 101,455,883
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