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 Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189
Pulp Fiction (1994) 84,022,201 Scream (1996) 103,001,286 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 Toy Story (1995) 133,344,903 Silence of the Lambs, The (1991) 137,332,208
Indiana Jones and the Last Crusade (1989) 312,671,806 Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903
Fargo (1996) 24,611,975 Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248
Star Trek: First Contact (1996) 207,001,027 Silence of the Lambs, The (1991) 137,332,208 Twelve Monkeys (1995) 82,512,000
Princess Bride, The (1987) 21,277,649 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
Shawshank Redemption, The (1994) 28,341,469 English Patient, The (1996) 111,415,132 Psycho (1960) 43,200,000
Toy Story (1995) 133,344,903 Twelve Monkeys (1995) 82,512,000 Scream (1996) 103,001,286
Schindler's List (1993) 140,409,248 Jerry Maguire (1996) 228,557,864 Men in Black (1997) 367,992,228
Average 131,456,667 Average 133,735,278 Average 180,305,945

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
Batman (1989) 401,685,407
Kiss the Girls (1997) 86,753,012
Die Hard 2 (1990) 120,083,665
Glory (1989) 100,326
Titanic (1997) 600,779,824
First Knight (1995) 37,600,435
Star Wars (1977) 731,853,665
Con Air (1997) 146,553,269
Contact (1997) 149,887,543
Air Force One (1997) 250,384,803
Twister (1996) 375,152,715
Speed (1994) 121,248,145
Godfather, The (1972) 291,702,411
River Wild, The (1994) 69,356,343
Full Metal Jacket (1987) 69,057,676
Heat (1995) 97,783,000
L.A. Confidential (1997) 64,604,977
Alien (1979) 42,285,739
Braveheart (1995) 110,286,945
Jurassic Park (1993) 563,476,625
True Lies (1994) 226,261,000
Alien 3 (1992) 87,235,600
Die Hard (1988) 116,707,729
Godfather: Part II, The (1974) 87,973,000
Die Hard: With a Vengeance (1995) 147,009,359
Cliffhanger (1993) 127,356,211
Breakdown (1997) 50,129,186
Clear and Present Danger (1994) 176,112,710
Return of the Jedi (1983) 500,773,409
Aliens (1986) 121,385,096
Terminator 2: Judgment Day (1991) 207,064,802
Bad Boys (1995) 97,168,842
Face/Off (1997) 163,746,077
Under Siege (1992) 120,463,139
Independence Day (ID4) (1996) 483,359,255
Top Gun (1986) 256,050,237
Batman Returns (1992) 262,844,850
Eraser (1996) 147,260,786
In the Line of Fire (1993) 151,314,283
GoodFellas (1990) 67,336,394
Demolition Man (1993) 83,555,768
Average 195,408,396
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