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 Empire Strikes Back, The (1980) 225,554,189
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Star Trek: The Wrath of Khan (1982) 118,633,541
Independence Day (ID4) (1996) 483,359,255 Empire Strikes Back, The (1980) 225,554,189 Apollo 13 (1995) 94,378,651
Alien (1979) 42,285,739 Fargo (1996) 24,611,975 GoodFellas (1990) 67,336,394
Princess Bride, The (1987) 21,277,649 Silence of the Lambs, The (1991) 137,332,208 Godfather: Part II, The (1974) 87,973,000
True Lies (1994) 226,261,000 Toy Story (1995) 133,344,903 True Lies (1994) 226,261,000
Shawshank Redemption, The (1994) 28,341,469 Titanic (1997) 600,779,824 Return of the Jedi (1983) 500,773,409
Godfather, The (1972) 291,702,411 Independence Day (ID4) (1996) 483,359,255 Princess Bride, The (1987) 21,277,649
Average 268,874,099 Average 327,919,938 Average 161,992,928

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
Eraser (1996) 147,260,786
Die Hard (1988) 116,707,729
Twelve Monkeys (1995) 82,512,000
Braveheart (1995) 110,286,945
Jurassic Park (1993) 563,476,625
Clear and Present Danger (1994) 176,112,710
Demolition Man (1993) 83,555,768
Executive Decision (1996) 93,638,632
Timecop (1994) 65,478,580
Batman Returns (1992) 262,844,850
Alien 3 (1992) 87,235,600
Twister (1996) 375,152,715
Last Action Hero (1993) 76,746,994
Aliens (1986) 121,385,096
Desperado (1995) 25,625,110
Conan the Barbarian (1981) 60,241,612
Pulp Fiction (1994) 84,022,201
Indiana Jones and the Last Crusade (1989) 312,671,806
Speed (1994) 121,248,145
Air Force One (1997) 250,384,803
Star Trek: First Contact (1996) 207,001,027
Batman (1989) 401,685,407
Under Siege (1992) 120,463,139
Terminator 2: Judgment Day (1991) 207,064,802
Nick of Time (1995) 7,439,392
Seven (Se7en) (1995) 143,225,000
In the Line of Fire (1993) 151,314,283
Average 164,991,916
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