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
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Amadeus (1984) 23,401,401
Blade Runner (1982) 1,445,283 Jerry Maguire (1996) 228,557,864 Apollo 13 (1995) 94,378,651
Terminator 2: Judgment Day (1991) 207,064,802 Monty Python and the Holy Grail (1974) 1,821,082 Secrets & Lies (1996) 13,417,292
Amadeus (1984) 23,401,401 Braveheart (1995) 110,286,945 Babe (1995) 66,600,000
Alien (1979) 42,285,739 Dead Man Walking (1995) 39,025,000 Cool Hand Luke (1967) 7,300,000
Forrest Gump (1994) 485,691,196 Leaving Las Vegas (1995) 31,968,347 Alien (1979) 42,285,739
Indiana Jones and the Last Crusade (1989) 312,671,806 Star Trek: First Contact (1996) 207,001,027 Forrest Gump (1994) 485,691,196
E.T. the Extra-Terrestrial (1982) 259,597,332 Blade Runner (1982) 1,445,283 Monty Python and the Holy Grail (1974) 1,821,082
Average 157,761,048 Average 146,564,540 Average 97,852,720

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
Heat (1995) 97,783,000
Empire Strikes Back, The (1980) 225,554,189
Princess Bride, The (1987) 21,277,649
Boot, Das (1981) 11,433,134
Aliens (1986) 121,385,096
Mighty Aphrodite (1995) 6,700,000
Father of the Bride (1950) 4,054,400
Usual Suspects, The (1995) 1,120,000
Hoop Dreams (1994) 7,830,611
Die Hard (1988) 116,707,729
Broken Arrow (1996) 105,069,070
Star Wars (1977) 731,853,665
Carrie (1976) 49,007,514
To Die For (1995) 21,284,514
My Left Foot (1989) 14,743,391
Seven (Se7en) (1995) 143,225,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
2001: A Space Odyssey (1968) 25,761,621
Back to the Future (1985) 303,398,294
GoldenEye (1995) 146,028,496
Annie Hall (1977) 57,253,791
Philadelphia (1993) 114,946,440
In the Line of Fire (1993) 151,314,283
Volcano (1997) 71,496,882
Dances with Wolves (1990) 265,746,848
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Trainspotting (1996) 16,501,785
Sleepers (1996) 76,705,552
River Wild, The (1994) 69,356,343
Apocalypse Now (1979) 42,606,290
Rear Window (1954) 6,759,601
Jaws (1975) 199,275,376
American President, The (1995) 95,000,000
Independence Day (ID4) (1996) 483,359,255
Speed (1994) 121,248,145
Star Trek III: The Search for Spock (1984) 106,458,579
Sabrina (1995) 76,780,029
Don Juan DeMarco (1995) 22,200,000
Primal Fear (1996) 80,646,667
Glimmer Man, The (1996) 20,400,913
Raising Arizona (1987) 22,847,564
Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248
Bridge on the River Kwai, The (1957) 50,495,000
Pink Floyd - The Wall (1982) 14,844,106
Reservoir Dogs (1992) 2,687,008
Crimson Tide (1995) 135,266,000
Brazil (1985) 6,500,000
Return of the Jedi (1983) 500,773,409
Fantasia (1940) 49,310,882
Bonnie and Clyde (1967) 72,800,000
Stand by Me (1986) 69,411,304
Lawrence of Arabia (1962) 20,652,481
Psycho (1960) 43,200,000
Rumble in the Bronx (1995) 32,333,860
What's Love Got to Do with It (1993) 57,350,956
Men in Black (1997) 367,992,228
Philadelphia Story, The (1940) 3,000,000
Vertigo (1958) 7,024,928
Twister (1996) 375,152,715
Godfather: Part II, The (1974) 87,973,000
Godfather, The (1972) 291,702,411
Tin Cup (1996) 77,003,584
Contact (1997) 149,887,543
Secret of Roan Inish, The (1994) 6,101,600
GoodFellas (1990) 67,336,394
Casablanca (1942) 5,806,467
Raging Bull (1980) 49,034
Pulp Fiction (1994) 84,022,201
Jackie Chan's First Strike (1996) 14,511,338
Diabolique (1996) 17,000,000
Eraser (1996) 147,260,786
Piano, The (1993) 40,158,000
Cinema Paradiso (1988) 392,045
People vs. Larry Flynt, The (1996) 20,191,312
Cape Fear (1991) 118,590,000
Shawshank Redemption, The (1994) 28,341,469
Escape from L.A. (1996) 25,477,365
Robin Hood: Prince of Thieves (1991) 173,380,000
Twelve Monkeys (1995) 82,512,000
Monty Python's Life of Brian (1979) 646,124
Unbearable Lightness of Being, The (1988) 10,006,806
Clerks (1994) 3,151,130
White Squall (1996) 10,300,000
Scream (1996) 103,001,286
Silence of the Lambs, The (1991) 137,332,208
Phenomenon (1996) 155,732,573
Platoon (1986) 207,900,328
Average 96,257,327
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