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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Braveheart (1995) 110,286,945
Shawshank Redemption, The (1994) 28,341,469 Schindler's List (1993) 140,409,248 Alien (1979) 42,285,739
Braveheart (1995) 110,286,945 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Babe (1995) 66,600,000
Amadeus (1984) 23,401,401 Shawshank Redemption, The (1994) 28,341,469 Jerry Maguire (1996) 228,557,864
Blade Runner (1982) 1,445,283 Usual Suspects, The (1995) 1,120,000 Hunt for Red October, The (1990) 179,209,868
It's a Wonderful Life (1946) 3,548,018 Twelve Monkeys (1995) 82,512,000 Reservoir Dogs (1992) 2,687,008
Alien (1979) 42,285,739 Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134
Rear Window (1954) 6,759,601 Full Monty, The (1997) 45,857,453 Aladdin (1992) 328,782,825
Average 38,220,967 Average 129,522,158 Average 119,276,463

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
Back to the Future (1985) 303,398,294
Four Weddings and a Funeral (1994) 75,888,832
Dances with Wolves (1990) 265,746,848
Gandhi (1982) 77,737,889
Sabrina (1995) 76,780,029
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Top Gun (1986) 256,050,237
Star Trek: Generations (1994) 111,368,868
Quiz Show (1994) 24,822,619
2001: A Space Odyssey (1968) 25,761,621
Terminator 2: Judgment Day (1991) 207,064,802
Citizen Kane (1941) 1,640,769
My Best Friend's Wedding (1997) 185,360,508
Nine Months (1995) 102,455,000
Glengarry Glen Ross (1992) 10,725,228
Pinocchio (1940) 59,305,559
When Harry Met Sally... (1989) 134,613,546
Carrie (1976) 49,007,514
Groundhog Day (1993) 103,406,973
Aliens (1986) 121,385,096
Maverick (1994) 151,131,272
Batman (1989) 401,685,407
Star Wars (1977) 731,853,665
Philadelphia (1993) 114,946,440
What's Eating Gilbert Grape (1993) 9,170,214
Psycho (1960) 43,200,000
Men in Black (1997) 367,992,228
M*A*S*H (1970) 109,920,000
GoodFellas (1990) 67,336,394
American President, The (1995) 95,000,000
Mary Poppins (1964) 133,300,000
Godfather: Part II, The (1974) 87,973,000
Cool Hand Luke (1967) 7,300,000
Leaving Las Vegas (1995) 31,968,347
Tomorrow Never Dies (1997) 184,221,129
Sleeper (1973) 18,344,729
Air Force One (1997) 250,384,803
Sleepless in Seattle (1993) 191,463,006
Godfather, The (1972) 291,702,411
Indiana Jones and the Last Crusade (1989) 312,671,806
Monty Python's Life of Brian (1979) 646,124
Private Parts (1997) 59,339,346
Empire Strikes Back, The (1980) 225,554,189
Taxi Driver (1976) 33,669,000
Home Alone (1990) 425,860,243
Pulp Fiction (1994) 84,022,201
Apocalypse Now (1979) 42,606,290
Manhattan (1979) 39,900,000
Speed (1994) 121,248,145
Cop Land (1997) 64,207,716
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Fierce Creatures (1997) 9,202,671
Forrest Gump (1994) 485,691,196
Some Like It Hot (1959) 33,300,000
Return of the Jedi (1983) 500,773,409
Casablanca (1942) 5,806,467
Young Frankenstein (1974) 125,123,000
Manchurian Candidate, The (1962) 4,180,630
In & Out (1997) 63,826,569
Get Shorty (1995) 103,619,110
E.T. the Extra-Terrestrial (1982) 259,597,332
Snow White and the Seven Dwarfs (1937) 103,921,550
Private Benjamin (1980) 39,139,769
Fish Called Wanda, A (1988) 93,259,712
Dave (1993) 93,370,710
Annie Hall (1977) 57,253,791
Mr. Holland's Opus (1995) 119,078,097
Apt Pupil (1998) 8,838,938
Birds, The (1963) 16,493,900
Jaws (1975) 199,275,376
Sex, Lies, and Videotape (1989) 24,741,700
Chinatown (1974) 42,400,000
Star Trek: First Contact (1996) 207,001,027
Stand by Me (1986) 69,411,304
Ghost (1990) 226,931,306
Up in Smoke (1978) 69,890,893
Silence of the Lambs, The (1991) 137,332,208
Patton (1970) 89,800,000
Toy Story (1995) 133,344,903
L.A. Confidential (1997) 64,604,977
Monty Python and the Holy Grail (1974) 1,821,082
Independence Day (ID4) (1996) 483,359,255
Princess Bride, The (1987) 21,277,649
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
Glory (1989) 100,326
Apollo 13 (1995) 94,378,651
Average 130,202,802
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