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 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Pulp Fiction (1994) 84,022,201 Return of the Jedi (1983) 500,773,409 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208 Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189 Pulp Fiction (1994) 84,022,201 Psycho (1960) 43,200,000
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 Godfather, The (1972) 291,702,411
Terminator 2: Judgment Day (1991) 207,064,802 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Monty Python and the Holy Grail (1974) 1,821,082
Average 237,732,700 Average 298,871,794 Average 86,291,380

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
Clockwork Orange, A (1971) 38,589,355
Geronimo: An American Legend (1993) 13,736,475
Once Were Warriors (1994) 2,201,126
Bronx Tale, A (1993) 17,266,971
Air Force One (1997) 250,384,803
Platoon (1986) 207,900,328
Once Upon a Time in America (1984) 7,800,000
House of the Spirits, The (1993) 6,265,311
GoodFellas (1990) 67,336,394
Heat (1995) 97,783,000
Ghosts of Mississippi (1996) 13,052,741
Contact (1997) 149,887,543
Army of Darkness (1993) 11,502,976
Forbidden Planet (1956) 3,000,000
Good, The Bad and The Ugly, The (1966) 19,000,000
True Romance (1993) 12,281,500
Amadeus (1984) 23,401,401
Seven (Se7en) (1995) 143,225,000
Strange Days (1995) 7,919,000
Quiz Show (1994) 24,822,619
Dead Poets Society (1989) 144,288,116
Schindler's List (1993) 140,409,248
Alien (1979) 42,285,739
Timecop (1994) 65,478,580
Glory (1989) 100,326
Escape from New York (1981) 25,244,700
Stargate (1994) 105,565,669
Basketball Diaries, The (1995) 2,424,439
Four Weddings and a Funeral (1994) 75,888,832
Legends of the Fall (1994) 98,628,842
Usual Suspects, The (1995) 1,120,000
Patton (1970) 89,800,000
Aliens (1986) 121,385,096
Fargo (1996) 24,611,975
Star Trek IV: The Voyage Home (1986) 124,751,249
Days of Thunder (1990) 122,670,733
Conspiracy Theory (1997) 111,189,998
Braveheart (1995) 110,286,945
Highlander (1986) 5,735,847
Star Trek: The Wrath of Khan (1982) 118,633,541
Apocalypse Now (1979) 42,606,290
Twelve Monkeys (1995) 82,512,000
Bullets Over Broadway (1994) 13,383,737
Cool Hand Luke (1967) 7,300,000
Philadelphia (1993) 114,946,440
Godfather: Part II, The (1974) 87,973,000
Bridge on the River Kwai, The (1957) 50,495,000
Sleepers (1996) 76,705,552
Stand by Me (1986) 69,411,304
Starship Troopers (1997) 79,093,786
Dead Man Walking (1995) 39,025,000
2001: A Space Odyssey (1968) 25,761,621
Lawrence of Arabia (1962) 20,652,481
Killing Fields, The (1984) 50,509,720
Jerry Maguire (1996) 228,557,864
Full Metal Jacket (1987) 69,057,676
Natural Born Killers (1994) 72,282,766
Jurassic Park (1993) 563,476,625
Taxi Driver (1976) 33,669,000
Seven Years in Tibet (1997) 37,901,509
Blade Runner (1982) 1,445,283
In the Name of the Father (1993) 25,096,862
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Ben-Hur (1959) 106,992,000
Fried Green Tomatoes (1991) 117,503,000
In the Line of Fire (1993) 151,314,283
Mortal Kombat (1995) 107,045,672
Miller's Crossing (1990) 5,080,409
Clockers (1995) 13,040,603
Shawshank Redemption, The (1994) 28,341,469
Average 73,062,165
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