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 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Toy Story (1995) 133,344,903 Rear Window (1954) 6,759,601
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 English Patient, The (1996) 111,415,132
Rear Window (1954) 6,759,601 Leaving Las Vegas (1995) 31,968,347 Rendezvous in Paris (Rendez-vous de Paris, Les) (1995) 730,099
Godfather: Part II, The (1974) 87,973,000 Empire Strikes Back, The (1980) 225,554,189 Raise the Red Lantern (1991) 2,603,061
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Full Monty, The (1997) 45,857,453 To Kill a Mockingbird (1962) 20,629,846
Apocalypse Now (1979) 42,606,290 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Brazil (1985) 6,500,000
English Patient, The (1996) 111,415,132 Boot, Das (1981) 11,433,134 Apocalypse Now (1979) 42,606,290
Average 190,522,755 Average 211,402,777 Average 61,001,586

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
Good, The Bad and The Ugly, The (1966) 19,000,000
Babe (1995) 66,600,000
Before the Rain (Pred dozhdot) (1994) 763,847
Much Ado About Nothing (1993) 22,551,000
North by Northwest (1959) 19,977,527
Blade Runner (1982) 1,445,283
Kolya (1996) 5,730,711
Glory (1989) 100,326
Twelve Monkeys (1995) 82,512,000
Firm, The (1993) 686,502
Immortal Beloved (1994) 9,914,409
Dead Poets Society (1989) 144,288,116
Jurassic Park (1993) 563,476,625
Cyrano de Bergerac (1990) 5,820,020
Enchanted April (1991) 13,200,170
Wings of Desire (1987) 3,806,540
Singin' in the Rain (1952) 7,665,000
Man Without a Face, The (1993) 24,760,338
Vertigo (1958) 7,024,928
Platoon (1986) 207,900,328
Night on Earth (1991) 2,015,810
Silence of the Lambs, The (1991) 137,332,208
Mission: Impossible (1996) 274,049,639
Cape Fear (1991) 118,590,000
Smoke (1995) 8,349,430
Godfather, The (1972) 291,702,411
Casablanca (1942) 5,806,467
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Raging Bull (1980) 49,034
Dazed and Confused (1993) 7,993,039
Double vie de Véronique, La (Double Life of Veronique, The) (1991) 1,999,955
Usual Suspects, The (1995) 1,120,000
Return of the Pink Panther, The (1974) 37,170,000
Top Gun (1986) 256,050,237
Groundhog Day (1993) 103,406,973
Lawrence of Arabia (1962) 20,652,481
Piano, The (1993) 40,158,000
Unforgiven (1992) 119,081,912
Schindler's List (1993) 140,409,248
GoodFellas (1990) 67,336,394
Fargo (1996) 24,611,975
Happy Gilmore (1996) 38,624,000
Four Weddings and a Funeral (1994) 75,888,832
Jean de Florette (1986) 4,940,939
In the Line of Fire (1993) 151,314,283
Heat (1995) 97,783,000
Cinema Paradiso (1988) 392,045
Amadeus (1984) 23,401,401
Shadowlands (1993) 25,842,000
GoldenEye (1995) 146,028,496
Birds, The (1963) 16,493,900
Cool Hand Luke (1967) 7,300,000
Forrest Gump (1994) 485,691,196
Indiana Jones and the Last Crusade (1989) 312,671,806
Reservoir Dogs (1992) 2,687,008
Remains of the Day, The (1993) 22,954,968
Citizen Kane (1941) 1,640,769
Koyaanisqatsi (1983) 1,723,872
Nutty Professor, The (1996) 185,482,745
Gone with the Wind (1939) 200,155,278
Miracle on 34th Street (1994) 17,193,886
Angels and Insects (1995) 5,304,000
It's a Wonderful Life (1946) 3,548,018
Casino (1995) 62,726,000
Shawshank Redemption, The (1994) 28,341,469
2001: A Space Odyssey (1968) 25,761,621
Pulp Fiction (1994) 84,022,201
Monty Python and the Holy Grail (1974) 1,821,082
People vs. Larry Flynt, The (1996) 20,191,312
Big Night (1996) 11,881,039
Mr. Smith Goes to Washington (1939) 1,500,000
Fried Green Tomatoes (1991) 117,503,000
Taxi Driver (1976) 33,669,000
Hunt for Red October, The (1990) 179,209,868
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Average 70,517,449
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