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 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Taxi Driver (1976) 33,669,000
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 It's a Wonderful Life (1946) 3,548,018
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 Contact (1997) 149,887,543 Reservoir Dogs (1992) 2,687,008
Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409 Mr. Smith Goes to Washington (1939) 1,500,000
Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Secrets & Lies (1996) 13,417,292
Secrets & Lies (1996) 13,417,292 L.A. Confidential (1997) 64,604,977 Schindler's List (1993) 140,409,248
Taxi Driver (1976) 33,669,000 Shawshank Redemption, The (1994) 28,341,469 Hoop Dreams (1994) 7,830,611
North by Northwest (1959) 19,977,527 Sense and Sensibility (1995) 62,493,774 Cinema Paradiso (1988) 392,045
Average 76,874,797 Average 154,617,993 Average 25,146,659

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
Pulp Fiction (1994) 84,022,201
Red Firecracker, Green Firecracker (1994) 272,232
Living in Oblivion (1995) 1,148,752
Good Will Hunting (1997) 192,328,280
Dead Man Walking (1995) 39,025,000
Terminator 2: Judgment Day (1991) 207,064,802
Trainspotting (1996) 16,501,785
Quiz Show (1994) 24,822,619
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Godfather: Part II, The (1974) 87,973,000
Richard III (1995) 2,600,000
Philadelphia Story, The (1940) 3,000,000
Meet Me in St. Louis (1944) 12,698,200
In the Name of the Father (1993) 25,096,862
Alien (1979) 42,285,739
Silence of the Lambs, The (1991) 137,332,208
2001: A Space Odyssey (1968) 25,761,621
Raise the Red Lantern (1991) 2,603,061
Gridlock'd (1997) 5,479,037
Vertigo (1958) 7,024,928
Thin Man, The (1934) 1,423,000
Monty Python and the Holy Grail (1974) 1,821,082
Chinatown (1974) 42,400,000
Bringing Up Baby (1938) 10,863
Lone Star (1996) 13,269,963
Local Hero (1983) 5,767,363
Babe (1995) 66,600,000
Heavenly Creatures (1994) 3,049,135
Top Hat (1935) 1,782,000
Wonderful, Horrible Life of Leni Riefenstahl, The (1993) 449,707
Cronos (1992) 621,392
Diva (1981) 108,372
Rear Window (1954) 6,759,601
Ice Storm, The (1997) 7,837,632
Citizen Kane (1941) 1,640,769
Indiana Jones and the Last Crusade (1989) 312,671,806
People vs. Larry Flynt, The (1996) 20,191,312
Fantasia (1940) 49,310,882
Brazil (1985) 6,500,000
Ninotchka (1939) 1,187,000
Singin' in the Rain (1952) 7,665,000
Blade Runner (1982) 1,445,283
Sunset Blvd. (1950) 7,500,000
Unzipped (1995) 2,875,086
Being There (1979) 30,177,511
Cyrano de Bergerac (1990) 5,820,020
Shadowlands (1993) 25,842,000
Boogie Nights (1997) 26,384,919
Gandhi (1982) 77,737,889
Nightmare Before Christmas, The (1993) 22,782,289
Birds, The (1963) 16,493,900
On Golden Pond (1981) 80,430,967
Psycho (1960) 43,200,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Wings of Desire (1987) 3,806,540
What's Eating Gilbert Grape (1993) 9,170,214
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Star Wars (1977) 731,853,665
Orlando (1993) 5,289,772
Cat on a Hot Tin Roof (1958) 26,355,486
To Kill a Mockingbird (1962) 20,629,846
To Be or Not to Be (1942) 2,100,000
Burnt By the Sun (1994) 2,616,503
African Queen, The (1951) 4,300,000
Bonnie and Clyde (1967) 72,800,000
Notorious (1946) 12,800,000
Swingers (1996) 4,505,922
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Forbidden Planet (1956) 3,000,000
Breaking the Waves (1996) 4,040,691
Lawrence of Arabia (1962) 20,652,481
Empire Strikes Back, The (1980) 225,554,189
Eat Drink Man Woman (1994) 7,294,403
Jean de Florette (1986) 4,940,939
Exotica (1994) 4,183,379
Flirting With Disaster (1996) 14,891,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Farewell My Concubine (1993) 5,216,888
Delicatessen (1991) 1,794,187
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Apocalypse Now (1979) 42,606,290
Sophie's Choice (1982) 19,962,353
Kolya (1996) 5,730,711
Clerks (1994) 3,151,130
Big Night (1996) 11,881,039
Ran (1985) 113,948
Raising Arizona (1987) 22,847,564
This Is Spinal Tap (1984) 188,751
Shine (1996) 53,830,909
Casablanca (1942) 5,806,467
Usual Suspects, The (1995) 1,120,000
Dial M for Murder (1954) 3,012,562
Streetcar Named Desire, A (1951) 4,414,474
Leaving Las Vegas (1995) 31,968,347
Secret of Roan Inish, The (1994) 6,101,600
My Left Foot (1989) 14,743,391
Clockwork Orange, A (1971) 38,589,355
Koyaanisqatsi (1983) 1,723,872
Killing Fields, The (1984) 50,509,720
Strange Days (1995) 7,919,000
Postino, Il (1994) 20,681,301
Heathers (1989) 1,108,462
Full Monty, The (1997) 45,857,453
Average 33,952,430
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