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
Terminator 2: Judgment Day (1991) 207,064,802 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Indiana Jones and the Last Crusade (1989) 312,671,806 Titanic (1997) 600,779,824 Raising Arizona (1987) 22,847,564
Forrest Gump (1994) 485,691,196 English Patient, The (1996) 111,415,132 Heat (1995) 97,783,000
Leaving Las Vegas (1995) 31,968,347 Leaving Las Vegas (1995) 31,968,347 Philadelphia Story, The (1940) 3,000,000
Back to the Future (1985) 303,398,294 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Leaving Las Vegas (1995) 31,968,347
Contact (1997) 149,887,543 L.A. Confidential (1997) 64,604,977 2001: A Space Odyssey (1968) 25,761,621
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Terminator 2: Judgment Day (1991) 207,064,802 Terminator 2: Judgment Day (1991) 207,064,802
Titanic (1997) 600,779,824 Men in Black (1997) 367,992,228 Chasing Amy (1997) 12,006,514
Raising Arizona (1987) 22,847,564 Indiana Jones and the Last Crusade (1989) 312,671,806 Willy Wonka and the Chocolate Factory (1971) 4,000,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Full Monty, The (1997) 45,857,453 Citizen Kane (1941) 1,640,769
Average 237,790,670 Average 189,624,211 Average 55,596,016

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
Brazil (1985) 6,500,000
Eddie (1996) 31,356,117
French Kiss (1995) 38,900,000
Long Kiss Goodnight, The (1996) 33,328,051
Kids in the Hall: Brain Candy (1996) 2,653,000
Princess Bride, The (1987) 21,277,649
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Twelve Monkeys (1995) 82,512,000
From Dusk Till Dawn (1996) 45,553,840
Top Gun (1986) 256,050,237
Schindler's List (1993) 140,409,248
Shallow Grave (1994) 2,881,508
Casablanca (1942) 5,806,467
Silence of the Lambs, The (1991) 137,332,208
Bound (1996) 3,798,532
Empire Strikes Back, The (1980) 225,554,189
Celluloid Closet, The (1995) 1,507,800
Ace Ventura: Pet Detective (1994) 106,217,000
Great White Hype, The (1996) 7,874,000
GoodFellas (1990) 67,336,394
Delicatessen (1991) 1,794,187
Carlito's Way (1993) 56,948,322
Toy Story (1995) 133,344,903
Lion King, The (1994) 188,740,944
Braveheart (1995) 110,286,945
Swingers (1996) 4,505,922
Godfather: Part II, The (1974) 87,973,000
Star Trek: First Contact (1996) 207,001,027
Rebel Without a Cause (1955) 4,600,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Scream (1996) 103,001,286
Glory (1989) 100,326
Manchurian Candidate, The (1962) 4,180,630
Being There (1979) 30,177,511
Miller's Crossing (1990) 5,080,409
Trainspotting (1996) 16,501,785
Tommy Boy (1995) 32,700,000
Murder in the First (1995) 17,382,000
Platoon (1986) 207,900,328
She's the One (1996) 9,449,219
Jerry Maguire (1996) 228,557,864
Bob Roberts (1992) 4,479,470
Some Kind of Wonderful (1987) 18,553,948
Koyaanisqatsi (1983) 1,723,872
Die xue shuang xiong (Killer, The) (1989) 18,255,083
It's a Wonderful Life (1946) 3,548,018
Brothers McMullen, The (1995) 10,246,600
Hudsucker Proxy, The (1994) 2,869,369
Home Alone (1990) 425,860,243
Batman (1989) 401,685,407
Hoop Dreams (1994) 7,830,611
Chasing Amy (1997) 12,006,514
Godfather, The (1972) 291,702,411
Things to Do in Denver when You're Dead (1995) 529,766
Supercop (1992) 16,249,557
Bottle Rocket (1996) 1,040,879
Mallrats (1995) 2,122,561
Aliens (1986) 121,385,096
Go Fish (1994) 2,408,311
Basquiat (1996) 2,961,991
Dead Man Walking (1995) 39,025,000
Desperado (1995) 25,625,110
Fargo (1996) 24,611,975
Monty Python and the Holy Grail (1974) 1,821,082
Usual Suspects, The (1995) 1,120,000
Amadeus (1984) 23,401,401
Reservoir Dogs (1992) 2,687,008
Die Hard (1988) 116,707,729
Nick of Time (1995) 7,439,392
Star Trek: The Wrath of Khan (1982) 118,633,541
Full Metal Jacket (1987) 69,057,676
Searching for Bobby Fischer (1993) 7,266,383
When Harry Met Sally... (1989) 134,613,546
Better Off Dead... (1985) 10,297,601
Heavy Metal (1981) 9,300,000
Apollo 13 (1995) 94,378,651
Army of Darkness (1993) 11,502,976
Pulp Fiction (1994) 84,022,201
City of Lost Children, The (1995) 1,513,028
Casino (1995) 62,726,000
Apocalypse Now (1979) 42,606,290
Quiz Show (1994) 24,822,619
Hunt for Red October, The (1990) 179,209,868
Shawshank Redemption, The (1994) 28,341,469
Die Hard: With a Vengeance (1995) 147,009,359
Aladdin (1992) 328,782,825
Romy and Michele's High School Reunion (1997) 29,205,077
Clerks (1994) 3,151,130
Beautiful Girls (1996) 20,837,000
Bulletproof (1996) 21,162,420
Taxi Driver (1976) 33,669,000
Demolition Man (1993) 83,555,768
Secret Garden, The (1993) 30,000,000
I.Q. (1994) 26,372,663
Blade Runner (1982) 1,445,283
Bronx Tale, A (1993) 17,266,971
Ed Wood (1994) 5,887,457
Return of the Jedi (1983) 500,773,409
Kalifornia (1993) 2,395,231
Rumble in the Bronx (1995) 32,333,860
Clueless (1995) 75,525,013
Saint of Fort Washington, The (1993) 57,115
This Is Spinal Tap (1984) 188,751
Kingpin (1996) 24,944,213
Alien (1979) 42,285,739
Good, The Bad and The Ugly, The (1966) 19,000,000
Stand by Me (1986) 69,411,304
Assassins (1995) 30,306,268
Star Wars (1977) 731,853,665
Seven (Se7en) (1995) 143,225,000
GoldenEye (1995) 146,028,496
Average 70,963,538
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