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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411
Casablanca (1942) 5,806,467 Schindler's List (1993) 140,409,248 Boot, Das (1981) 11,433,134
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Fish Called Wanda, A (1988) 93,259,712
Braveheart (1995) 110,286,945 Shawshank Redemption, The (1994) 28,341,469 Casablanca (1942) 5,806,467
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Braveheart (1995) 110,286,945 Fish Called Wanda, A (1988) 93,259,712
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Shawshank Redemption, The (1994) 28,341,469
Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467 Citizen Kane (1941) 1,640,769
North by Northwest (1959) 19,977,527 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Hunt for Red October, The (1990) 179,209,868
Average 106,375,315 Average 164,455,545 Average 98,239,499

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
Tombstone (1993) 82,627,065
Malice (1993) 67,044,636
Vertigo (1958) 7,024,928
Star Trek III: The Search for Spock (1984) 106,458,579
True Lies (1994) 226,261,000
Star Wars (1977) 731,853,665
Con Air (1997) 146,553,269
Sleepless in Seattle (1993) 191,463,006
Star Trek IV: The Voyage Home (1986) 124,751,249
Aliens (1986) 121,385,096
Dances with Wolves (1990) 265,746,848
Ghost (1990) 226,931,306
Rear Window (1954) 6,759,601
Breakdown (1997) 50,129,186
Star Trek: First Contact (1996) 207,001,027
Four Weddings and a Funeral (1994) 75,888,832
Wild America (1997) 7,324,662
Stand by Me (1986) 69,411,304
Spellbound (1945) 11,970,500
Once Upon a Time in the West (1969) 5,321,508
This Is Spinal Tap (1984) 188,751
Dave (1993) 93,370,710
Natural Born Killers (1994) 72,282,766
Being There (1979) 30,177,511
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Die Hard: With a Vengeance (1995) 147,009,359
Chinatown (1974) 42,400,000
Pulp Fiction (1994) 84,022,201
Shallow Grave (1994) 2,881,508
Apollo 13 (1995) 94,378,651
Jurassic Park (1993) 563,476,625
GoodFellas (1990) 67,336,394
High Noon (1952) 7,150,000
Outbreak (1995) 99,323,573
Pinocchio (1940) 59,305,559
Sabrina (1995) 76,780,029
Alien (1979) 42,285,739
Brazil (1985) 6,500,000
Jaws (1975) 199,275,376
Quiz Show (1994) 24,822,619
Die Hard 2 (1990) 120,083,665
Contact (1997) 149,887,543
Ed Wood (1994) 5,887,457
Batman (1989) 401,685,407
Maverick (1994) 151,131,272
While You Were Sleeping (1995) 119,964,016
Mouse Hunt (1997) 87,833,050
Star Trek: Generations (1994) 111,368,868
Corrina, Corrina (1994) 20,160,000
Unforgiven (1992) 119,081,912
Field of Dreams (1989) 94,962,625
Princess Bride, The (1987) 21,277,649
Bob Roberts (1992) 4,479,470
Hard Target (1993) 32,534,954
E.T. the Extra-Terrestrial (1982) 259,597,332
Terminator 2: Judgment Day (1991) 207,064,802
Candidate, The (1972) 82,274
Indiana Jones and the Last Crusade (1989) 312,671,806
Fantasia (1940) 49,310,882
Liar Liar (1997) 277,327,280
Young Frankenstein (1974) 125,123,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Forrest Gump (1994) 485,691,196
Little Women (1994) 75,083,616
Real Genius (1985) 13,000,000
Return of the Jedi (1983) 500,773,409
Top Gun (1986) 256,050,237
Jumanji (1995) 152,675,249
Cinderella (1950) 75,188,149
Philadelphia Story, The (1940) 3,000,000
Grifters, The (1990) 13,446,769
Conspiracy Theory (1997) 111,189,998
Godfather: Part II, The (1974) 87,973,000
Cliffhanger (1993) 127,356,211
M*A*S*H (1970) 109,920,000
Speed (1994) 121,248,145
Bringing Up Baby (1938) 10,863
In the Line of Fire (1993) 151,314,283
Monty Python and the Holy Grail (1974) 1,821,082
Picture Perfect (1997) 31,058,643
Diva (1981) 108,372
Miller's Crossing (1990) 5,080,409
Babe (1995) 66,600,000
Starship Troopers (1997) 79,093,786
Under Siege (1992) 120,463,139
Ransom (1996) 207,758,522
Some Like It Hot (1959) 33,300,000
Dolores Claiborne (1994) 24,361,867
Aladdin (1992) 328,782,825
Groundhog Day (1993) 103,406,973
When Harry Met Sally... (1989) 134,613,546
Charade (1963) 6,209,420
Lion King, The (1994) 188,740,944
Clear and Present Danger (1994) 176,112,710
Die xue shuang xiong (Killer, The) (1989) 18,255,083
Ninotchka (1939) 1,187,000
Better Off Dead... (1985) 10,297,601
It's a Wonderful Life (1946) 3,548,018
Rebecca (1940) 1,526,957
It Happened One Night (1934) 2,000,000
GoldenEye (1995) 146,028,496
Crimson Tide (1995) 135,266,000
Manchurian Candidate, The (1962) 4,180,630
Singin' in the Rain (1952) 7,665,000
Cool Hand Luke (1967) 7,300,000
Good, The Bad and The Ugly, The (1966) 19,000,000
Amadeus (1984) 23,401,401
Local Hero (1983) 5,767,363
Birds, The (1963) 16,493,900
Pretty Woman (1990) 260,311,268
Back to the Future (1985) 303,398,294
Santa Clause, The (1994) 139,225,854
Little Princess, A (1995) 10,019,307
Carrie (1976) 49,007,514
Paths of Glory (1957) 899,327
Patton (1970) 89,800,000
Notorious (1946) 12,800,000
2001: A Space Odyssey (1968) 25,761,621
Bridge on the River Kwai, The (1957) 50,495,000
Usual Suspects, The (1995) 1,120,000
Dead Poets Society (1989) 144,288,116
American President, The (1995) 95,000,000
Empire Strikes Back, The (1980) 225,554,189
Blade Runner (1982) 1,445,283
Copycat (1995) 32,051,917
Casino (1995) 62,726,000
Forbidden Planet (1956) 3,000,000
Annie Hall (1977) 57,253,791
Star Trek: The Wrath of Khan (1982) 118,633,541
Average 102,703,371
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