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
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 E.T. the Extra-Terrestrial (1982) 259,597,332
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Groundhog Day (1993) 103,406,973
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Casablanca (1942) 5,806,467 Apollo 13 (1995) 94,378,651
E.T. the Extra-Terrestrial (1982) 259,597,332 Air Force One (1997) 250,384,803 Psycho (1960) 43,200,000
2001: A Space Odyssey (1968) 25,761,621 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134
Apollo 13 (1995) 94,378,651 L.A. Confidential (1997) 64,604,977 Independence Day (ID4) (1996) 483,359,255
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Boot, Das (1981) 11,433,134 Usual Suspects, The (1995) 1,120,000
Psycho (1960) 43,200,000 Scream (1996) 103,001,286 Casablanca (1942) 5,806,467
Average 71,551,286 Average 82,833,997 Average 125,826,401

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
Mr. Smith Goes to Washington (1939) 1,500,000
Hoop Dreams (1994) 7,830,611
In the Line of Fire (1993) 151,314,283
Schindler's List (1993) 140,409,248
Die Hard (1988) 116,707,729
True Lies (1994) 226,261,000
Star Trek: First Contact (1996) 207,001,027
Heat (1995) 97,783,000
Silence of the Lambs, The (1991) 137,332,208
Ben-Hur (1959) 106,992,000
Amadeus (1984) 23,401,401
Eraser (1996) 147,260,786
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Clueless (1995) 75,525,013
Field of Dreams (1989) 94,962,625
Rear Window (1954) 6,759,601
GoodFellas (1990) 67,336,394
Soul Food (1997) 43,490,057
Dances with Wolves (1990) 265,746,848
Star Trek: The Wrath of Khan (1982) 118,633,541
Boomerang (1992) 104,100,000
When Harry Met Sally... (1989) 134,613,546
Toy Story (1995) 133,344,903
Citizen Kane (1941) 1,640,769
Godfather: Part II, The (1974) 87,973,000
Day the Earth Stood Still, The (1951) 79,366,978
What's Love Got to Do with It (1993) 57,350,956
Monty Python and the Holy Grail (1974) 1,821,082
Four Weddings and a Funeral (1994) 75,888,832
Aladdin (1992) 328,782,825
Blade Runner (1982) 1,445,283
Sense and Sensibility (1995) 62,493,774
Dave (1993) 93,370,710
Mallrats (1995) 2,122,561
Star Trek IV: The Voyage Home (1986) 124,751,249
Hercules (1997) 142,729,205
Searching for Bobby Fischer (1993) 7,266,383
Platoon (1986) 207,900,328
Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945
Devil in a Blue Dress (1995) 16,030,096
Star Wars (1977) 731,853,665
Babe (1995) 66,600,000
Sling Blade (1996) 24,475,416
Cop Land (1997) 64,207,716
Sleepless in Seattle (1993) 191,463,006
Pump Up the Volume (1990) 11,541,758
Much Ado About Nothing (1993) 22,551,000
Henry V (1989) 10,161,099
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
In the Name of the Father (1993) 25,096,862
Jerry Maguire (1996) 228,557,864
Back to the Future (1985) 303,398,294
Unforgiven (1992) 119,081,912
Jaws (1975) 199,275,376
Glory (1989) 100,326
Singin' in the Rain (1952) 7,665,000
Return of the Jedi (1983) 500,773,409
Godfather, The (1972) 291,702,411
Dead Man Walking (1995) 39,025,000
Gandhi (1982) 77,737,889
Hunt for Red October, The (1990) 179,209,868
Tin Cup (1996) 77,003,584
Princess Bride, The (1987) 21,277,649
Apocalypse Now (1979) 42,606,290
Twelve Monkeys (1995) 82,512,000
Empire Strikes Back, The (1980) 225,554,189
It's a Wonderful Life (1946) 3,548,018
Fish Called Wanda, A (1988) 93,259,712
Thin Man, The (1934) 1,423,000
Firm, The (1993) 686,502
Stand by Me (1986) 69,411,304
Rumble in the Bronx (1995) 32,333,860
Alien (1979) 42,285,739
Ghost (1990) 226,931,306
Supercop (1992) 16,249,557
Blue in the Face (1995) 1,275,999
Bound (1996) 3,798,532
Better Off Dead... (1985) 10,297,601
Fried Green Tomatoes (1991) 117,503,000
Notorious (1946) 12,800,000
Titanic (1997) 600,779,824
Clerks (1994) 3,151,130
Lone Star (1996) 13,269,963
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Contact (1997) 149,887,543
Men in Black (1997) 367,992,228
M*A*S*H (1970) 109,920,000
Forrest Gump (1994) 485,691,196
High Noon (1952) 7,150,000
Grosse Pointe Blank (1997) 28,014,536
Philadelphia Story, The (1940) 3,000,000
To Kill a Mockingbird (1962) 20,629,846
Queen Margot (Reine Margot, La) (1994) 2,017,346
Beauty and the Beast (1991) 94,902,028
Sneakers (1992) 75,733,000
Clear and Present Danger (1994) 176,112,710
Lion King, The (1994) 188,740,944
Indiana Jones and the Last Crusade (1989) 312,671,806
Star Trek III: The Search for Spock (1984) 106,458,579
American President, The (1995) 95,000,000
Tomorrow Never Dies (1997) 184,221,129
Aliens (1986) 121,385,096
Terminator 2: Judgment Day (1991) 207,064,802
Lawrence of Arabia (1962) 20,652,481
Average 110,897,795
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