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
Schindler's List (1993) 140,409,248 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903 Toy Story (1995) 133,344,903
Indiana Jones and the Last Crusade (1989) 312,671,806 Schindler's List (1993) 140,409,248 Amadeus (1984) 23,401,401
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Men in Black (1997) 367,992,228 Indiana Jones and the Last Crusade (1989) 312,671,806
Amadeus (1984) 23,401,401 English Patient, The (1996) 111,415,132 Psycho (1960) 43,200,000
Back to the Future (1985) 303,398,294 Indiana Jones and the Last Crusade (1989) 312,671,806 Casablanca (1942) 5,806,467
Contact (1997) 149,887,543 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
E.T. the Extra-Terrestrial (1982) 259,597,332 Independence Day (ID4) (1996) 483,359,255 Citizen Kane (1941) 1,640,769
Independence Day (ID4) (1996) 483,359,255 Casablanca (1942) 5,806,467 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Average 198,381,624 Average 247,760,640 Average 93,186,786

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
GoldenEye (1995) 146,028,496
Hercules (1997) 142,729,205
Queen Margot (Reine Margot, La) (1994) 2,017,346
Jumanji (1995) 152,675,249
Vertigo (1958) 7,024,928
Usual Suspects, The (1995) 1,120,000
Emma (1996) 22,201,883
Seven (Se7en) (1995) 143,225,000
Belle de jour (1967) 4,037,017
Casino (1995) 62,726,000
Monty Python and the Holy Grail (1974) 1,821,082
Clueless (1995) 75,525,013
Dumb & Dumber (1994) 190,775,354
Fantasia (1940) 49,310,882
Mr. Holland's Opus (1995) 119,078,097
Jean de Florette (1986) 4,940,939
Speed (1994) 121,248,145
Die Hard (1988) 116,707,729
Pulp Fiction (1994) 84,022,201
Star Wars (1977) 731,853,665
Face/Off (1997) 163,746,077
Exotica (1994) 4,183,379
Sirens (1994) 7,770,731
Star Trek: Generations (1994) 111,368,868
Platoon (1986) 207,900,328
Hamlet (1996) 4,414,535
It's a Wonderful Life (1946) 3,548,018
Batman (1989) 401,685,407
Eraser (1996) 147,260,786
Blade Runner (1982) 1,445,283
Fifth Element, The (1997) 92,897,302
Under Siege (1992) 120,463,139
Bram Stoker's Dracula (1992) 129,722,790
True Lies (1994) 226,261,000
Shawshank Redemption, The (1994) 28,341,469
Heathers (1989) 1,108,462
Die Hard: With a Vengeance (1995) 147,009,359
Army of Darkness (1993) 11,502,976
Pink Floyd - The Wall (1982) 14,844,106
Remains of the Day, The (1993) 22,954,968
So I Married an Axe Murderer (1993) 11,585,483
Bulletproof (1996) 21,162,420
Reservoir Dogs (1992) 2,687,008
Restoration (1995) 4,100,000
Much Ado About Nothing (1993) 22,551,000
Star Trek: First Contact (1996) 207,001,027
Low Down Dirty Shame, A (1994) 29,392,418
Heavy Metal (1981) 9,300,000
Fargo (1996) 24,611,975
Mission: Impossible (1996) 274,049,639
This Is Spinal Tap (1984) 188,751
Truth About Cats & Dogs, The (1996) 34,073,143
Lawrence of Arabia (1962) 20,652,481
Kalifornia (1993) 2,395,231
Beauty and the Beast (1991) 94,902,028
Groundhog Day (1993) 103,406,973
Cyrano de Bergerac (1990) 5,820,020
Snow White and the Seven Dwarfs (1937) 103,921,550
2001: A Space Odyssey (1968) 25,761,621
Alien (1979) 42,285,739
Mallrats (1995) 2,122,561
Grosse Pointe Blank (1997) 28,014,536
Babe (1995) 66,600,000
Silence of the Lambs, The (1991) 137,332,208
Terminator 2: Judgment Day (1991) 207,064,802
Forbidden Planet (1956) 3,000,000
Mary Poppins (1964) 133,300,000
Batman Forever (1995) 289,097,904
Grease (1978) 96,605,260
Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649
North by Northwest (1959) 19,977,527
Kissed (1996) 465,417
Sudden Death (1995) 20,350,171
Happy Gilmore (1996) 38,624,000
Aladdin (1992) 328,782,825
Fish Called Wanda, A (1988) 93,259,712
Rumble in the Bronx (1995) 32,333,860
Demolition Man (1993) 83,555,768
Brazil (1985) 6,500,000
Get Shorty (1995) 103,619,110
Dead Man Walking (1995) 39,025,000
Godfather, The (1972) 291,702,411
Forrest Gump (1994) 485,691,196
Henry V (1989) 10,161,099
Monty Python's Life of Brian (1979) 646,124
Barbarella (1968) 6,113,285
Twelve Monkeys (1995) 82,512,000
Batman Returns (1992) 262,844,850
Highlander (1986) 5,735,847
Die Hard 2 (1990) 120,083,665
Empire Strikes Back, The (1980) 225,554,189
To Kill a Mockingbird (1962) 20,629,846
Aliens (1986) 121,385,096
Austin Powers: International Man of Mystery (1997) 78,171,630
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Star Trek: The Wrath of Khan (1982) 118,633,541
Stargate (1994) 105,565,669
Leaving Las Vegas (1995) 31,968,347
Return of the Jedi (1983) 500,773,409
Bridge on the River Kwai, The (1957) 50,495,000
Average 93,546,663
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