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 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 English Patient, The (1996) 111,415,132 Dead Man Walking (1995) 39,025,000
Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Jaws (1975) 199,275,376
Rear Window (1954) 6,759,601 Casablanca (1942) 5,806,467 Henry V (1989) 10,161,099
Aliens (1986) 121,385,096 Braveheart (1995) 110,286,945 Independence Day (ID4) (1996) 483,359,255
Citizen Kane (1941) 1,640,769 Sense and Sensibility (1995) 62,493,774 Great Dictator, The (1940) 395,872
Average 78,466,767 Average 91,130,311 Average 127,496,001

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
Alien (1979) 42,285,739
North by Northwest (1959) 19,977,527
Dances with Wolves (1990) 265,746,848
Twister (1996) 375,152,715
Gandhi (1982) 77,737,889
Titanic (1997) 600,779,824
Birds, The (1963) 16,493,900
American Werewolf in London, An (1981) 20,445,527
Immortal Beloved (1994) 9,914,409
Bob Roberts (1992) 4,479,470
Aladdin (1992) 328,782,825
Madness of King George, The (1994) 15,238,994
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Shine (1996) 53,830,909
When Harry Met Sally... (1989) 134,613,546
Jerry Maguire (1996) 228,557,864
Monty Python and the Holy Grail (1974) 1,821,082
E.T. the Extra-Terrestrial (1982) 259,597,332
Strictly Ballroom (1992) 11,738,022
Raising Arizona (1987) 22,847,564
Hoop Dreams (1994) 7,830,611
African Queen, The (1951) 4,300,000
Forrest Gump (1994) 485,691,196
Good Will Hunting (1997) 192,328,280
Apollo 13 (1995) 94,378,651
Princess Bride, The (1987) 21,277,649
Ran (1985) 113,948
To Kill a Mockingbird (1962) 20,629,846
Top Gun (1986) 256,050,237
Four Weddings and a Funeral (1994) 75,888,832
Amadeus (1984) 23,401,401
Tomorrow Never Dies (1997) 184,221,129
This Is Spinal Tap (1984) 188,751
Die Hard (1988) 116,707,729
Speed (1994) 121,248,145
Heathers (1989) 1,108,462
Lion King, The (1994) 188,740,944
Star Trek IV: The Voyage Home (1986) 124,751,249
Babe (1995) 66,600,000
Empire Strikes Back, The (1980) 225,554,189
Jean de Florette (1986) 4,940,939
Return of the Jedi (1983) 500,773,409
2001: A Space Odyssey (1968) 25,761,621
Raging Bull (1980) 49,034
Enchanted April (1991) 13,200,170
Schindler's List (1993) 140,409,248
Cinderella (1950) 75,188,149
Sabrina (1995) 76,780,029
Manchurian Candidate, The (1962) 4,180,630
Cinema Paradiso (1988) 392,045
Contact (1997) 149,887,543
Shawshank Redemption, The (1994) 28,341,469
Indiana Jones and the Last Crusade (1989) 312,671,806
Blade Runner (1982) 1,445,283
Toy Story (1995) 133,344,903
Boot, Das (1981) 11,433,134
Psycho (1960) 43,200,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Remains of the Day, The (1993) 22,954,968
Terminator 2: Judgment Day (1991) 207,064,802
Liar Liar (1997) 277,327,280
Back to the Future (1985) 303,398,294
Bridge on the River Kwai, The (1957) 50,495,000
Clockwork Orange, A (1971) 38,589,355
It's a Wonderful Life (1946) 3,548,018
Clear and Present Danger (1994) 176,112,710
Apocalypse Now (1979) 42,606,290
Courage Under Fire (1996) 87,335,823
Quiz Show (1994) 24,822,619
Star Wars (1977) 731,853,665
Average 121,139,071
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