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 Silence of the Lambs, The (1991) 137,332,208 Silence of the Lambs, The (1991) 137,332,208
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Casablanca (1942) 5,806,467
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 2001: A Space Odyssey (1968) 25,761,621
2001: A Space Odyssey (1968) 25,761,621 Titanic (1997) 600,779,824 Back to the Future (1985) 303,398,294
Back to the Future (1985) 303,398,294 Dead Man Walking (1995) 39,025,000 North by Northwest (1959) 19,977,527
Apocalypse Now (1979) 42,606,290 Twelve Monkeys (1995) 82,512,000 Apocalypse Now (1979) 42,606,290
Psycho (1960) 43,200,000 Casablanca (1942) 5,806,467 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Citizen Kane (1941) 1,640,769 Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000
Rear Window (1954) 6,759,601 Leaving Las Vegas (1995) 31,968,347 Citizen Kane (1941) 1,640,769
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Indiana Jones and the Last Crusade (1989) 312,671,806
Average 68,186,681 Average 127,301,346 Average 93,678,160

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
Serial Mom (1994) 7,881,335
Quiet Man, The (1952) 3,800,000
Schindler's List (1993) 140,409,248
Real Genius (1985) 13,000,000
Hunt for Red October, The (1990) 179,209,868
It's a Wonderful Life (1946) 3,548,018
Forrest Gump (1994) 485,691,196
Pulp Fiction (1994) 84,022,201
Casino (1995) 62,726,000
Clueless (1995) 75,525,013
Apollo 13 (1995) 94,378,651
Don't Be a Menace to South Central While Drinking Your Juice in the Hood (1996) 39,255,889
Godfather: Part II, The (1974) 87,973,000
Raising Arizona (1987) 22,847,564
Blade Runner (1982) 1,445,283
Nutty Professor, The (1996) 185,482,745
Amadeus (1984) 23,401,401
Flirting With Disaster (1996) 14,891,000
Quiz Show (1994) 24,822,619
Clockwork Orange, A (1971) 38,589,355
Vertigo (1958) 7,024,928
This Is Spinal Tap (1984) 188,751
In the Line of Fire (1993) 151,314,283
Girl 6 (1996) 4,903,000
Stand by Me (1986) 69,411,304
Star Trek IV: The Voyage Home (1986) 124,751,249
Fargo (1996) 24,611,975
Beauty and the Beast (1991) 94,902,028
Taxi Driver (1976) 33,669,000
Godfather, The (1972) 291,702,411
Ed Wood (1994) 5,887,457
Kingpin (1996) 24,944,213
Four Weddings and a Funeral (1994) 75,888,832
Shine (1996) 53,830,909
Raging Bull (1980) 49,034
Jerry Maguire (1996) 228,557,864
Mystery Science Theater 3000: The Movie (1996) 1,004,821
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Mighty Aphrodite (1995) 6,700,000
Young Frankenstein (1974) 125,123,000
To Kill a Mockingbird (1962) 20,629,846
Cinderella (1950) 75,188,149
Billy Madison (1995) 25,588,750
Dances with Wolves (1990) 265,746,848
Apt Pupil (1998) 8,838,938
Cool Hand Luke (1967) 7,300,000
Empire Strikes Back, The (1980) 225,554,189
Happy Gilmore (1996) 38,624,000
Monty Python and the Holy Grail (1974) 1,821,082
Dead Poets Society (1989) 144,288,116
Blue in the Face (1995) 1,275,999
Return of the Jedi (1983) 500,773,409
Usual Suspects, The (1995) 1,120,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Toy Story (1995) 133,344,903
Fantasia (1940) 49,310,882
Butch Cassidy and the Sundance Kid (1969) 145,314,187
My Left Foot (1989) 14,743,391
So I Married an Axe Murderer (1993) 11,585,483
Shawshank Redemption, The (1994) 28,341,469
Austin Powers: International Man of Mystery (1997) 78,171,630
Hoop Dreams (1994) 7,830,611
Star Wars (1977) 731,853,665
Princess Bride, The (1987) 21,277,649
Average 92,113,038
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