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
Casablanca (1942) 5,806,467 Fargo (1996) 24,611,975 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 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Casablanca (1942) 5,806,467 Bridge on the River Kwai, The (1957) 50,495,000
Empire Strikes Back, The (1980) 225,554,189 Empire Strikes Back, The (1980) 225,554,189 Fish Called Wanda, A (1988) 93,259,712
Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Rear Window (1954) 6,759,601 Toy Story (1995) 133,344,903 Manchurian Candidate, The (1962) 4,180,630
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Aladdin (1992) 328,782,825
To Kill a Mockingbird (1962) 20,629,846 Contact (1997) 149,887,543 Usual Suspects, The (1995) 1,120,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469
Average 79,377,528 Average 90,143,608 Average 76,357,915

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
Natural Born Killers (1994) 72,282,766
One Flew Over the Cuckoo's Nest (1975) 171,940,000
2001: A Space Odyssey (1968) 25,761,621
Citizen Kane (1941) 1,640,769
Chinatown (1974) 42,400,000
Once Upon a Time in the West (1969) 5,321,508
Godfather, The (1972) 291,702,411
Full Metal Jacket (1987) 69,057,676
Forbidden Planet (1956) 3,000,000
Schindler's List (1993) 140,409,248
M*A*S*H (1970) 109,920,000
Interview with the Vampire (1994) 145,789,330
Madness of King George, The (1994) 15,238,994
Thin Man, The (1934) 1,423,000
Good Will Hunting (1997) 192,328,280
Raging Bull (1980) 49,034
Monty Python and the Holy Grail (1974) 1,821,082
Miracle on 34th Street (1994) 17,193,886
Young Frankenstein (1974) 125,123,000
Unbearable Lightness of Being, The (1988) 10,006,806
It's a Wonderful Life (1946) 3,548,018
Bram Stoker's Dracula (1992) 129,722,790
Clockwork Orange, A (1971) 38,589,355
Blade Runner (1982) 1,445,283
Alien (1979) 42,285,739
American in Paris, An (1951) 12,505,000
GoodFellas (1990) 67,336,394
Singin' in the Rain (1952) 7,665,000
It Happened One Night (1934) 2,000,000
Babe (1995) 66,600,000
Princess Bride, The (1987) 21,277,649
Jaws (1975) 199,275,376
Benny & Joon (1993) 23,202,734
My Favorite Year (1982) 20,123,620
Patton (1970) 89,800,000
Psycho (1960) 43,200,000
Godfather: Part II, The (1974) 87,973,000
Star Wars (1977) 731,853,665
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Forrest Gump (1994) 485,691,196
Apollo 13 (1995) 94,378,651
Return of the Jedi (1983) 500,773,409
Amadeus (1984) 23,401,401
Gandhi (1982) 77,737,889
Taxi Driver (1976) 33,669,000
American Werewolf in London, An (1981) 20,445,527
Day the Earth Stood Still, The (1951) 79,366,978
Being There (1979) 30,177,511
Apocalypse Now (1979) 42,606,290
Annie Hall (1977) 57,253,791
What's Eating Gilbert Grape (1993) 9,170,214
Raising Arizona (1987) 22,847,564
African Queen, The (1951) 4,300,000
Nightmare Before Christmas, The (1993) 22,782,289
Average 84,083,136
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