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 Pulp Fiction (1994) 84,022,201 Citizen Kane (1941) 1,640,769
Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543 Amadeus (1984) 23,401,401
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Boot, Das (1981) 11,433,134
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Boot, Das (1981) 11,433,134 It's a Wonderful Life (1946) 3,548,018
Casablanca (1942) 5,806,467 Monty Python and the Holy Grail (1974) 1,821,082 Schindler's List (1993) 140,409,248
Braveheart (1995) 110,286,945 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Terminator 2: Judgment Day (1991) 207,064,802 Titanic (1997) 600,779,824 Lawrence of Arabia (1962) 20,652,481
Brazil (1985) 6,500,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Casablanca (1942) 5,806,467
Rear Window (1954) 6,759,601 Dead Man Walking (1995) 39,025,000 Terminator 2: Judgment Day (1991) 207,064,802
Citizen Kane (1941) 1,640,769 Full Monty, The (1997) 45,857,453 Cinema Paradiso (1988) 392,045
Average 73,625,111 Average 135,659,061 Average 49,837,056

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
Akira (1988) 439,162
Toy Story (1995) 133,344,903
Blade Runner (1982) 1,445,283
Glengarry Glen Ross (1992) 10,725,228
Alien (1979) 42,285,739
Princess Bride, The (1987) 21,277,649
Heavy Metal (1981) 9,300,000
Glory (1989) 100,326
Aliens (1986) 121,385,096
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clockwork Orange, A (1971) 38,589,355
Willy Wonka and the Chocolate Factory (1971) 4,000,000
This Is Spinal Tap (1984) 188,751
To Kill a Mockingbird (1962) 20,629,846
Indiana Jones and the Last Crusade (1989) 312,671,806
City of Lost Children, The (1995) 1,513,028
Hudsucker Proxy, The (1994) 2,869,369
Silence of the Lambs, The (1991) 137,332,208
Swingers (1996) 4,505,922
Jackie Chan's First Strike (1996) 14,511,338
Beavis and Butt-head Do America (1996) 90,162,233
Mr. Smith Goes to Washington (1939) 1,500,000
Very Brady Sequel, A (1996) 21,397,954
Star Wars (1977) 731,853,665
Trainspotting (1996) 16,501,785
Star Trek: The Wrath of Khan (1982) 118,633,541
Flirting With Disaster (1996) 14,891,000
Apocalypse Now (1979) 42,606,290
Dead Man (1995) 1,025,488
Taxi Driver (1976) 33,669,000
Three Colors: Red (1994) 4,043,686
Godfather: Part II, The (1974) 87,973,000
Supercop (1992) 16,249,557
Return of the Jedi (1983) 500,773,409
North by Northwest (1959) 19,977,527
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Transformers: The Movie, The (1986) 5,706,456
Three Colors: White (1994) 1,464,625
Rebel Without a Cause (1955) 4,600,000
Once Upon a Time in the West (1969) 5,321,508
Shawshank Redemption, The (1994) 28,341,469
Strictly Ballroom (1992) 11,738,022
Godfather, The (1972) 291,702,411
Heathers (1989) 1,108,462
Jumanji (1995) 152,675,249
Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
In the Name of the Father (1993) 25,096,862
Die Hard: With a Vengeance (1995) 147,009,359
Cop Land (1997) 64,207,716
Ghost in the Shell (Kokaku kidotai) (1995) 515,205
Fargo (1996) 24,611,975
Twelve Monkeys (1995) 82,512,000
Jaws (1975) 199,275,376
Wild Bunch, The (1969) 5,330,535
Usual Suspects, The (1995) 1,120,000
Stand by Me (1986) 69,411,304
Bridge on the River Kwai, The (1957) 50,495,000
2001: A Space Odyssey (1968) 25,761,621
Chasing Amy (1997) 12,006,514
Raising Arizona (1987) 22,847,564
Beautiful Girls (1996) 20,837,000
Empire Strikes Back, The (1980) 225,554,189
Average 64,799,739
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