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
Twelve Monkeys (1995) 82,512,000 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Braveheart (1995) 110,286,945 Twelve Monkeys (1995) 82,512,000 2001: A Space Odyssey (1968) 25,761,621
Toy Story (1995) 133,344,903 English Patient, The (1996) 111,415,132 Secrets & Lies (1996) 13,417,292
Alien (1979) 42,285,739 Titanic (1997) 600,779,824 Twelve Monkeys (1995) 82,512,000
Clockwork Orange, A (1971) 38,589,355 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Hoop Dreams (1994) 7,830,611
Aliens (1986) 121,385,096 Braveheart (1995) 110,286,945 Willy Wonka and the Chocolate Factory (1971) 4,000,000
2001: A Space Odyssey (1968) 25,761,621 Alien (1979) 42,285,739 Alien (1979) 42,285,739
Raising Arizona (1987) 22,847,564 Sense and Sensibility (1995) 62,493,774 Dances with Wolves (1990) 265,746,848
Forrest Gump (1994) 485,691,196 Scream (1996) 103,001,286 Philadelphia Story, The (1940) 3,000,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Aliens (1986) 121,385,096 Swimming with Sharks (1995) 376,928
Average 106,670,441 Average 137,150,469 Average 55,521,798

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
Citizen Kane (1941) 1,640,769
Glengarry Glen Ross (1992) 10,725,228
What's Eating Gilbert Grape (1993) 9,170,214
Monty Python and the Holy Grail (1974) 1,821,082
Chasing Amy (1997) 12,006,514
Schizopolis (1996) 10,580
Dead Poets Society (1989) 144,288,116
Stand by Me (1986) 69,411,304
Muriel's Wedding (1994) 15,185,594
Hudsucker Proxy, The (1994) 2,869,369
Get on the Bus (1996) 5,731,103
Pulp Fiction (1994) 84,022,201
M*A*S*H (1970) 109,920,000
Bram Stoker's Dracula (1992) 129,722,790
Vertigo (1958) 7,024,928
African Queen, The (1951) 4,300,000
Heat (1995) 97,783,000
Bound (1996) 3,798,532
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
L.A. Confidential (1997) 64,604,977
Brazil (1985) 6,500,000
Boot, Das (1981) 11,433,134
Benny & Joon (1993) 23,202,734
Princess Bride, The (1987) 21,277,649
Rumble in the Bronx (1995) 32,333,860
Godfather: Part II, The (1974) 87,973,000
Sling Blade (1996) 24,475,416
Blade Runner (1982) 1,445,283
Until the End of the World (Bis ans Ende der Welt) (1991) 752,856
Trainspotting (1996) 16,501,785
Shawshank Redemption, The (1994) 28,341,469
Jackie Chan's First Strike (1996) 14,511,338
Home Alone (1990) 425,860,243
Fish Called Wanda, A (1988) 93,259,712
Bringing Up Baby (1938) 10,863
Godfather, The (1972) 291,702,411
Empire Strikes Back, The (1980) 225,554,189
Friday (1995) 27,900,000
Big Night (1996) 11,881,039
In the Name of the Father (1993) 25,096,862
Cinema Paradiso (1988) 392,045
Apocalypse Now (1979) 42,606,290
Seven (Se7en) (1995) 143,225,000
From Dusk Till Dawn (1996) 45,553,840
Wings of Desire (1987) 3,806,540
Grosse Pointe Blank (1997) 28,014,536
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Psycho (1960) 43,200,000
Monty Python's Life of Brian (1979) 646,124
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Swingers (1996) 4,505,922
Broken Arrow (1996) 105,069,070
Aladdin (1992) 328,782,825
Tombstone (1993) 82,627,065
Independence Day (ID4) (1996) 483,359,255
Usual Suspects, The (1995) 1,120,000
Back to the Future (1985) 303,398,294
Lawrence of Arabia (1962) 20,652,481
Mrs. Parker and the Vicious Circle (1994) 2,144,667
Shallow Grave (1994) 2,881,508
Girl 6 (1996) 4,903,000
Delicatessen (1991) 1,794,187
Star Wars (1977) 731,853,665
Amadeus (1984) 23,401,401
Die Hard (1988) 116,707,729
In the Company of Men (1997) 2,856,622
Night on Earth (1991) 2,015,810
Escape from New York (1981) 25,244,700
Michael (1996) 144,887,370
Cool Hand Luke (1967) 7,300,000
Jerry Maguire (1996) 228,557,864
Chasing Amy (1997) 12,006,514
One Flew Over the Cuckoo's Nest (1975) 171,940,000
In the Bleak Midwinter (1995) 346,839
Desperado (1995) 25,625,110
When We Were Kings (1996) 2,666,118
Good, The Bad and The Ugly, The (1966) 19,000,000
James and the Giant Peach (1996) 28,900,101
Nightmare Before Christmas, The (1993) 22,782,289
Highlander (1986) 5,735,847
Looking for Richard (1996) 1,361,420
Waterworld (1995) 130,604,220
Mighty Aphrodite (1995) 6,700,000
Searching for Bobby Fischer (1993) 7,266,383
Men in Black (1997) 367,992,228
North by Northwest (1959) 19,977,527
Rebecca (1940) 1,526,957
Backbeat (1993) 2,392,599
GoodFellas (1990) 67,336,394
Fifth Element, The (1997) 92,897,302
Reservoir Dogs (1992) 2,687,008
Short Cuts (1993) 6,110,979
Koyaanisqatsi (1983) 1,723,872
Full Metal Jacket (1987) 69,057,676
Supercop (1992) 16,249,557
Real Genius (1985) 13,000,000
Silence of the Lambs, The (1991) 137,332,208
Heathers (1989) 1,108,462
Much Ado About Nothing (1993) 22,551,000
Lone Star (1996) 13,269,963
Sneakers (1992) 75,733,000
City of Lost Children, The (1995) 1,513,028
Contact (1997) 149,887,543
Glory (1989) 100,326
Four Rooms (1995) 4,301,331
Leaving Las Vegas (1995) 31,968,347
Three Colors: Red (1994) 4,043,686
Happy Gilmore (1996) 38,624,000
Clerks (1994) 3,151,130
Once Were Warriors (1994) 2,201,126
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Some Like It Hot (1959) 33,300,000
Great Dictator, The (1940) 395,872
Hunt for Red October, The (1990) 179,209,868
Fargo (1996) 24,611,975
Full Monty, The (1997) 45,857,453
Brothers McMullen, The (1995) 10,246,600
Apollo 13 (1995) 94,378,651
Fast, Cheap & Out of Control (1997) 832,785
Dead Man Walking (1995) 39,025,000
To Kill a Mockingbird (1962) 20,629,846
When Harry Met Sally... (1989) 134,613,546
Pump Up the Volume (1990) 11,541,758
Phenomenon (1996) 155,732,573
Jaws (1975) 199,275,376
Schindler's List (1993) 140,409,248
Remains of the Day, The (1993) 22,954,968
Jurassic Park (1993) 563,476,625
Terminator 2: Judgment Day (1991) 207,064,802
Singin' in the Rain (1952) 7,665,000
Big Blue, The (Grand bleu, Le) (1988) 80,804
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Casablanca (1942) 5,806,467
Crumb (1994) 3,174,695
Rear Window (1954) 6,759,601
Mother Night (1996) 392,362
Manchurian Candidate, The (1962) 4,180,630
Bridge on the River Kwai, The (1957) 50,495,000
Top Gun (1986) 256,050,237
E.T. the Extra-Terrestrial (1982) 259,597,332
Face/Off (1997) 163,746,077
Return of the Jedi (1983) 500,773,409
Average 72,797,879
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