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
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Empire Strikes Back, The (1980) 225,554,189
Scream (1996) 103,001,286 Scream (1996) 103,001,286 Scream (1996) 103,001,286
Shawshank Redemption, The (1994) 28,341,469 Liar Liar (1997) 277,327,280 Shawshank Redemption, The (1994) 28,341,469
Braveheart (1995) 110,286,945 Full Monty, The (1997) 45,857,453 Leaving Las Vegas (1995) 31,968,347
English Patient, The (1996) 111,415,132 Mr. Holland's Opus (1995) 119,078,097 Forrest Gump (1994) 485,691,196
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Chasing Amy (1997) 12,006,514
Schindler's List (1993) 140,409,248 Leaving Las Vegas (1995) 31,968,347 Godfather: Part II, The (1974) 87,973,000
Terminator 2: Judgment Day (1991) 207,064,802 Good Will Hunting (1997) 192,328,280 Monty Python and the Holy Grail (1974) 1,821,082
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 Godfather: Part II, The (1974) 87,973,000
Good Will Hunting (1997) 192,328,280 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Average 114,112,428 Average 127,528,078 Average 107,013,655

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
Heat (1995) 97,783,000
Escape from New York (1981) 25,244,700
Murder at 1600 (1997) 25,826,788
Mimic (1997) 25,454,187
Grosse Pointe Blank (1997) 28,014,536
Associate, The (1996) 12,772,657
Twister (1996) 375,152,715
Eve's Bayou (1997) 14,821,531
My Best Friend's Wedding (1997) 185,360,508
Long Kiss Goodnight, The (1996) 33,328,051
Shallow Grave (1994) 2,881,508
Manchurian Candidate, The (1962) 4,180,630
Star Trek: First Contact (1996) 207,001,027
Face/Off (1997) 163,746,077
Dante's Peak (1997) 98,728,432
Once Upon a Time in America (1984) 7,800,000
River Wild, The (1994) 69,356,343
Contact (1997) 149,887,543
Crimson Tide (1995) 135,266,000
Gattaca (1997) 12,339,633
Rear Window (1954) 6,759,601
Devil's Advocate, The (1997) 86,587,776
Bonnie and Clyde (1967) 72,800,000
Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000
Kama Sutra: A Tale of Love (1996) 4,109,095
Taxi Driver (1976) 33,669,000
L.A. Confidential (1997) 64,604,977
Chinatown (1974) 42,400,000
Independence Day (ID4) (1996) 483,359,255
Birds, The (1963) 16,493,900
Fire Down Below (1997) 16,148,906
Crossing Guard, The (1995) 832,910
Strange Days (1995) 7,919,000
Jaws (1975) 199,275,376
Romy and Michele's High School Reunion (1997) 29,205,077
Selena (1997) 35,422,828
Juror, The (1996) 22,754,725
Rosewood (1997) 13,104,494
Titanic (1997) 600,779,824
Con Air (1997) 146,553,269
Red Rock West (1992) 2,502,551
Fargo (1996) 24,611,975
Jerry Maguire (1996) 228,557,864
Psycho (1960) 43,200,000
Washington Square (1997) 1,710,693
Kalifornia (1993) 2,395,231
Grifters, The (1990) 13,446,769
Metro (1997) 31,987,563
G.I. Jane (1997) 70,277,032
Volcano (1997) 71,496,882
Tomorrow Never Dies (1997) 184,221,129
Breakdown (1997) 50,129,186
Star Trek III: The Search for Spock (1984) 106,458,579
Great Expectations (1998) 26,333,044
Reservoir Dogs (1992) 2,687,008
Alien: Resurrection (1997) 47,748,610
Jackie Brown (1997) 39,647,595
Men in Black (1997) 367,992,228
Unforgiven (1992) 119,081,912
Ransom (1996) 207,758,522
Die Hard 2 (1990) 120,083,665
Return of the Jedi (1983) 500,773,409
Pulp Fiction (1994) 84,022,201
City Hall (1996) 20,200,000
Under Siege (1992) 120,463,139
Beautiful Girls (1996) 20,837,000
Star Wars (1977) 731,853,665
Georgia (1995) 2,907,768
Broken Arrow (1996) 105,069,070
As Good As It Gets (1997) 215,563,842
Air Force One (1997) 250,384,803
Amistad (1997) 44,175,394
Absolute Power (1997) 73,037,233
Eraser (1996) 147,260,786
Fifth Element, The (1997) 92,897,302
Highlander (1986) 5,735,847
Boot, Das (1981) 11,433,134
Mission: Impossible (1996) 274,049,639
Rocket Man (1997) 15,448,043
Silence of the Lambs, The (1991) 137,332,208
Donnie Brasco (1997) 60,851,988
Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903
Multiplicity (1996) 20,101,861
Courage Under Fire (1996) 87,335,823
Aliens (1986) 121,385,096
Conspiracy Theory (1997) 111,189,998
Trainspotting (1996) 16,501,785
Alien (1979) 42,285,739
Cape Fear (1991) 118,590,000
Average 101,762,857
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