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
Independence Day (ID4) (1996) 483,359,255 English Patient, The (1996) 111,415,132 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 Mr. Holland's Opus (1995) 119,078,097 Mr. Holland's Opus (1995) 119,078,097
Mr. Holland's Opus (1995) 119,078,097 Independence Day (ID4) (1996) 483,359,255 English Patient, The (1996) 111,415,132
Casablanca (1942) 5,806,467 L.A. Confidential (1997) 64,604,977 Hunt for Red October, The (1990) 179,209,868
English Patient, The (1996) 111,415,132 Liar Liar (1997) 277,327,280 Godfather: Part II, The (1974) 87,973,000
It's a Wonderful Life (1946) 3,548,018 Full Monty, The (1997) 45,857,453 Young Frankenstein (1974) 125,123,000
Hunt for Red October, The (1990) 179,209,868 Good Will Hunting (1997) 192,328,280 Boot, Das (1981) 11,433,134
Godfather: Part II, The (1974) 87,973,000 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Independence Day (ID4) (1996) 483,359,255
Jaws (1975) 199,275,376 Boot, Das (1981) 11,433,134 Apocalypse Now (1979) 42,606,290
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Sense and Sensibility (1995) 62,493,774 Clerks (1994) 3,151,130
Average 121,706,661 Average 137,189,738 Average 118,675,030

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
Dangerous Minds (1995) 124,506,291
Amistad (1997) 44,175,394
Jumanji (1995) 152,675,249
Twister (1996) 375,152,715
Firm, The (1993) 686,502
Dances with Wolves (1990) 265,746,848
Princess Bride, The (1987) 21,277,649
Speechless (1994) 20,664,501
Natural Born Killers (1994) 72,282,766
Braveheart (1995) 110,286,945
Sleepless in Seattle (1993) 191,463,006
Pallbearer, The (1996) 5,612,586
Just Cause (1995) 36,853,222
Before and After (1996) 17,292,000
2001: A Space Odyssey (1968) 25,761,621
Platoon (1986) 207,900,328
Fish Called Wanda, A (1988) 93,259,712
Face/Off (1997) 163,746,077
Empire Strikes Back, The (1980) 225,554,189
Indiana Jones and the Last Crusade (1989) 312,671,806
Forrest Gump (1994) 485,691,196
Heathers (1989) 1,108,462
Pretty Woman (1990) 260,311,268
Father of the Bride Part II (1995) 112,794,000
Dirty Dancing (1987) 89,171,578
American Werewolf in London, An (1981) 20,445,527
Terminator 2: Judgment Day (1991) 207,064,802
Night Falls on Manhattan (1997) 9,881,286
Titanic (1997) 600,779,824
GoodFellas (1990) 67,336,394
Stargate (1994) 105,565,669
Young Guns (1988) 64,686,644
Star Trek: The Motion Picture (1979) 95,658,976
Twelve Monkeys (1995) 82,512,000
Phenomenon (1996) 155,732,573
Panther (1995) 6,834,525
Die Hard (1988) 116,707,729
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Gandhi (1982) 77,737,889
Sneakers (1992) 75,733,000
Dead Poets Society (1989) 144,288,116
Real Genius (1985) 13,000,000
Scream (1996) 103,001,286
Dead Man Walking (1995) 39,025,000
Chasing Amy (1997) 12,006,514
Groundhog Day (1993) 103,406,973
Usual Suspects, The (1995) 1,120,000
Back to the Future (1985) 303,398,294
Days of Thunder (1990) 122,670,733
Leaving Las Vegas (1995) 31,968,347
Jurassic Park (1993) 563,476,625
Lion King, The (1994) 188,740,944
True Lies (1994) 226,261,000
Scream 2 (1997) 140,865,935
Toy Story (1995) 133,344,903
Top Gun (1986) 256,050,237
Air Force One (1997) 250,384,803
Speed (1994) 121,248,145
Cape Fear (1991) 118,590,000
Godfather, The (1972) 291,702,411
Primal Fear (1996) 80,646,667
Star Trek: First Contact (1996) 207,001,027
Field of Dreams (1989) 94,962,625
Grosse Pointe Blank (1997) 28,014,536
Schindler's List (1993) 140,409,248
Alien (1979) 42,285,739
Escape from New York (1981) 25,244,700
Blade Runner (1982) 1,445,283
Trainspotting (1996) 16,501,785
This Is Spinal Tap (1984) 188,751
Glory (1989) 100,326
When Harry Met Sally... (1989) 134,613,546
Aliens (1986) 121,385,096
Philadelphia (1993) 114,946,440
Nell (1994) 33,592,700
Maverick (1994) 151,131,272
Star Trek: The Wrath of Khan (1982) 118,633,541
Crimson Tide (1995) 135,266,000
Raising Arizona (1987) 22,847,564
Menace II Society (1993) 27,900,000
Starship Troopers (1997) 79,093,786
Men in Black (1997) 367,992,228
Better Off Dead... (1985) 10,297,601
Pink Floyd - The Wall (1982) 14,844,106
Rob Roy (1995) 31,600,000
Stand by Me (1986) 69,411,304
Seven (Se7en) (1995) 143,225,000
2 Days in the Valley (1996) 11,090,856
Dave (1993) 93,370,710
Monty Python and the Holy Grail (1974) 1,821,082
Aladdin (1992) 328,782,825
Powder (1995) 30,862,146
Man Without a Face, The (1993) 24,760,338
Apollo 13 (1995) 94,378,651
G.I. Jane (1997) 70,277,032
While You Were Sleeping (1995) 119,964,016
Conspiracy Theory (1997) 111,189,998
Return of the Jedi (1983) 500,773,409
Casino (1995) 62,726,000
Extreme Measures (1996) 17,305,211
Nightmare on Elm Street, A (1984) 65,398,755
Pulp Fiction (1994) 84,022,201
Mrs. Doubtfire (1993) 330,200,000
Ransom (1996) 207,758,522
Ghost (1990) 226,931,306
Reservoir Dogs (1992) 2,687,008
Psycho (1960) 43,200,000
Jerry Maguire (1996) 228,557,864
Chasing Amy (1997) 12,006,514
Higher Learning (1995) 58,490,723
My Own Private Idaho (1991) 6,258,980
Contact (1997) 149,887,543
Ace Ventura: Pet Detective (1994) 106,217,000
Fargo (1996) 24,611,975
Outbreak (1995) 99,323,573
Beauty and the Beast (1991) 94,902,028
Star Wars (1977) 731,853,665
Heavy Metal (1981) 9,300,000
American President, The (1995) 95,000,000
Long Kiss Goodnight, The (1996) 33,328,051
E.T. the Extra-Terrestrial (1982) 259,597,332
Hoop Dreams (1994) 7,830,611
Clear and Present Danger (1994) 176,112,710
Sleepers (1996) 76,705,552
Silence of the Lambs, The (1991) 137,332,208
Highlander (1986) 5,735,847
Star Trek: Generations (1994) 111,368,868
Executive Decision (1996) 93,638,632
Star Trek IV: The Voyage Home (1986) 124,751,249
Sling Blade (1996) 24,475,416
Shawshank Redemption, The (1994) 28,341,469
Average 120,431,463
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