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
Alien (1979) 42,285,739 Titanic (1997) 600,779,824 E.T. the Extra-Terrestrial (1982) 259,597,332
E.T. the Extra-Terrestrial (1982) 259,597,332 Men in Black (1997) 367,992,228 Star Trek: The Wrath of Khan (1982) 118,633,541
Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132 Young Frankenstein (1974) 125,123,000
Blade Runner (1982) 1,445,283 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Fish Called Wanda, A (1988) 93,259,712
Star Trek: The Wrath of Khan (1982) 118,633,541 Alien (1979) 42,285,739 Stand by Me (1986) 69,411,304
Men in Black (1997) 367,992,228 L.A. Confidential (1997) 64,604,977 Amadeus (1984) 23,401,401
Amadeus (1984) 23,401,401 Blade Runner (1982) 1,445,283 Rear Window (1954) 6,759,601
Willy Wonka and the Chocolate Factory (1971) 4,000,000 Boot, Das (1981) 11,433,134 Sense and Sensibility (1995) 62,493,774
True Lies (1994) 226,261,000 Leaving Las Vegas (1995) 31,968,347 Men in Black (1997) 367,992,228
Jaws (1975) 199,275,376 Dead Man Walking (1995) 39,025,000 Philadelphia Story, The (1940) 3,000,000
Average 184,367,172 Average 127,494,966 Average 112,967,189

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
Silence of the Lambs, The (1991) 137,332,208
Tommy Boy (1995) 32,700,000
Brady Bunch Movie, The (1995) 68,467,136
Pulp Fiction (1994) 84,022,201
It Happened One Night (1934) 2,000,000
Desperado (1995) 25,625,110
Cool Hand Luke (1967) 7,300,000
Fried Green Tomatoes (1991) 117,503,000
Groundhog Day (1993) 103,406,973
Under Siege 2: Dark Territory (1995) 73,286,083
It's a Wonderful Life (1946) 3,548,018
Empire Strikes Back, The (1980) 225,554,189
Army of Darkness (1993) 11,502,976
Cool Runnings (1993) 98,839,263
Quiz Show (1994) 24,822,619
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Cobb (1994) 1,007,583
Seven (Se7en) (1995) 143,225,000
Aladdin (1992) 328,782,825
Kingpin (1996) 24,944,213
Frighteners, The (1996) 16,524,115
Star Trek IV: The Voyage Home (1986) 124,751,249
Dave (1993) 93,370,710
Casablanca (1942) 5,806,467
Lawrence of Arabia (1962) 20,652,481
Glory (1989) 100,326
Godfather: Part II, The (1974) 87,973,000
River Wild, The (1994) 69,356,343
Monty Python and the Holy Grail (1974) 1,821,082
Star Trek: Generations (1994) 111,368,868
GoodFellas (1990) 67,336,394
Babe (1995) 66,600,000
When Harry Met Sally... (1989) 134,613,546
Twelve Monkeys (1995) 82,512,000
To Kill a Mockingbird (1962) 20,629,846
Field of Dreams (1989) 94,962,625
Tombstone (1993) 82,627,065
While You Were Sleeping (1995) 119,964,016
Monty Python's Life of Brian (1979) 646,124
Father of the Bride Part II (1995) 112,794,000
Days of Thunder (1990) 122,670,733
Sleepless in Seattle (1993) 191,463,006
Terminator 2: Judgment Day (1991) 207,064,802
Toy Story (1995) 133,344,903
Princess Bride, The (1987) 21,277,649
Grumpier Old Men (1995) 105,662,663
My Fellow Americans (1996) 22,294,341
Snow White and the Seven Dwarfs (1937) 103,921,550
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Full Monty, The (1997) 45,857,453
Air Force One (1997) 250,384,803
Evil Dead II (1987) 5,923,044
Back to the Future (1985) 303,398,294
Vegas Vacation (1997) 36,429,528
Star Trek: First Contact (1996) 207,001,027
Bridge on the River Kwai, The (1957) 50,495,000
Escape from L.A. (1996) 25,477,365
Aliens (1986) 121,385,096
Birds, The (1963) 16,493,900
Braveheart (1995) 110,286,945
Canadian Bacon (1994) 178,104
Private Parts (1997) 59,339,346
Rebecca (1940) 1,526,957
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clerks (1994) 3,151,130
Maverick (1994) 151,131,272
Jerry Maguire (1996) 228,557,864
Home Alone (1990) 425,860,243
Beauty and the Beast (1991) 94,902,028
Die Hard (1988) 116,707,729
Carlito's Way (1993) 56,948,322
Gandhi (1982) 77,737,889
Mission: Impossible (1996) 274,049,639
Reservoir Dogs (1992) 2,687,008
Beavis and Butt-head Do America (1996) 90,162,233
Hunt for Red October, The (1990) 179,209,868
Unforgiven (1992) 119,081,912
Batman Forever (1995) 289,097,904
Twister (1996) 375,152,715
Batman (1989) 401,685,407
Return of the Jedi (1983) 500,773,409
Carrie (1976) 49,007,514
Godfather, The (1972) 291,702,411
Dead Poets Society (1989) 144,288,116
Ed Wood (1994) 5,887,457
Apollo 13 (1995) 94,378,651
Judge Dredd (1995) 34,693,481
Gone with the Wind (1939) 200,155,278
Interview with the Vampire (1994) 145,789,330
Transformers: The Movie, The (1986) 5,706,456
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Speed (1994) 121,248,145
Jackie Chan's First Strike (1996) 14,511,338
Con Air (1997) 146,553,269
Independence Day (ID4) (1996) 483,359,255
Jurassic Park (1993) 563,476,625
Legends of the Fall (1994) 98,628,842
Disclosure (1994) 122,000,000
Out to Sea (1997) 27,974,168
Shawshank Redemption, The (1994) 28,341,469
Casino (1995) 62,726,000
Barcelona (1994) 7,266,973
Swingers (1996) 4,505,922
Happy Gilmore (1996) 38,624,000
Timecop (1994) 65,478,580
Indiana Jones and the Last Crusade (1989) 312,671,806
Ransom (1996) 207,758,522
Dances with Wolves (1990) 265,746,848
Boogie Nights (1997) 26,384,919
Usual Suspects, The (1995) 1,120,000
Fifth Element, The (1997) 92,897,302
Cliffhanger (1993) 127,356,211
Grease (1978) 96,605,260
Dazed and Confused (1993) 7,993,039
Broken Arrow (1996) 105,069,070
Very Brady Sequel, A (1996) 21,397,954
Starship Troopers (1997) 79,093,786
Lion King, The (1994) 188,740,944
Highlander (1986) 5,735,847
Cape Fear (1991) 118,590,000
Star Wars (1977) 731,853,665
Sudden Death (1995) 20,350,171
Nightmare on Elm Street, A (1984) 65,398,755
Get Shorty (1995) 103,619,110
Young Guns (1988) 64,686,644
Schindler's List (1993) 140,409,248
Dante's Peak (1997) 98,728,432
Tin Cup (1996) 77,003,584
Day the Earth Stood Still, The (1951) 79,366,978
Liar Liar (1997) 277,327,280
Supercop (1992) 16,249,557
Jack (1996) 84,189,393
Patton (1970) 89,800,000
Under Siege (1992) 120,463,139
Michael (1996) 144,887,370
Forrest Gump (1994) 485,691,196
Mr. Holland's Opus (1995) 119,078,097
Rumble in the Bronx (1995) 32,333,860
Clueless (1995) 75,525,013
Bob Roberts (1992) 4,479,470
Contact (1997) 149,887,543
Die Hard 2 (1990) 120,083,665
Scream (1996) 103,001,286
Jumanji (1995) 152,675,249
From Dusk Till Dawn (1996) 45,553,840
Fargo (1996) 24,611,975
Average 112,660,280
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