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 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Fargo (1996) 24,611,975 Contact (1997) 149,887,543 Fargo (1996) 24,611,975
Schindler's List (1993) 140,409,248 Titanic (1997) 600,779,824 Schindler's List (1993) 140,409,248
Shawshank Redemption, The (1994) 28,341,469 Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543
Forrest Gump (1994) 485,691,196 Schindler's List (1993) 140,409,248 Apocalypse Now (1979) 42,606,290
Usual Suspects, The (1995) 1,120,000 Twelve Monkeys (1995) 82,512,000 Forrest Gump (1994) 485,691,196
Twelve Monkeys (1995) 82,512,000 Shawshank Redemption, The (1994) 28,341,469 Boot, Das (1981) 11,433,134
Contact (1997) 149,887,543 Air Force One (1997) 250,384,803 Twelve Monkeys (1995) 82,512,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Mr. Holland's Opus (1995) 119,078,097 Reservoir Dogs (1992) 2,687,008
Average 146,023,804 Average 177,172,957 Average 131,556,300

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
Terminator 2: Judgment Day (1991) 207,064,802
Scream (1996) 103,001,286
Fly Away Home (1996) 24,506,082
Full Metal Jacket (1987) 69,057,676
Monty Python's Life of Brian (1979) 646,124
Gone with the Wind (1939) 200,155,278
Waterworld (1995) 130,604,220
Silence of the Lambs, The (1991) 137,332,208
Lost World: Jurassic Park, The (1997) 359,161,284
Bringing Up Baby (1938) 10,863
Amadeus (1984) 23,401,401
Moll Flanders (1996) 3,363,968
Executive Decision (1996) 93,638,632
Twister (1996) 375,152,715
Day the Earth Stood Still, The (1951) 79,366,978
Apollo 13 (1995) 94,378,651
Army of Darkness (1993) 11,502,976
When Harry Met Sally... (1989) 134,613,546
Copycat (1995) 32,051,917
Courage Under Fire (1996) 87,335,823
True Lies (1994) 226,261,000
Escape from New York (1981) 25,244,700
Die Hard 2 (1990) 120,083,665
Forbidden Planet (1956) 3,000,000
Mrs. Doubtfire (1993) 330,200,000
Vertigo (1958) 7,024,928
Demolition Man (1993) 83,555,768
Hunt for Red October, The (1990) 179,209,868
Speed (1994) 121,248,145
Good, The Bad and The Ugly, The (1966) 19,000,000
Spy Hard (1996) 26,906,039
Princess Bride, The (1987) 21,277,649
Ace Ventura: Pet Detective (1994) 106,217,000
Return of the Jedi (1983) 500,773,409
Dial M for Murder (1954) 3,012,562
Batman (1989) 401,685,407
Carrie (1976) 49,007,514
That Darn Cat! (1997) 18,239,932
Harriet the Spy (1996) 26,539,321
Star Trek IV: The Voyage Home (1986) 124,751,249
Dante's Peak (1997) 98,728,432
Sleeper (1973) 18,344,729
While You Were Sleeping (1995) 119,964,016
Die Hard: With a Vengeance (1995) 147,009,359
Empire Strikes Back, The (1980) 225,554,189
Groundhog Day (1993) 103,406,973
Toy Story (1995) 133,344,903
Fly Away Home (1996) 24,506,082
Home Alone (1990) 425,860,243
Truth About Cats & Dogs, The (1996) 34,073,143
Bridge on the River Kwai, The (1957) 50,495,000
Frighteners, The (1996) 16,524,115
Star Trek: First Contact (1996) 207,001,027
Casablanca (1942) 5,806,467
Fantasia (1940) 49,310,882
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Monty Python and the Holy Grail (1974) 1,821,082
Lawnmower Man, The (1992) 27,207,265
Broken Arrow (1996) 105,069,070
Braveheart (1995) 110,286,945
Clockwork Orange, A (1971) 38,589,355
Stephen King's The Langoliers (1995) 99,323,573
Psycho (1960) 43,200,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Sense and Sensibility (1995) 62,493,774
Alien (1979) 42,285,739
Highlander (1986) 5,735,847
Nightmare on Elm Street, A (1984) 65,398,755
Blade Runner (1982) 1,445,283
Clear and Present Danger (1994) 176,112,710
Back to the Future (1985) 303,398,294
Jaws (1975) 199,275,376
Breakdown (1997) 50,129,186
Star Trek III: The Search for Spock (1984) 106,458,579
Fifth Element, The (1997) 92,897,302
North (1994) 7,138,449
Fish Called Wanda, A (1988) 93,259,712
Young Frankenstein (1974) 125,123,000
Much Ado About Nothing (1993) 22,551,000
GoldenEye (1995) 146,028,496
Stargate (1994) 105,565,669
Independence Day (ID4) (1996) 483,359,255
American Werewolf in London, An (1981) 20,445,527
Private Benjamin (1980) 39,139,769
Real Genius (1985) 13,000,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Santa Clause, The (1994) 139,225,854
French Kiss (1995) 38,900,000
Juror, The (1996) 22,754,725
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Victor/Victoria (1982) 28,215,453
Mission: Impossible (1996) 274,049,639
In the Line of Fire (1993) 151,314,283
Addams Family Values (1993) 72,214,043
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Star Trek: The Wrath of Khan (1982) 118,633,541
American President, The (1995) 95,000,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Jane Eyre (1996) 5,173,860
Gandhi (1982) 77,737,889
Cliffhanger (1993) 127,356,211
Ransom (1996) 207,758,522
Ace Ventura: When Nature Calls (1995) 157,950,348
Sleepless in Seattle (1993) 191,463,006
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Die Hard (1988) 116,707,729
It's a Wonderful Life (1946) 3,548,018
Rear Window (1954) 6,759,601
Mars Attacks! (1996) 37,754,208
Jurassic Park (1993) 563,476,625
M*A*S*H (1970) 109,920,000
Aliens (1986) 121,385,096
Star Wars (1977) 731,853,665
Average 115,381,887
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