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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Princess Bride, The (1987) 21,277,649 Pulp Fiction (1994) 84,022,201 Indiana Jones and the Last Crusade (1989) 312,671,806
Forrest Gump (1994) 485,691,196 Titanic (1997) 600,779,824 Dead Poets Society (1989) 144,288,116
Usual Suspects, The (1995) 1,120,000 Princess Bride, The (1987) 21,277,649 Dead Man Walking (1995) 39,025,000
Indiana Jones and the Last Crusade (1989) 312,671,806 English Patient, The (1996) 111,415,132 Trainspotting (1996) 16,501,785
It's a Wonderful Life (1946) 3,548,018 Mr. Holland's Opus (1995) 119,078,097 Forrest Gump (1994) 485,691,196
Monty Python and the Holy Grail (1974) 1,821,082 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Terminator 2: Judgment Day (1991) 207,064,802 Air Force One (1997) 250,384,803 To Kill a Mockingbird (1962) 20,629,846
Average 198,947,966 Average 221,022,816 Average 126,563,684

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
Outbreak (1995) 99,323,573
Gone with the Wind (1939) 200,155,278
E.T. the Extra-Terrestrial (1982) 259,597,332
Being There (1979) 30,177,511
Apocalypse Now (1979) 42,606,290
I.Q. (1994) 26,372,663
Back to the Future (1985) 303,398,294
For Whom the Bell Tolls (1943) 7,100,000
Star Trek: First Contact (1996) 207,001,027
Farewell to Arms, A (1932) 16,000,000
Mighty Aphrodite (1995) 6,700,000
Blade Runner (1982) 1,445,283
Alien (1979) 42,285,739
Annie Hall (1977) 57,253,791
2001: A Space Odyssey (1968) 25,761,621
Clockwork Orange, A (1971) 38,589,355
Twister (1996) 375,152,715
Grifters, The (1990) 13,446,769
Silence of the Lambs, The (1991) 137,332,208
Stand by Me (1986) 69,411,304
True Lies (1994) 226,261,000
Philadelphia Story, The (1940) 3,000,000
Godfather, The (1972) 291,702,411
Killing Zoe (1994) 418,953
Pretty Woman (1990) 260,311,268
Dragonheart (1996) 51,317,350
Casablanca (1942) 5,806,467
Bound (1996) 3,798,532
Birds, The (1963) 16,493,900
Matilda (1996) 33,084,249
Jumanji (1995) 152,675,249
Seven (Se7en) (1995) 143,225,000
Citizen Kane (1941) 1,640,769
Cape Fear (1991) 118,590,000
Fargo (1996) 24,611,975
Star Trek IV: The Voyage Home (1986) 124,751,249
Great Dictator, The (1940) 395,872
Hunt for Red October, The (1990) 179,209,868
Lion King, The (1994) 188,740,944
Groundhog Day (1993) 103,406,973
Diabolique (1996) 17,000,000
Leaving Las Vegas (1995) 31,968,347
Rebel Without a Cause (1955) 4,600,000
Cool Hand Luke (1967) 7,300,000
Independence Day (ID4) (1996) 483,359,255
Killing Fields, The (1984) 50,509,720
Broken Arrow (1996) 105,069,070
Ben-Hur (1959) 106,992,000
Phenomenon (1996) 155,732,573
Mission: Impossible (1996) 274,049,639
Legends of the Fall (1994) 98,628,842
Pink Floyd - The Wall (1982) 14,844,106
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Santa Clause, The (1994) 139,225,854
Man Without a Face, The (1993) 24,760,338
Raging Bull (1980) 49,034
Chinatown (1974) 42,400,000
North by Northwest (1959) 19,977,527
Babe (1995) 66,600,000
When Harry Met Sally... (1989) 134,613,546
Full Metal Jacket (1987) 69,057,676
My Favorite Year (1982) 20,123,620
Godfather: Part II, The (1974) 87,973,000
Shawshank Redemption, The (1994) 28,341,469
Psycho (1960) 43,200,000
Braveheart (1995) 110,286,945
Aladdin (1992) 328,782,825
Father of the Bride Part II (1995) 112,794,000
Taxi Driver (1976) 33,669,000
Bridge on the River Kwai, The (1957) 50,495,000
Toy Story (1995) 133,344,903
To Catch a Thief (1955) 13,250,000
Mary Shelley's Frankenstein (1994) 22,006,296
Stargate (1994) 105,565,669
Mary Poppins (1964) 133,300,000
Twelve Monkeys (1995) 82,512,000
Murder at 1600 (1997) 25,826,788
Aliens (1986) 121,385,096
Apollo 13 (1995) 94,378,651
Mrs. Doubtfire (1993) 330,200,000
Mr. Smith Goes to Washington (1939) 1,500,000
Boot, Das (1981) 11,433,134
Star Trek III: The Search for Spock (1984) 106,458,579
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Jack (1996) 84,189,393
Around the World in 80 Days (1956) 23,120,000
Patton (1970) 89,800,000
Empire Strikes Back, The (1980) 225,554,189
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Speed (1994) 121,248,145
Good, The Bad and The Ugly, The (1966) 19,000,000
Star Trek: Generations (1994) 111,368,868
Lawrence of Arabia (1962) 20,652,481
Ransom (1996) 207,758,522
Men in Black (1997) 367,992,228
Glory (1989) 100,326
Carrie (1976) 49,007,514
African Queen, The (1951) 4,300,000
Assassins (1995) 30,306,268
Amadeus (1984) 23,401,401
Jurassic Park (1993) 563,476,625
Return of the Jedi (1983) 500,773,409
Crimson Tide (1995) 135,266,000
Clear and Present Danger (1994) 176,112,710
Dave (1993) 93,370,710
Average 103,549,047
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