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
Braveheart (1995) 110,286,945 Godfather, The (1972) 291,702,411 Braveheart (1995) 110,286,945
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411
Monty Python and the Holy Grail (1974) 1,821,082 Braveheart (1995) 110,286,945 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Titanic (1997) 600,779,824 Die Hard (1988) 116,707,729
Casablanca (1942) 5,806,467 Pulp Fiction (1994) 84,022,201 Aliens (1986) 121,385,096
Dances with Wolves (1990) 265,746,848 Air Force One (1997) 250,384,803 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Amadeus (1984) 23,401,401 Men in Black (1997) 367,992,228 Babe (1995) 66,600,000
Hunt for Red October, The (1990) 179,209,868 Monty Python and the Holy Grail (1974) 1,821,082 Men in Black (1997) 367,992,228
Die Hard (1988) 116,707,729 Twelve Monkeys (1995) 82,512,000 Miracle on 34th Street (1994) 17,193,886
Average 110,331,692 Average 196,400,101 Average 120,557,709

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
E.T. the Extra-Terrestrial (1982) 259,597,332
Terminator 2: Judgment Day (1991) 207,064,802
Sabrina (1995) 76,780,029
Beauty and the Beast (1991) 94,902,028
Grumpier Old Men (1995) 105,662,663
Silence of the Lambs, The (1991) 137,332,208
Executive Decision (1996) 93,638,632
Psycho (1960) 43,200,000
Forrest Gump (1994) 485,691,196
In the Line of Fire (1993) 151,314,283
Rear Window (1954) 6,759,601
Forget Paris (1995) 33,194,500
Independence Day (ID4) (1996) 483,359,255
Hoop Dreams (1994) 7,830,611
Clean Slate (1994) 7,503,192
Aristocats, The (1970) 43,914,658
Indiana Jones and the Last Crusade (1989) 312,671,806
Only You (1994) 20,042,048
Mission: Impossible (1996) 274,049,639
That Thing You Do! (1996) 25,809,813
French Kiss (1995) 38,900,000
Star Trek: Generations (1994) 111,368,868
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Back to the Future (1985) 303,398,294
Pinocchio (1940) 59,305,559
Bedknobs and Broomsticks (1971) 838,193
American President, The (1995) 95,000,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Associate, The (1996) 12,772,657
Star Trek: First Contact (1996) 207,001,027
Unforgettable (1996) 2,780,278
Speed (1994) 121,248,145
M*A*S*H (1970) 109,920,000
Usual Suspects, The (1995) 1,120,000
Jurassic Park (1993) 563,476,625
Sleepless in Seattle (1993) 191,463,006
Apollo 13 (1995) 94,378,651
Murder in the First (1995) 17,382,000
Cinderella (1950) 75,188,149
Shadowlands (1993) 25,842,000
Alien (1979) 42,285,739
Jaws (1975) 199,275,376
Up Close and Personal (1996) 74,045,801
Dave (1993) 93,370,710
Dead Poets Society (1989) 144,288,116
Empire Strikes Back, The (1980) 225,554,189
It's a Wonderful Life (1946) 3,548,018
Field of Dreams (1989) 94,962,625
Ransom (1996) 207,758,522
Clear and Present Danger (1994) 176,112,710
Santa Clause, The (1994) 139,225,854
Twister (1996) 375,152,715
Vertigo (1958) 7,024,928
When Harry Met Sally... (1989) 134,613,546
Aladdin (1992) 328,782,825
Star Trek IV: The Voyage Home (1986) 124,751,249
Firm, The (1993) 686,502
Michael (1996) 144,887,370
Toy Story (1995) 133,344,903
Bridges of Madison County, The (1995) 105,823,517
Multiplicity (1996) 20,101,861
To Kill a Mockingbird (1962) 20,629,846
Mr. Holland's Opus (1995) 119,078,097
Short Cuts (1993) 6,110,979
Star Trek III: The Search for Spock (1984) 106,458,579
Princess Bride, The (1987) 21,277,649
Much Ado About Nothing (1993) 22,551,000
True Lies (1994) 226,261,000
Star Trek: The Wrath of Khan (1982) 118,633,541
Outbreak (1995) 99,323,573
Father of the Bride Part II (1995) 112,794,000
First Knight (1995) 37,600,435
Preacher's Wife, The (1996) 69,743,611
Quiz Show (1994) 24,822,619
Phenomenon (1996) 155,732,573
Top Gun (1986) 256,050,237
Groundhog Day (1993) 103,406,973
Courage Under Fire (1996) 87,335,823
Jerry Maguire (1996) 228,557,864
Ghost (1990) 226,931,306
Mary Poppins (1964) 133,300,000
While You Were Sleeping (1995) 119,964,016
Unforgiven (1992) 119,081,912
2001: A Space Odyssey (1968) 25,761,621
Shawshank Redemption, The (1994) 28,341,469
Rudy (1993) 22,750,363
Sneakers (1992) 75,733,000
Cool Hand Luke (1967) 7,300,000
Star Trek VI: The Undiscovered Country (1991) 110,888,996
Liar Liar (1997) 277,327,280
Black Sheep (1996) 32,377,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Schindler's List (1993) 140,409,248
Star Wars (1977) 731,853,665
Lion King, The (1994) 188,740,944
With Honors (1994) 20,043,254
Return of the Jedi (1983) 500,773,409
Maverick (1994) 151,131,272
GoldenEye (1995) 146,028,496
Jumanji (1995) 152,675,249
Mr. Smith Goes to Washington (1939) 1,500,000
Philadelphia (1993) 114,946,440
Nutty Professor, The (1996) 185,482,745
Searching for Bobby Fischer (1993) 7,266,383
Primal Fear (1996) 80,646,667
Average 127,378,890
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