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
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Amadeus (1984) 23,401,401
Usual Suspects, The (1995) 1,120,000 English Patient, The (1996) 111,415,132 Psycho (1960) 43,200,000
Blade Runner (1982) 1,445,283 Empire Strikes Back, The (1980) 225,554,189 Brazil (1985) 6,500,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twelve Monkeys (1995) 82,512,000 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Citizen Kane (1941) 1,640,769 Usual Suspects, The (1995) 1,120,000 To Kill a Mockingbird (1962) 20,629,846
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Titanic (1997) 600,779,824 Philadelphia Story, The (1940) 3,000,000
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Empire Strikes Back, The (1980) 225,554,189
Psycho (1960) 43,200,000 Blade Runner (1982) 1,445,283 Twelve Monkeys (1995) 82,512,000
Clockwork Orange, A (1971) 38,589,355 L.A. Confidential (1997) 64,604,977 Usual Suspects, The (1995) 1,120,000
Average 65,237,486 Average 154,966,819 Average 55,140,130

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
Boot, Das (1981) 11,433,134
Seven (Se7en) (1995) 143,225,000
High Noon (1952) 7,150,000
Wild Bunch, The (1969) 5,330,535
Dead Man Walking (1995) 39,025,000
Remains of the Day, The (1993) 22,954,968
Leaving Las Vegas (1995) 31,968,347
Touch of Evil (1958) 2,237,659
Alien (1979) 42,285,739
Richard III (1995) 2,600,000
Aliens (1986) 121,385,096
Sunset Blvd. (1950) 7,500,000
Fargo (1996) 24,611,975
Apollo 13 (1995) 94,378,651
Hamlet (1996) 4,414,535
Manchurian Candidate, The (1962) 4,180,630
Lone Star (1996) 13,269,963
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Day the Earth Stood Still, The (1951) 79,366,978
City of Lost Children, The (1995) 1,513,028
Vertigo (1958) 7,024,928
Die Hard 2 (1990) 120,083,665
Trainspotting (1996) 16,501,785
Lawrence of Arabia (1962) 20,652,481
Diva (1981) 108,372
Basquiat (1996) 2,961,991
Chinatown (1974) 42,400,000
Princess Bride, The (1987) 21,277,649
Truth About Cats & Dogs, The (1996) 34,073,143
Much Ado About Nothing (1993) 22,551,000
Pulp Fiction (1994) 84,022,201
E.T. the Extra-Terrestrial (1982) 259,597,332
Secrets & Lies (1996) 13,417,292
Jaws (1975) 199,275,376
Cyrano de Bergerac (1990) 5,820,020
Air Force One (1997) 250,384,803
Die Hard (1988) 116,707,729
Monty Python and the Holy Grail (1974) 1,821,082
Hunt for Red October, The (1990) 179,209,868
Sling Blade (1996) 24,475,416
Godfather, The (1972) 291,702,411
Singin' in the Rain (1952) 7,665,000
2001: A Space Odyssey (1968) 25,761,621
Henry V (1989) 10,161,099
Fish Called Wanda, A (1988) 93,259,712
Rumble in the Bronx (1995) 32,333,860
Quiz Show (1994) 24,822,619
When We Were Kings (1996) 2,666,118
Cool Hand Luke (1967) 7,300,000
Some Like It Hot (1959) 33,300,000
Reservoir Dogs (1992) 2,687,008
Rebecca (1940) 1,526,957
Face/Off (1997) 163,746,077
This Is Spinal Tap (1984) 188,751
Apocalypse Now (1979) 42,606,290
Silence of the Lambs, The (1991) 137,332,208
Killing Fields, The (1984) 50,509,720
East of Eden (1955) 5,000,000
Freeway (1996) 295,493
Toy Story (1995) 133,344,903
Shallow Grave (1994) 2,881,508
Bridge on the River Kwai, The (1957) 50,495,000
Cat on a Hot Tin Roof (1958) 26,355,486
Hoop Dreams (1994) 7,830,611
Terminator 2: Judgment Day (1991) 207,064,802
GoldenEye (1995) 146,028,496
Shawshank Redemption, The (1994) 28,341,469
Grosse Pointe Blank (1997) 28,014,536
Star Wars (1977) 731,853,665
Sabrina (1954) 14,000,000
Swingers (1996) 4,505,922
Rear Window (1954) 6,759,601
Return of the Jedi (1983) 500,773,409
Mary Poppins (1964) 133,300,000
Swimming with Sharks (1995) 376,928
Star Trek: The Wrath of Khan (1982) 118,633,541
Unforgiven (1992) 119,081,912
Jean de Florette (1986) 4,940,939
Casablanca (1942) 5,806,467
American in Paris, An (1951) 12,505,000
Average 66,261,956
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