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 To Kill a Mockingbird (1962) 20,629,846
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Braveheart (1995) 110,286,945
To Kill a Mockingbird (1962) 20,629,846 Return of the Jedi (1983) 500,773,409 Apollo 13 (1995) 94,378,651
Princess Bride, The (1987) 21,277,649 Contact (1997) 149,887,543 Psycho (1960) 43,200,000
Return of the Jedi (1983) 500,773,409 Toy Story (1995) 133,344,903 Princess Bride, The (1987) 21,277,649
It's a Wonderful Life (1946) 3,548,018 Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409
Usual Suspects, The (1995) 1,120,000 Princess Bride, The (1987) 21,277,649 Lone Star (1996) 13,269,963
Citizen Kane (1941) 1,640,769 Usual Suspects, The (1995) 1,120,000 It Happened One Night (1934) 2,000,000
Braveheart (1995) 110,286,945 L.A. Confidential (1997) 64,604,977 Empire Strikes Back, The (1980) 225,554,189
English Patient, The (1996) 111,415,132 To Kill a Mockingbird (1962) 20,629,846 Vertigo (1958) 7,024,928
Average 172,809,962 Average 196,046,131 Average 103,839,558

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
Groundhog Day (1993) 103,406,973
Showgirls (1995) 20,302,961
Good, The Bad and The Ugly, The (1966) 19,000,000
Young Frankenstein (1974) 125,123,000
Some Like It Hot (1959) 33,300,000
Menace II Society (1993) 27,900,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
To Live (Huozhe) (1994) 2,332,728
Hoop Dreams (1994) 7,830,611
Priest (1994) 4,176,932
Silence of the Lambs, The (1991) 137,332,208
Cinderella (1950) 75,188,149
Around the World in 80 Days (1956) 23,120,000
Unbearable Lightness of Being, The (1988) 10,006,806
East of Eden (1955) 5,000,000
Forrest Gump (1994) 485,691,196
Full Monty, The (1997) 45,857,453
Dances with Wolves (1990) 265,746,848
Chinatown (1974) 42,400,000
Patton (1970) 89,800,000
Speed (1994) 121,248,145
Jurassic Park (1993) 563,476,625
Leaving Las Vegas (1995) 31,968,347
Titanic (1997) 600,779,824
Once Were Warriors (1994) 2,201,126
Muriel's Wedding (1994) 15,185,594
Men in Black (1997) 367,992,228
Amadeus (1984) 23,401,401
Raise the Red Lantern (1991) 2,603,061
E.T. the Extra-Terrestrial (1982) 259,597,332
Pulp Fiction (1994) 84,022,201
Boot, Das (1981) 11,433,134
Austin Powers: International Man of Mystery (1997) 78,171,630
My Left Foot (1989) 14,743,391
Rear Window (1954) 6,759,601
Lion King, The (1994) 188,740,944
Secret Garden, The (1993) 30,000,000
Rebel Without a Cause (1955) 4,600,000
Casablanca (1942) 5,806,467
Alaska (1996) 11,567,023
Air Bud (1997) 23,125,940
Raging Bull (1980) 49,034
Ed Wood (1994) 5,887,457
Postino, Il (1994) 20,681,301
Miracle on 34th Street (1994) 17,193,886
Dead Poets Society (1989) 144,288,116
Gandhi (1982) 77,737,889
Sling Blade (1996) 24,475,416
Back to the Future (1985) 303,398,294
Sense and Sensibility (1995) 62,493,774
Jaws (1975) 199,275,376
Aladdin (1992) 328,782,825
Philadelphia (1993) 114,946,440
Fargo (1996) 24,611,975
African Queen, The (1951) 4,300,000
Beauty and the Beast (1991) 94,902,028
Schindler's List (1993) 140,409,248
Donnie Brasco (1997) 60,851,988
Bridges of Madison County, The (1995) 105,823,517
Bonnie and Clyde (1967) 72,800,000
When Harry Met Sally... (1989) 134,613,546
Godfather: Part II, The (1974) 87,973,000
Lawrence of Arabia (1962) 20,652,481
Philadelphia Story, The (1940) 3,000,000
Taxi Driver (1976) 33,669,000
Gone with the Wind (1939) 200,155,278
Independence Day (ID4) (1996) 483,359,255
Giant (1956) 14,169,928
Godfather, The (1972) 291,702,411
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Monty Python and the Holy Grail (1974) 1,821,082
Four Weddings and a Funeral (1994) 75,888,832
Cool Hand Luke (1967) 7,300,000
Killing Fields, The (1984) 50,509,720
Ran (1985) 113,948
Fly Away Home (1996) 24,506,082
Fried Green Tomatoes (1991) 117,503,000
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
2001: A Space Odyssey (1968) 25,761,621
Apocalypse Now (1979) 42,606,290
Shawshank Redemption, The (1994) 28,341,469
Dead Man Walking (1995) 39,025,000
Field of Dreams (1989) 94,962,625
That Thing You Do! (1996) 25,809,813
Average 94,240,625
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