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
Shawshank Redemption, The (1994) 28,341,469 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Braveheart (1995) 110,286,945
Princess Bride, The (1987) 21,277,649 English Patient, The (1996) 111,415,132 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Dances with Wolves (1990) 265,746,848
It's a Wonderful Life (1946) 3,548,018 Shawshank Redemption, The (1994) 28,341,469 Bridge on the River Kwai, The (1957) 50,495,000
Braveheart (1995) 110,286,945 Pulp Fiction (1994) 84,022,201 Field of Dreams (1989) 94,962,625
Return of the Jedi (1983) 500,773,409 Princess Bride, The (1987) 21,277,649 Indiana Jones and the Last Crusade (1989) 312,671,806
One Flew Over the Cuckoo's Nest (1975) 171,940,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Apocalypse Now (1979) 42,606,290
Amadeus (1984) 23,401,401 Braveheart (1995) 110,286,945 Boot, Das (1981) 11,433,134
Forrest Gump (1994) 485,691,196 Amadeus (1984) 23,401,401 Monty Python and the Holy Grail (1974) 1,821,082
Average 145,389,426 Average 122,595,772 Average 114,598,593

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
Apt Pupil (1998) 8,838,938
Seven (Se7en) (1995) 143,225,000
Tomorrow Never Dies (1997) 184,221,129
Casablanca (1942) 5,806,467
When Harry Met Sally... (1989) 134,613,546
Gandhi (1982) 77,737,889
Speed (1994) 121,248,145
Ghost (1990) 226,931,306
Notorious (1946) 12,800,000
To Kill a Mockingbird (1962) 20,629,846
Usual Suspects, The (1995) 1,120,000
Sense and Sensibility (1995) 62,493,774
Titanic (1997) 600,779,824
Fish Called Wanda, A (1988) 93,259,712
Mary Poppins (1964) 133,300,000
Apollo 13 (1995) 94,378,651
Star Wars (1977) 731,853,665
Leaving Las Vegas (1995) 31,968,347
Good Will Hunting (1997) 192,328,280
Alien (1979) 42,285,739
Toy Story (1995) 133,344,903
Piano, The (1993) 40,158,000
Schindler's List (1993) 140,409,248
Babe (1995) 66,600,000
Godfather, The (1972) 291,702,411
Psycho (1960) 43,200,000
Empire Strikes Back, The (1980) 225,554,189
Godfather: Part II, The (1974) 87,973,000
Amistad (1997) 44,175,394
Dial M for Murder (1954) 3,012,562
On Golden Pond (1981) 80,430,967
Four Weddings and a Funeral (1994) 75,888,832
Legends of the Fall (1994) 98,628,842
Jumanji (1995) 152,675,249
Silence of the Lambs, The (1991) 137,332,208
Gone with the Wind (1939) 200,155,278
Unforgiven (1992) 119,081,912
North by Northwest (1959) 19,977,527
Rebecca (1940) 1,526,957
Miracle on 34th Street (1994) 17,193,886
E.T. the Extra-Terrestrial (1982) 259,597,332
Lion King, The (1994) 188,740,944
My Fair Lady (1964) 42,805,000
Aliens (1986) 121,385,096
All About Eve (1950) 4,210,177
Average 122,568,448
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