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 Fargo (1996) 24,611,975
Empire Strikes Back, The (1980) 225,554,189 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000
Fargo (1996) 24,611,975 Return of the Jedi (1983) 500,773,409 Trainspotting (1996) 16,501,785
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543
Godfather, The (1972) 291,702,411 English Patient, The (1996) 111,415,132 Empire Strikes Back, The (1980) 225,554,189
Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208 Alien (1979) 42,285,739
Blade Runner (1982) 1,445,283 Toy Story (1995) 133,344,903 Casablanca (1942) 5,806,467
Alien (1979) 42,285,739 Empire Strikes Back, The (1980) 225,554,189 Blade Runner (1982) 1,445,283
Toy Story (1995) 133,344,903 Air Force One (1997) 250,384,803 Manchurian Candidate, The (1962) 4,180,630
Average 223,879,132 Average 255,686,023 Average 69,011,781

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
Seven (Se7en) (1995) 143,225,000
Natural Born Killers (1994) 72,282,766
With Honors (1994) 20,043,254
Princess Bride, The (1987) 21,277,649
True Lies (1994) 226,261,000
Back to the Future (1985) 303,398,294
Dave (1993) 93,370,710
Sneakers (1992) 75,733,000
Shallow Grave (1994) 2,881,508
Being There (1979) 30,177,511
Clear and Present Danger (1994) 176,112,710
Blue in the Face (1995) 1,275,999
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Usual Suspects, The (1995) 1,120,000
Evil Dead II (1987) 5,923,044
Amistad (1997) 44,175,394
Get Shorty (1995) 103,619,110
Monty Python and the Holy Grail (1974) 1,821,082
Shawshank Redemption, The (1994) 28,341,469
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Spitfire Grill, The (1996) 12,643,776
Austin Powers: International Man of Mystery (1997) 78,171,630
In the Line of Fire (1993) 151,314,283
Pulp Fiction (1994) 84,022,201
Schindler's List (1993) 140,409,248
City of Lost Children, The (1995) 1,513,028
Tomorrow Never Dies (1997) 184,221,129
Tommy Boy (1995) 32,700,000
Postino, Il (1994) 20,681,301
Indiana Jones and the Last Crusade (1989) 312,671,806
L.A. Confidential (1997) 64,604,977
Die Hard: With a Vengeance (1995) 147,009,359
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Citizen Kane (1941) 1,640,769
Under Siege 2: Dark Territory (1995) 73,286,083
Speed (1994) 121,248,145
Batman Returns (1992) 262,844,850
Groundhog Day (1993) 103,406,973
Don Juan DeMarco (1995) 22,200,000
While You Were Sleeping (1995) 119,964,016
Under Siege (1992) 120,463,139
Braveheart (1995) 110,286,945
Apocalypse Now (1979) 42,606,290
Cinema Paradiso (1988) 392,045
Four Weddings and a Funeral (1994) 75,888,832
Wedding Singer, The (1998) 114,729,850
Bean (1997) 45,298,656
Fly Away Home (1996) 24,506,082
It's a Wonderful Life (1946) 3,548,018
Ed Wood (1994) 5,887,457
Jackie Brown (1997) 39,647,595
Titanic (1997) 600,779,824
Nick of Time (1995) 7,439,392
Smoke (1995) 8,349,430
Bottle Rocket (1996) 1,040,879
Nightmare Before Christmas, The (1993) 22,782,289
Casino (1995) 62,726,000
Full Monty, The (1997) 45,857,453
Army of Darkness (1993) 11,502,976
Pink Floyd - The Wall (1982) 14,844,106
Clerks (1994) 3,151,130
Apt Pupil (1998) 8,838,938
Dark City (1998) 14,337,579
GoodFellas (1990) 67,336,394
Primal Fear (1996) 80,646,667
GoldenEye (1995) 146,028,496
Englishman Who Went Up a Hill, But Came Down a Mountain, The (1995) 10,904,930
Terminator 2: Judgment Day (1991) 207,064,802
Hudsucker Proxy, The (1994) 2,869,369
True Romance (1993) 12,281,500
Die Hard 2 (1990) 120,083,665
Swingers (1996) 4,505,922
This Is Spinal Tap (1984) 188,751
Top Gun (1986) 256,050,237
Brazil (1985) 6,500,000
Devil in a Blue Dress (1995) 16,030,096
Average 75,234,586
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