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 Princess Bride, The (1987) 21,277,649
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Twelve Monkeys (1995) 82,512,000
Usual Suspects, The (1995) 1,120,000 Contact (1997) 149,887,543 Babe (1995) 66,600,000
Princess Bride, The (1987) 21,277,649 Titanic (1997) 600,779,824 Brazil (1985) 6,500,000
Amadeus (1984) 23,401,401 Toy Story (1995) 133,344,903 Secrets & Lies (1996) 13,417,292
Monty Python and the Holy Grail (1974) 1,821,082 Empire Strikes Back, The (1980) 225,554,189 It's a Wonderful Life (1946) 3,548,018
Return of the Jedi (1983) 500,773,409 Usual Suspects, The (1995) 1,120,000 Amadeus (1984) 23,401,401
Citizen Kane (1941) 1,640,769 Princess Bride, The (1987) 21,277,649 Aliens (1986) 121,385,096
It's a Wonderful Life (1946) 3,548,018 Full Monty, The (1997) 45,857,453 Usual Suspects, The (1995) 1,120,000
Blade Runner (1982) 1,445,283 L.A. Confidential (1997) 64,604,977 Empire Strikes Back, The (1980) 225,554,189
Average 151,243,546 Average 247,505,361 Average 56,531,564

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
To Catch a Thief (1955) 13,250,000
Twelfth Night (1996) 551,545
What's Eating Gilbert Grape (1993) 9,170,214
Dead Man Walking (1995) 39,025,000
Forrest Gump (1994) 485,691,196
Mary Poppins (1964) 133,300,000
Notorious (1946) 12,800,000
Father of the Bride (1950) 4,054,400
Kicking and Screaming (1995) 704,543
Nell (1994) 33,592,700
Some Kind of Wonderful (1987) 18,553,948
Farewell to Arms, A (1932) 16,000,000
Kiss the Girls (1997) 86,753,012
Raising Arizona (1987) 22,847,564
House of Yes, The (1997) 617,403
Orlando (1993) 5,289,772
Rebel Without a Cause (1955) 4,600,000
Speed (1994) 121,248,145
Silence of the Lambs, The (1991) 137,332,208
Die Hard (1988) 116,707,729
Carlito's Way (1993) 56,948,322
Rebecca (1940) 1,526,957
Gone with the Wind (1939) 200,155,278
Psycho (1960) 43,200,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Burnt By the Sun (1994) 2,616,503
Schindler's List (1993) 140,409,248
Dead Poets Society (1989) 144,288,116
Sense and Sensibility (1995) 62,493,774
Conspiracy Theory (1997) 111,189,998
Stand by Me (1986) 69,411,304
Roman Holiday (1953) 8,000,000
Fried Green Tomatoes (1991) 117,503,000
Three Colors: White (1994) 1,464,625
To Kill a Mockingbird (1962) 20,629,846
Little Women (1994) 75,083,616
Cat on a Hot Tin Roof (1958) 26,355,486
Everyone Says I Love You (1996) 9,714,482
Dolores Claiborne (1994) 24,361,867
Fargo (1996) 24,611,975
Apollo 13 (1995) 94,378,651
Stealing Beauty (1996) 4,573,330
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Smoke (1995) 8,349,430
Rob Roy (1995) 31,600,000
Hamlet (1996) 4,414,535
Murder in the First (1995) 17,382,000
Shawshank Redemption, The (1994) 28,341,469
Pulp Fiction (1994) 84,022,201
Six Degrees of Separation (1993) 6,410,676
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Seven (Se7en) (1995) 143,225,000
Ransom (1996) 207,758,522
Cyrano de Bergerac (1990) 5,820,020
Emma (1996) 22,201,883
All About Eve (1950) 4,210,177
People vs. Larry Flynt, The (1996) 20,191,312
Walking and Talking (1996) 1,277,257
Ice Storm, The (1997) 7,837,632
Rear Window (1954) 6,759,601
Remains of the Day, The (1993) 22,954,968
Breakfast at Tiffany's (1961) 15,500,000
Casablanca (1942) 5,806,467
Four Weddings and a Funeral (1994) 75,888,832
Braveheart (1995) 110,286,945
In the Name of the Father (1993) 25,096,862
Back to the Future (1985) 303,398,294
GoodFellas (1990) 67,336,394
Manhattan (1979) 39,900,000
Cape Fear (1991) 118,590,000
Henry V (1989) 10,161,099
Birds, The (1963) 16,493,900
Ulee's Gold (1997) 9,054,736
Taxi Driver (1976) 33,669,000
English Patient, The (1996) 111,415,132
Philadelphia (1993) 114,946,440
Much Ado About Nothing (1993) 22,551,000
Little Princess, A (1995) 10,019,307
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Vertigo (1958) 7,024,928
Dial M for Murder (1954) 3,012,562
Godfather, The (1972) 291,702,411
Seven Years in Tibet (1997) 37,901,509
Three Colors: Red (1994) 4,043,686
Scream (1996) 103,001,286
Shadowlands (1993) 25,842,000
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Chasing Amy (1997) 12,006,514
Jaws (1975) 199,275,376
Annie Hall (1977) 57,253,791
Boogie Nights (1997) 26,384,919
Clerks (1994) 3,151,130
Godfather: Part II, The (1974) 87,973,000
When Harry Met Sally... (1989) 134,613,546
Manny & Lo (1996) 502,313
Welcome to the Dollhouse (1995) 4,429,002
Average 59,829,747
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