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
Silence of the Lambs, The (1991) 137,332,208 Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Silence of the Lambs, The (1991) 137,332,208 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Shawshank Redemption, The (1994) 28,341,469
Shawshank Redemption, The (1994) 28,341,469 Toy Story (1995) 133,344,903 Independence Day (ID4) (1996) 483,359,255
Princess Bride, The (1987) 21,277,649 Shawshank Redemption, The (1994) 28,341,469 Godfather, The (1972) 291,702,411
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Princess Bride, The (1987) 21,277,649 Rear Window (1954) 6,759,601
Usual Suspects, The (1995) 1,120,000 Casablanca (1942) 5,806,467 Princess Bride, The (1987) 21,277,649
Rear Window (1954) 6,759,601 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Godfather: Part II, The (1974) 87,973,000
Braveheart (1995) 110,286,945 Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000
Average 91,497,599 Average 108,116,189 Average 120,408,130

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
Star Wars (1977) 731,853,665
Ulee's Gold (1997) 9,054,736
Groundhog Day (1993) 103,406,973
Smoke (1995) 8,349,430
Star Trek: The Wrath of Khan (1982) 118,633,541
Apt Pupil (1998) 8,838,938
Sneakers (1992) 75,733,000
Sling Blade (1996) 24,475,416
Fargo (1996) 24,611,975
Mission: Impossible (1996) 274,049,639
Star Trek III: The Search for Spock (1984) 106,458,579
Waterworld (1995) 130,604,220
Victor/Victoria (1982) 28,215,453
Sleepless in Seattle (1993) 191,463,006
Young Frankenstein (1974) 125,123,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Pather Panchali (1955) 536,364
Annie Hall (1977) 57,253,791
Sunset Blvd. (1950) 7,500,000
Paris, Texas (1984) 2,164,507
Top Gun (1986) 256,050,237
Fantasia (1940) 49,310,882
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
GoldenEye (1995) 146,028,496
Being There (1979) 30,177,511
Meet Me in St. Louis (1944) 12,698,200
Pulp Fiction (1994) 84,022,201
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Dances with Wolves (1990) 265,746,848
Monty Python and the Holy Grail (1974) 1,821,082
Ace Ventura: Pet Detective (1994) 106,217,000
Diva (1981) 108,372
Cat People (1982) 5,694,940
Much Ado About Nothing (1993) 22,551,000
Fried Green Tomatoes (1991) 117,503,000
Brazil (1985) 6,500,000
Henry V (1989) 10,161,099
L.A. Confidential (1997) 64,604,977
Rebel Without a Cause (1955) 4,600,000
Men in Black (1997) 367,992,228
Unbearable Lightness of Being, The (1988) 10,006,806
Jerry Maguire (1996) 228,557,864
Empire Strikes Back, The (1980) 225,554,189
2001: A Space Odyssey (1968) 25,761,621
What's Eating Gilbert Grape (1993) 9,170,214
Butch Cassidy and the Sundance Kid (1969) 145,314,187
To Kill a Mockingbird (1962) 20,629,846
Get Shorty (1995) 103,619,110
East of Eden (1955) 5,000,000
Mighty Aphrodite (1995) 6,700,000
My Favorite Year (1982) 20,123,620
High Noon (1952) 7,150,000
Jumanji (1995) 152,675,249
Batman & Robin (1997) 165,777,671
Home Alone (1990) 425,860,243
As Good As It Gets (1997) 215,563,842
Tie Me Up! Tie Me Down! (1990) 4,087,361
While You Were Sleeping (1995) 119,964,016
Around the World in 80 Days (1956) 23,120,000
M*A*S*H (1970) 109,920,000
Die Hard: With a Vengeance (1995) 147,009,359
Fish Called Wanda, A (1988) 93,259,712
Dave (1993) 93,370,710
Barbarella (1968) 6,113,285
Return of the Pink Panther, The (1974) 37,170,000
Tin Men (1987) 25,411,386
Star Trek: The Motion Picture (1979) 95,658,976
Blade Runner (1982) 1,445,283
Cinema Paradiso (1988) 392,045
Bridge on the River Kwai, The (1957) 50,495,000
Thirty-Two Short Films About Glenn Gould (1993) 1,567,543
Jurassic Park (1993) 563,476,625
Widows' Peak (1994) 6,243,722
Breakfast at Tiffany's (1961) 15,500,000
Grease (1978) 96,605,260
Big Lebowski, The (1998) 17,439,163
English Patient, The (1996) 111,415,132
Sleeper (1973) 18,344,729
It Could Happen to You (1994) 37,800,323
Four Weddings and a Funeral (1994) 75,888,832
Manhattan Murder Mystery (1993) 11,285,588
Amadeus (1984) 23,401,401
Top Hat (1935) 1,782,000
Ulee's Gold (1997) 9,054,736
Die Hard 2 (1990) 120,083,665
Singin' in the Rain (1952) 7,665,000
Die Hard (1988) 116,707,729
Back to the Future (1985) 303,398,294
Forrest Gump (1994) 485,691,196
Secret Garden, The (1993) 30,000,000
Dead Poets Society (1989) 144,288,116
Terminator 2: Judgment Day (1991) 207,064,802
Citizen Kane (1941) 1,640,769
Return of the Jedi (1983) 500,773,409
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Streetcar Named Desire, A (1951) 4,414,474
Orlando (1993) 5,289,772
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Batman (1989) 401,685,407
Mary Poppins (1964) 133,300,000
Average 100,271,701
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