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 Fargo (1996) 24,611,975 Silence of the Lambs, The (1991) 137,332,208
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411
Pulp Fiction (1994) 84,022,201 Silence of the Lambs, The (1991) 137,332,208 Fargo (1996) 24,611,975
Monty Python and the Holy Grail (1974) 1,821,082 Toy Story (1995) 133,344,903 Boot, Das (1981) 11,433,134
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Brazil (1985) 6,500,000
Shawshank Redemption, The (1994) 28,341,469 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Usual Suspects, The (1995) 1,120,000 Shawshank Redemption, The (1994) 28,341,469 It's a Wonderful Life (1946) 3,548,018
It's a Wonderful Life (1946) 3,548,018 Monty Python and the Holy Grail (1974) 1,821,082 Psycho (1960) 43,200,000
Psycho (1960) 43,200,000 English Patient, The (1996) 111,415,132 Forrest Gump (1994) 485,691,196
Forrest Gump (1994) 485,691,196 Usual Suspects, The (1995) 1,120,000 Great Dictator, The (1940) 395,872
Average 110,139,056 Average 96,359,892 Average 108,843,701

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
Liar Liar (1997) 277,327,280
Crumb (1994) 3,174,695
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Sleeper (1973) 18,344,729
North by Northwest (1959) 19,977,527
Cyrano de Bergerac (1990) 5,820,020
Back to the Future (1985) 303,398,294
Schindler's List (1993) 140,409,248
Dead Poets Society (1989) 144,288,116
Mary Poppins (1964) 133,300,000
E.T. the Extra-Terrestrial (1982) 259,597,332
This Is Spinal Tap (1984) 188,751
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Jaws (1975) 199,275,376
Up in Smoke (1978) 69,890,893
Jumanji (1995) 152,675,249
Empire Strikes Back, The (1980) 225,554,189
Phenomenon (1996) 155,732,573
Aladdin (1992) 328,782,825
Jean de Florette (1986) 4,940,939
Six Degrees of Separation (1993) 6,410,676
To Catch a Thief (1955) 13,250,000
Monty Python's Life of Brian (1979) 646,124
Blade Runner (1982) 1,445,283
8 1/2 (1963) 50,690
2001: A Space Odyssey (1968) 25,761,621
Benny & Joon (1993) 23,202,734
Rear Window (1954) 6,759,601
Grifters, The (1990) 13,446,769
Clockwork Orange, A (1971) 38,589,355
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
Dave (1993) 93,370,710
Gone with the Wind (1939) 200,155,278
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Jurassic Park (1993) 563,476,625
That Thing You Do! (1996) 25,809,813
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Mediterraneo (1991) 4,532,791
Pink Floyd - The Wall (1982) 14,844,106
Manhattan (1979) 39,900,000
Gigi (1958) 13,208,725
Hunt for Red October, The (1990) 179,209,868
Philadelphia Story, The (1940) 3,000,000
Return of the Jedi (1983) 500,773,409
My Left Foot (1989) 14,743,391
Groundhog Day (1993) 103,406,973
African Queen, The (1951) 4,300,000
Being There (1979) 30,177,511
Notorious (1946) 12,800,000
Mrs. Doubtfire (1993) 330,200,000
All About Eve (1950) 4,210,177
Field of Dreams (1989) 94,962,625
Manhattan Murder Mystery (1993) 11,285,588
Kids in the Hall: Brain Candy (1996) 2,653,000
Cinema Paradiso (1988) 392,045
Birds, The (1963) 16,493,900
Piano, The (1993) 40,158,000
Sleepless in Seattle (1993) 191,463,006
Annie Hall (1977) 57,253,791
Highlander (1986) 5,735,847
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
My Fair Lady (1964) 42,805,000
Mystery Science Theater 3000: The Movie (1996) 1,004,821
Mission: Impossible (1996) 274,049,639
Pretty Woman (1990) 260,311,268
Raising Arizona (1987) 22,847,564
Chinatown (1974) 42,400,000
Batman (1989) 401,685,407
To Kill a Mockingbird (1962) 20,629,846
Return of the Pink Panther, The (1974) 37,170,000
Independence Day (ID4) (1996) 483,359,255
William Shakespeare's Romeo and Juliet (1996) 69,240,158
20,000 Leagues Under the Sea (1954) 11,000,000
Wings of Desire (1987) 3,806,540
Star Wars (1977) 731,853,665
Fish Called Wanda, A (1988) 93,259,712
Citizen Kane (1941) 1,640,769
Aliens (1986) 121,385,096
Ran (1985) 113,948
Clear and Present Danger (1994) 176,112,710
Charade (1963) 6,209,420
Little Princess, A (1995) 10,019,307
Lawrence of Arabia (1962) 20,652,481
Dances with Wolves (1990) 265,746,848
Bridge on the River Kwai, The (1957) 50,495,000
Casablanca (1942) 5,806,467
Vertigo (1958) 7,024,928
Stand by Me (1986) 69,411,304
Grease (1978) 96,605,260
Cool Hand Luke (1967) 7,300,000
Diva (1981) 108,372
Princess Bride, The (1987) 21,277,649
Lion King, The (1994) 188,740,944
Amadeus (1984) 23,401,401
Indiana Jones and the Last Crusade (1989) 312,671,806
When Harry Met Sally... (1989) 134,613,546
Sex, Lies, and Videotape (1989) 24,741,700
Average 96,738,842
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