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
Godfather, The (1972) 291,702,411 Godfather, The (1972) 291,702,411 Shawshank Redemption, The (1994) 28,341,469
Schindler's List (1993) 140,409,248 English Patient, The (1996) 111,415,132 Clockwork Orange, A (1971) 38,589,355
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Schindler's List (1993) 140,409,248
Casablanca (1942) 5,806,467 Toy Story (1995) 133,344,903 Trainspotting (1996) 16,501,785
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 It's a Wonderful Life (1946) 3,548,018
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Schindler's List (1993) 140,409,248 Godfather, The (1972) 291,702,411
English Patient, The (1996) 111,415,132 Titanic (1997) 600,779,824 Big Night (1996) 11,881,039
Blade Runner (1982) 1,445,283 Shawshank Redemption, The (1994) 28,341,469 Manchurian Candidate, The (1962) 4,180,630
Toy Story (1995) 133,344,903 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Babe (1995) 66,600,000
Citizen Kane (1941) 1,640,769 Boot, Das (1981) 11,433,134 Blade Runner (1982) 1,445,283
Average 102,337,789 Average 177,658,587 Average 60,319,923

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
Full Monty, The (1997) 45,857,453
Strictly Ballroom (1992) 11,738,022
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Pulp Fiction (1994) 84,022,201
Bullets Over Broadway (1994) 13,383,737
Brazil (1985) 6,500,000
Annie Hall (1977) 57,253,791
Fargo (1996) 24,611,975
Jackie Chan's First Strike (1996) 14,511,338
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Mighty Aphrodite (1995) 6,700,000
Twelve Monkeys (1995) 82,512,000
M*A*S*H (1970) 109,920,000
African Queen, The (1951) 4,300,000
Return of the Jedi (1983) 500,773,409
Dead Man (1995) 1,025,488
My Left Foot (1989) 14,743,391
Empire Strikes Back, The (1980) 225,554,189
Rear Window (1954) 6,759,601
Dead Man Walking (1995) 39,025,000
Sense and Sensibility (1995) 62,493,774
Kolya (1996) 5,730,711
Back to the Future (1985) 303,398,294
Mr. Holland's Opus (1995) 119,078,097
Clerks (1994) 3,151,130
Manhattan (1979) 39,900,000
Taxi Driver (1976) 33,669,000
Monty Python and the Holy Grail (1974) 1,821,082
Matilda (1996) 33,084,249
Stand by Me (1986) 69,411,304
Star Wars (1977) 731,853,665
East of Eden (1955) 5,000,000
Home for the Holidays (1995) 17,518,220
Emma (1996) 22,201,883
Secrets & Lies (1996) 13,417,292
Usual Suspects, The (1995) 1,120,000
Two Bits (1995) 26,282
Farewell My Concubine (1993) 5,216,888
Terminator 2: Judgment Day (1991) 207,064,802
Raising Arizona (1987) 22,847,564
Indiana Jones and the Last Crusade (1989) 312,671,806
To Kill a Mockingbird (1962) 20,629,846
Crumb (1994) 3,174,695
Star Trek: First Contact (1996) 207,001,027
Scream (1996) 103,001,286
Sleepers (1996) 76,705,552
Lone Star (1996) 13,269,963
L.A. Confidential (1997) 64,604,977
Raise the Red Lantern (1991) 2,603,061
Amadeus (1984) 23,401,401
Hudsucker Proxy, The (1994) 2,869,369
Princess Bride, The (1987) 21,277,649
Streetcar Named Desire, A (1951) 4,414,474
Cool Hand Luke (1967) 7,300,000
James and the Giant Peach (1996) 28,900,101
Chinatown (1974) 42,400,000
City of Lost Children, The (1995) 1,513,028
Beavis and Butt-head Do America (1996) 90,162,233
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Leaving Las Vegas (1995) 31,968,347
Great Dictator, The (1940) 395,872
Beauty and the Beast (1991) 94,902,028
Being There (1979) 30,177,511
Antonia's Line (1995) 4,823,217
Average 64,929,649
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