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
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409 Contact (1997) 149,887,543 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Titanic (1997) 600,779,824 One Flew Over the Cuckoo's Nest (1975) 171,940,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Pulp Fiction (1994) 84,022,201 Amadeus (1984) 23,401,401
Forrest Gump (1994) 485,691,196 Empire Strikes Back, The (1980) 225,554,189 Aliens (1986) 121,385,096
Monty Python and the Holy Grail (1974) 1,821,082 English Patient, The (1996) 111,415,132 Rear Window (1954) 6,759,601
Amadeus (1984) 23,401,401 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Return of the Jedi (1983) 500,773,409
Rear Window (1954) 6,759,601 Boot, Das (1981) 11,433,134 Psycho (1960) 43,200,000
E.T. the Extra-Terrestrial (1982) 259,597,332 Twelve Monkeys (1995) 82,512,000 Monty Python and the Holy Grail (1974) 1,821,082
Aliens (1986) 121,385,096 Monty Python and the Holy Grail (1974) 1,821,082 Contact (1997) 149,887,543
Average 188,094,550 Average 194,013,851 Average 132,874,452

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
Dances with Wolves (1990) 265,746,848
When Harry Met Sally... (1989) 134,613,546
Star Wars (1977) 731,853,665
Alien (1979) 42,285,739
Unforgiven (1992) 119,081,912
Casablanca (1942) 5,806,467
Indiana Jones and the Last Crusade (1989) 312,671,806
Speed (1994) 121,248,145
Liar Liar (1997) 277,327,280
Clear and Present Danger (1994) 176,112,710
Jerry Maguire (1996) 228,557,864
Full Metal Jacket (1987) 69,057,676
Godfather, The (1972) 291,702,411
Princess Bride, The (1987) 21,277,649
Gandhi (1982) 77,737,889
Ransom (1996) 207,758,522
Menace II Society (1993) 27,900,000
Aladdin (1992) 328,782,825
Much Ado About Nothing (1993) 22,551,000
Searching for Bobby Fischer (1993) 7,266,383
Singin' in the Rain (1952) 7,665,000
Roman Holiday (1953) 8,000,000
Shawshank Redemption, The (1994) 28,341,469
It's a Wonderful Life (1946) 3,548,018
Blade Runner (1982) 1,445,283
Silence of the Lambs, The (1991) 137,332,208
Conspiracy Theory (1997) 111,189,998
Dave (1993) 93,370,710
Cool Hand Luke (1967) 7,300,000
Beauty and the Beast (1991) 94,902,028
Braveheart (1995) 110,286,945
Usual Suspects, The (1995) 1,120,000
Groundhog Day (1993) 103,406,973
Air Force One (1997) 250,384,803
Babe (1995) 66,600,000
Fargo (1996) 24,611,975
Alien: Resurrection (1997) 47,748,610
Mr. Holland's Opus (1995) 119,078,097
My Fair Lady (1964) 42,805,000
Scream 2 (1997) 140,865,935
Mirror Has Two Faces, The (1996) 59,629,485
Henry V (1989) 10,161,099
Terminator 2: Judgment Day (1991) 207,064,802
Hudsucker Proxy, The (1994) 2,869,369
Star Trek: First Contact (1996) 207,001,027
Some Like It Hot (1959) 33,300,000
Toy Story (1995) 133,344,903
Hamlet (1996) 4,414,535
To Kill a Mockingbird (1962) 20,629,846
Stand by Me (1986) 69,411,304
Jaws (1975) 199,275,376
To Catch a Thief (1955) 13,250,000
Independence Day (ID4) (1996) 483,359,255
Little Women (1994) 75,083,616
Miller's Crossing (1990) 5,080,409
Get Shorty (1995) 103,619,110
Schindler's List (1993) 140,409,248
Average 116,442,925
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