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 Schindler's List (1993) 140,409,248 It's a Wonderful Life (1946) 3,548,018
One Flew Over the Cuckoo's Nest (1975) 171,940,000 English Patient, The (1996) 111,415,132 Annie Hall (1977) 57,253,791
Empire Strikes Back, The (1980) 225,554,189 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Singin' in the Rain (1952) 7,665,000
Psycho (1960) 43,200,000 Toy Story (1995) 133,344,903 Lone Star (1996) 13,269,963
Shawshank Redemption, The (1994) 28,341,469 Empire Strikes Back, The (1980) 225,554,189 Schindler's List (1993) 140,409,248
It's a Wonderful Life (1946) 3,548,018 Shawshank Redemption, The (1994) 28,341,469 GoodFellas (1990) 67,336,394
Usual Suspects, The (1995) 1,120,000 Usual Suspects, The (1995) 1,120,000 Monty Python's Life of Brian (1979) 646,124
Chinatown (1974) 42,400,000 Contact (1997) 149,887,543 Brazil (1985) 6,500,000
Princess Bride, The (1987) 21,277,649 Princess Bride, The (1987) 21,277,649 Monty Python and the Holy Grail (1974) 1,821,082
Average 96,949,298 Average 127,499,254 Average 32,679,108

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
Dial M for Murder (1954) 3,012,562
Lawrence of Arabia (1962) 20,652,481
Cool Hand Luke (1967) 7,300,000
Braveheart (1995) 110,286,945
Philadelphia Story, The (1940) 3,000,000
Some Like It Hot (1959) 33,300,000
To Kill a Mockingbird (1962) 20,629,846
Breakfast at Tiffany's (1961) 15,500,000
It Happened One Night (1934) 2,000,000
Once Upon a Time in the West (1969) 5,321,508
Silence of the Lambs, The (1991) 137,332,208
Devil's Advocate, The (1997) 86,587,776
Bridge on the River Kwai, The (1957) 50,495,000
Hunt for Red October, The (1990) 179,209,868
Blade Runner (1982) 1,445,283
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Good, The Bad and The Ugly, The (1966) 19,000,000
Quiet Man, The (1952) 3,800,000
To Catch a Thief (1955) 13,250,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Patton (1970) 89,800,000
Vertigo (1958) 7,024,928
Paths of Glory (1957) 899,327
Rear Window (1954) 6,759,601
Truth About Cats & Dogs, The (1996) 34,073,143
Cape Fear (1991) 118,590,000
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Boot, Das (1981) 11,433,134
2001: A Space Odyssey (1968) 25,761,621
Mr. Smith Goes to Washington (1939) 1,500,000
Amadeus (1984) 23,401,401
High Noon (1952) 7,150,000
Farewell to Arms, A (1932) 16,000,000
Raising Arizona (1987) 22,847,564
Fargo (1996) 24,611,975
Henry V (1989) 10,161,099
Taxi Driver (1976) 33,669,000
Stealing Beauty (1996) 4,573,330
Pulp Fiction (1994) 84,022,201
Fish Called Wanda, A (1988) 93,259,712
Clueless (1995) 75,525,013
Sense and Sensibility (1995) 62,493,774
North by Northwest (1959) 19,977,527
Eat Drink Man Woman (1994) 7,294,403
Return of the Jedi (1983) 500,773,409
Bringing Up Baby (1938) 10,863
Rebel Without a Cause (1955) 4,600,000
African Queen, The (1951) 4,300,000
Father of the Bride (1950) 4,054,400
Once Were Warriors (1994) 2,201,126
Star Wars (1977) 731,853,665
Roman Holiday (1953) 8,000,000
Godfather: Part II, The (1974) 87,973,000
Casablanca (1942) 5,806,467
Cinema Paradiso (1988) 392,045
Manchurian Candidate, The (1962) 4,180,630
Wild Bunch, The (1969) 5,330,535
Meet Me in St. Louis (1944) 12,698,200
Great Dictator, The (1940) 395,872
Rebecca (1940) 1,526,957
Citizen Kane (1941) 1,640,769
Stand by Me (1986) 69,411,304
Average 50,736,695
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