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
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 L.A. Confidential (1997) 64,604,977
Empire Strikes Back, The (1980) 225,554,189 Return of the Jedi (1983) 500,773,409 To Kill a Mockingbird (1962) 20,629,846
English Patient, The (1996) 111,415,132 Toy Story (1995) 133,344,903 Empire Strikes Back, The (1980) 225,554,189
Leaving Las Vegas (1995) 31,968,347 L.A. Confidential (1997) 64,604,977 Cool Hand Luke (1967) 7,300,000
Toy Story (1995) 133,344,903 Titanic (1997) 600,779,824 Godfather: Part II, The (1974) 87,973,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Leaving Las Vegas (1995) 31,968,347 Big Night (1996) 11,881,039
L.A. Confidential (1997) 64,604,977 Empire Strikes Back, The (1980) 225,554,189 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Clockwork Orange, A (1971) 38,589,355 Boot, Das (1981) 11,433,134 Reservoir Dogs (1992) 2,687,008
Alien (1979) 42,285,739 Jerry Maguire (1996) 228,557,864 Leaving Las Vegas (1995) 31,968,347
To Kill a Mockingbird (1962) 20,629,846 Chasing Amy (1997) 12,006,514 Heathers (1989) 1,108,462
Average 117,424,051 Average 192,043,829 Average 45,878,148

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
Trigger Effect, The (1996) 3,594,848
Trainspotting (1996) 16,501,785
Cat on a Hot Tin Roof (1958) 26,355,486
Searching for Bobby Fischer (1993) 7,266,383
Heat (1995) 97,783,000
Schindler's List (1993) 140,409,248
Crumb (1994) 3,174,695
Mission: Impossible (1996) 274,049,639
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Dial M for Murder (1954) 3,012,562
Sling Blade (1996) 24,475,416
Rear Window (1954) 6,759,601
Fifth Element, The (1997) 92,897,302
Roman Holiday (1953) 8,000,000
Godfather, The (1972) 291,702,411
Mirror Has Two Faces, The (1996) 59,629,485
Amadeus (1984) 23,401,401
Gattaca (1997) 12,339,633
Twelve Monkeys (1995) 82,512,000
It Happened One Night (1934) 2,000,000
Sunset Blvd. (1950) 7,500,000
Secrets & Lies (1996) 13,417,292
Casablanca (1942) 5,806,467
Citizen Kane (1941) 1,640,769
Night of the Living Dead (1968) 13,600,000
2001: A Space Odyssey (1968) 25,761,621
Welcome to the Dollhouse (1995) 4,429,002
Donnie Brasco (1997) 60,851,988
Dead Man (1995) 1,025,488
City of Lost Children, The (1995) 1,513,028
Scream (1996) 103,001,286
Paris, Texas (1984) 2,164,507
Cinema Paradiso (1988) 392,045
Rumble in the Bronx (1995) 32,333,860
Raising Arizona (1987) 22,847,564
Forrest Gump (1994) 485,691,196
Babe (1995) 66,600,000
Lawrence of Arabia (1962) 20,652,481
I.Q. (1994) 26,372,663
Star Wars (1977) 731,853,665
Usual Suspects, The (1995) 1,120,000
Taxi Driver (1976) 33,669,000
Fargo (1996) 24,611,975
Full Metal Jacket (1987) 69,057,676
Dead Man Walking (1995) 39,025,000
E.T. the Extra-Terrestrial (1982) 259,597,332
White Squall (1996) 10,300,000
Shawshank Redemption, The (1994) 28,341,469
East of Eden (1955) 5,000,000
Unforgiven (1992) 119,081,912
Lone Star (1996) 13,269,963
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Night Falls on Manhattan (1997) 9,881,286
Othello (1995) 2,112,951
Sophie's Choice (1982) 19,962,353
Pulp Fiction (1994) 84,022,201
All About Eve (1950) 4,210,177
Princess Bride, The (1987) 21,277,649
Annie Hall (1977) 57,253,791
Fish Called Wanda, A (1988) 93,259,712
Streetcar Named Desire, A (1951) 4,414,474
Silence of the Lambs, The (1991) 137,332,208
Ulee's Gold (1997) 9,054,736
Contact (1997) 149,887,543
Full Monty, The (1997) 45,857,453
Starship Troopers (1997) 79,093,786
Vertigo (1958) 7,024,928
Postino, Il (1994) 20,681,301
Short Cuts (1993) 6,110,979
Apocalypse Now (1979) 42,606,290
Clerks (1994) 3,151,130
Thin Man, The (1934) 1,423,000
Much Ado About Nothing (1993) 22,551,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Brazil (1985) 6,500,000
Monty Python and the Holy Grail (1974) 1,821,082
Seven (Se7en) (1995) 143,225,000
Blade Runner (1982) 1,445,283
Star Trek: First Contact (1996) 207,001,027
Sense and Sensibility (1995) 62,493,774
Diva (1981) 108,372
My Left Foot (1989) 14,743,391
Psycho (1960) 43,200,000
Strictly Ballroom (1992) 11,738,022
Singin' in the Rain (1952) 7,665,000
Delicatessen (1991) 1,794,187
People vs. Larry Flynt, The (1996) 20,191,312
Killing Fields, The (1984) 50,509,720
Average 56,670,442
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