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 Princess Bride, The (1987) 21,277,649
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 When Harry Met Sally... (1989) 134,613,546
Princess Bride, The (1987) 21,277,649 Empire Strikes Back, The (1980) 225,554,189 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Blade Runner (1982) 1,445,283 Princess Bride, The (1987) 21,277,649 GoodFellas (1990) 67,336,394
Rear Window (1954) 6,759,601 Blade Runner (1982) 1,445,283 Rear Window (1954) 6,759,601
Alien (1979) 42,285,739 Willy Wonka and the Chocolate Factory (1971) 4,000,000 Blade Runner (1982) 1,445,283
Psycho (1960) 43,200,000 Alien (1979) 42,285,739 Alien (1979) 42,285,739
Back to the Future (1985) 303,398,294 Secrets & Lies (1996) 13,417,292 Secrets & Lies (1996) 13,417,292
Terminator 2: Judgment Day (1991) 207,064,802 Rear Window (1954) 6,759,601 Empire Strikes Back, The (1980) 225,554,189
Indiana Jones and the Last Crusade (1989) 312,671,806 Chasing Amy (1997) 12,006,514 Lawrence of Arabia (1962) 20,652,481
Average 166,443,077 Average 142,829,950 Average 53,734,217

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
2001: A Space Odyssey (1968) 25,761,621
Jurassic Park (1993) 563,476,625
Ed Wood (1994) 5,887,457
Tin Men (1987) 25,411,386
Carlito's Way (1993) 56,948,322
Stand by Me (1986) 69,411,304
Godfather: Part II, The (1974) 87,973,000
Sense and Sensibility (1995) 62,493,774
Angels and Insects (1995) 5,304,000
Usual Suspects, The (1995) 1,120,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
E.T. the Extra-Terrestrial (1982) 259,597,332
Feeling Minnesota (1996) 3,102,672
Barcelona (1994) 7,266,973
M*A*S*H (1970) 109,920,000
Bullets Over Broadway (1994) 13,383,737
Clueless (1995) 75,525,013
Casablanca (1942) 5,806,467
Ulee's Gold (1997) 9,054,736
Star Trek: The Wrath of Khan (1982) 118,633,541
Immortal Beloved (1994) 9,914,409
Amadeus (1984) 23,401,401
Return of the Pink Panther, The (1974) 37,170,000
Circle of Friends (1995) 23,397,365
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
City of Lost Children, The (1995) 1,513,028
Babe (1995) 66,600,000
Sleepless in Seattle (1993) 191,463,006
Chinatown (1974) 42,400,000
Fifth Element, The (1997) 92,897,302
Bridge on the River Kwai, The (1957) 50,495,000
Don Juan DeMarco (1995) 22,200,000
Sex, Lies, and Videotape (1989) 24,741,700
Grifters, The (1990) 13,446,769
Reservoir Dogs (1992) 2,687,008
Mother Night (1996) 392,362
Dead Poets Society (1989) 144,288,116
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Dances with Wolves (1990) 265,746,848
Trainspotting (1996) 16,501,785
Pink Floyd - The Wall (1982) 14,844,106
African Queen, The (1951) 4,300,000
Full Monty, The (1997) 45,857,453
Long Kiss Goodnight, The (1996) 33,328,051
Lone Star (1996) 13,269,963
Cat on a Hot Tin Roof (1958) 26,355,486
Forrest Gump (1994) 485,691,196
Jerry Maguire (1996) 228,557,864
Mission: Impossible (1996) 274,049,639
Orlando (1993) 5,289,772
Farewell My Concubine (1993) 5,216,888
Fargo (1996) 24,611,975
Full Metal Jacket (1987) 69,057,676
Madness of King George, The (1994) 15,238,994
Secret of Roan Inish, The (1994) 6,101,600
Brazil (1985) 6,500,000
Seven (Se7en) (1995) 143,225,000
To Kill a Mockingbird (1962) 20,629,846
Big Night (1996) 11,881,039
Taxi Driver (1976) 33,669,000
Raising Arizona (1987) 22,847,564
Die Hard (1988) 116,707,729
Searching for Bobby Fischer (1993) 7,266,383
Lost Highway (1997) 3,796,699
Much Ado About Nothing (1993) 22,551,000
Michael Collins (1996) 11,085,316
Sleeper (1973) 18,344,729
Perez Family, The (1995) 2,832,826
Giant (1956) 14,169,928
Clerks (1994) 3,151,130
Toy Story (1995) 133,344,903
Good, The Bad and The Ugly, The (1966) 19,000,000
Star Trek III: The Search for Spock (1984) 106,458,579
People vs. Larry Flynt, The (1996) 20,191,312
Killing Zoe (1994) 418,953
Apocalypse Now (1979) 42,606,290
L.A. Confidential (1997) 64,604,977
Shallow Grave (1994) 2,881,508
Batman Returns (1992) 262,844,850
Santa Clause, The (1994) 139,225,854
Restoration (1995) 4,100,000
Blue Sky (1994) 3,359,465
Remains of the Day, The (1993) 22,954,968
Once Were Warriors (1994) 2,201,126
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Monty Python and the Holy Grail (1974) 1,821,082
Ulee's Gold (1997) 9,054,736
Widows' Peak (1994) 6,243,722
Quiz Show (1994) 24,822,619
Priest (1994) 4,176,932
Courage Under Fire (1996) 87,335,823
Fish Called Wanda, A (1988) 93,259,712
U Turn (1997) 6,633,400
Kalifornia (1993) 2,395,231
So I Married an Axe Murderer (1993) 11,585,483
Gandhi (1982) 77,737,889
Boot, Das (1981) 11,433,134
Four Rooms (1995) 4,301,331
Emma (1996) 22,201,883
Star Trek: The Motion Picture (1979) 95,658,976
Get Shorty (1995) 103,619,110
Star Wars (1977) 731,853,665
Aliens (1986) 121,385,096
Manchurian Candidate, The (1962) 4,180,630
Citizen Ruth (1996) 153,155
What's Eating Gilbert Grape (1993) 9,170,214
Ponette (1996) 1,351,319
Citizen Kane (1941) 1,640,769
Silence of the Lambs, The (1991) 137,332,208
Clockwork Orange, A (1971) 38,589,355
I Shot Andy Warhol (1996) 1,814,290
Benny & Joon (1993) 23,202,734
Day the Earth Stood Still, The (1951) 79,366,978
Richard III (1995) 2,600,000
Hamlet (1996) 4,414,535
Godfather, The (1972) 291,702,411
Twelve Monkeys (1995) 82,512,000
Pulp Fiction (1994) 84,022,201
Hudsucker Proxy, The (1994) 2,869,369
Schindler's List (1993) 140,409,248
Dead Man Walking (1995) 39,025,000
Cool Hand Luke (1967) 7,300,000
Apollo 13 (1995) 94,378,651
Leaving Las Vegas (1995) 31,968,347
All About Eve (1950) 4,210,177
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Sling Blade (1996) 24,475,416
Natural Born Killers (1994) 72,282,766
Monty Python's Life of Brian (1979) 646,124
Young Frankenstein (1974) 125,123,000
Mars Attacks! (1996) 37,754,208
Unforgiven (1992) 119,081,912
Field of Dreams (1989) 94,962,625
Batman (1989) 401,685,407
Platoon (1986) 207,900,328
Groundhog Day (1993) 103,406,973
Mighty Aphrodite (1995) 6,700,000
Swingers (1996) 4,505,922
It's a Wonderful Life (1946) 3,548,018
Clockers (1995) 13,040,603
Shawshank Redemption, The (1994) 28,341,469
English Patient, The (1996) 111,415,132
Shine (1996) 53,830,909
Braveheart (1995) 110,286,945
Being There (1979) 30,177,511
Bob Roberts (1992) 4,479,470
Contact (1997) 149,887,543
Star Trek: First Contact (1996) 207,001,027
Red Rock West (1992) 2,502,551
Lost World: Jurassic Park, The (1997) 359,161,284
Romeo Is Bleeding (1993) 3,275,585
Philadelphia (1993) 114,946,440
To Die For (1995) 21,284,514
In the Name of the Father (1993) 25,096,862
Philadelphia Story, The (1940) 3,000,000
Average 66,714,205
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